<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "JATS-journalpublishing1-3-mathml3.dtd">
<article article-type="research-article" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" dtd-version="1.3" xml:lang="EN">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Health Serv.</journal-id><journal-title-group>
<journal-title>Frontiers in Health Services</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Health Serv.</abbrev-journal-title></journal-title-group>
<issn pub-type="epub">2813-0146</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/frhs.2025.1655385</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Demonstrating the value for money of implementing evidence-based treatment: the case for further investment in magnesium sulphate as a neuroprotectant for preterm births</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes"><name><surname>Sillero-Rejon</surname><given-names>Carlos</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref><uri xlink:href="https://loop.frontiersin.org/people/3115153/overview"/><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Formal analysis" vocab-term-identifier="https://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="validation" vocab-term-identifier="https://credit.niso.org/contributor-roles/validation/">Validation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Project administration" vocab-term-identifier="https://credit.niso.org/contributor-roles/project-administration/">Project administration</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="software" vocab-term-identifier="https://credit.niso.org/contributor-roles/software/">Software</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Funding acquisition" vocab-term-identifier="https://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="visualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/visualization/">Visualization</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="resources" vocab-term-identifier="https://credit.niso.org/contributor-roles/resources/">Resources</role></contrib>
<contrib contrib-type="author"><name><surname>Edwards</surname><given-names>Hannah B.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role></contrib>
<contrib contrib-type="author"><name><surname>Hollingworth</surname><given-names>William</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role></contrib>
<contrib contrib-type="author"><name><surname>Opmeer</surname><given-names>Brent C.</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role></contrib>
<contrib contrib-type="author"><name><surname>Pithara-McKeown</surname><given-names>Christalla</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role></contrib>
<contrib contrib-type="author"><name><surname>de Vocht</surname><given-names>Frank</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/28366/overview" /><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role></contrib>
<contrib contrib-type="author"><name><surname>Redwood</surname><given-names>Sabi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/2229204/overview" /><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role></contrib>
<contrib contrib-type="author"><name><surname>Odd</surname><given-names>David</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/1560031/overview" /><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role></contrib>
<contrib contrib-type="author"><name><surname>Luyt</surname><given-names>Karen</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/575944/overview" /><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Funding acquisition" vocab-term-identifier="https://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role></contrib>
<contrib contrib-type="author"><name><surname>McLeod</surname><given-names>Hugh</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role><role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role></contrib>
</contrib-group>
<aff id="aff1"><label>1</label><institution>Population Health Sciences, Bristol Medical School, University of Bristol</institution>, <city>Bristol</city>, <country country="gb">United Kingdom</country></aff>
<aff id="aff2"><label>2</label><institution>National Institute for Health and Care Research Applied Research Collaboration West (NIHR ARC West), University Hospitals Bristol and Weston NHS Foundation Trust</institution>, <city>Bristol</city>, <country country="gb">United Kingdom</country></aff>
<aff id="aff3"><label>3</label><institution>Vilans, National Centre of Expertise for Long Term Care</institution>, <city>Utrecht</city>, <country country="">Netherlands</country></aff>
<aff id="aff4"><label>4</label><institution>Population Medicine, Cardiff University</institution>, <city>Cardiff</city>, <country country="gb">United Kingdom</country></aff>
<aff id="aff5"><label>5</label><institution>Neonatology, Cardiff and Vale University Health Board University Hospital of Wales</institution>, <city>Cardiff</city>, <country country="gb">United Kingdom</country></aff>
<aff id="aff6"><label>6</label><institution>Translational Health Sciences, Bristol Medical School, University of Bristol</institution>, <city>Bristol</city>, <country country="gb">United Kingdom</country></aff>
<aff id="aff7"><label>7</label><institution>Neonatology, St Michael&#x2019;s Hospital</institution>, <city>Bristol</city>, <country country="gb">United Kingdom</country></aff>
<author-notes>
<corresp id="cor1"><label>&#x002A;</label><bold>Correspondence:</bold> Carlos Sillero-Rejon <email xlink:href="mailto:carlos.sillerorejon@bristol.ac.uk">carlos.sillerorejon@bristol.ac.uk</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-01-12"><day>12</day><month>01</month><year>2026</year></pub-date>
<pub-date publication-format="electronic" date-type="collection"><year>2025</year></pub-date>
<volume>5</volume><elocation-id>1655385</elocation-id>
<history>
<date date-type="received"><day>27</day><month>06</month><year>2025</year></date>
<date date-type="rev-recd"><day>13</day><month>11</month><year>2025</year></date>
<date date-type="accepted"><day>05</day><month>12</month><year>2025</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2026 Sillero-Rejon, Edwards, Hollingworth, Opmeer, Pithara-McKeown, de Vocht, Redwood, Odd, Luyt and McLeod.</copyright-statement>
<copyright-year>2026</copyright-year><copyright-holder>Sillero-Rejon, Edwards, Hollingworth, Opmeer, Pithara-McKeown, de Vocht, Redwood, Odd, Luyt and McLeod</copyright-holder><license><ali:license_ref start_date="2026-01-12">https://creativecommons.org/licenses/by/4.0/</ali:license_ref><license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p></license>
</permissions>
<abstract><sec><title>Background</title>
<p>Effective and cost-effective treatments are not always optimally implemented. The benefit forgone due to sub-optimal implementation is often not considered or estimated. We use the economic concept of &#x201C;incremental net monetary benefit&#x201D; (INMB) to demonstrate how this can be valued. This approach can inform decision-making when used to estimate the value for money of potential future quality improvement (QI) programmes. We illustrate these analyses using the case of antenatal magnesium sulphate (MgSO<sub>4</sub>), a cost-effective treatment for the prevention of cerebral palsy in preterm births. We estimate the optimal implementation of MgSO<sub>4</sub>, the INMB lost due to sub-optimal implementation, and the value of future implementation initiatives to increase the use of MgSO<sub>4</sub>.</p>
</sec><sec><title>Methods</title>
<p>We estimated MgSO<sub>4</sub> treatment implementation for babies under 32 weeks&#x0027; gestation using routine data on its uptake between 2014 and 2022 in England, Scotland, and Wales. The optimal uptake level of MgSO<sub>4</sub> was estimated using clinical judgment. The societal lifetime INMB of MgSO<sub>4</sub> for the prevention of cerebral palsy in preterm births was obtained from the literature. The INMB of sub-optimal implementation over time was estimated as the difference between optimal and actual uptake over time in each country. We estimated the cost-effectiveness of a hypothetical future QI programme based on different scenarios of implementation effectiveness and costs.</p>
</sec><sec><title>Results</title>
<p>The optimal uptake of MgSO<sub>4</sub> was 95&#x0025;. The INMB forgone associated with sub-optimal MgSO<sub>4</sub> uptake has reduced over time, as uptake has increased. However, in 2022, the societal lifetime INMB forgone was still &#x00A3;18.2&#x2005;m in England, &#x00A3;3.7&#x2005;m in Scotland, and &#x00A3;1.0&#x2005;m in Wales. A future QI programme across all three countries achieving a 5&#x0025; increase in MgSO<sub>4</sub> uptake over one year, and costing &#x00A3;987,500 to implement, would be cost-effective; generating &#x00A3;7.5&#x2005;m in INMB. Future implementation initiatives are likely to be cost-effective within a range of different implementation effectiveness and costs.</p>
</sec><sec><title>Conclusions</title>
<p>The case of MgSO<sub>4</sub> treatment for preterm birth illustrates how sub-optimal implementation of evidence-based interventions can be associated with high opportunity costs measured as INMB forgone. This approach provides valuable quantification of the value for money of future QI programmes to improve the implementation of these interventions.</p>
</sec>
</abstract>
<kwd-group>
<kwd>value of implementation</kwd>
<kwd>implementation</kwd>
<kwd>quality improvement</kwd>
<kwd>cost-effectiveness</kwd>
<kwd>cerebral palsy</kwd>
<kwd>neurodisabilities</kwd>
</kwd-group><funding-group><funding-statement>The author(s) declared that financial support was received for this work and/or its publication. The National PReCePT evaluation was jointly funded by the National Institute for Health and Care Research Applied Research Collaboration West (NIHR ARC West, core NIHR infrastructure funded: NIHR200181) and the AHSN Network funded by NHS England. This research was also funded by the Health Foundation and Health Innovation West of England, and supported by the National Institute for Health and Care Research (NIHR) Applied Research Collaboration West (NIHR ARC West, core NIHR infrastructure funded: NIHR200181). The views expressed in this article are those of the authors and not necessarily those of the NIHR or the Department of Health and Social Care. Carlos Sillero-Rejon, Hugh McLeod, Hannah B Edwards and Frank de Vocht time is supported by the National Institute for Health and Care Research Applied Research Collaboration West (NIHR ARC West) at University Hospitals Bristol NHS Foundation Trust.</funding-statement></funding-group><counts>
<fig-count count="4"/>
<table-count count="2"/><equation-count count="0"/><ref-count count="41"/><page-count count="11"/><word-count count="1110"/></counts><custom-meta-group><custom-meta><meta-name>section-at-acceptance</meta-name><meta-value>Implementation Science</meta-value></custom-meta></custom-meta-group>
</article-meta>
</front>
<body><sec id="s1" sec-type="intro"><label>1</label><title>Introduction</title>
<p>Economic evaluation assesses whether healthcare interventions represent good value for money (<xref ref-type="bibr" rid="B1">1</xref>). Well-established methods estimate the incremental costs and benefits of an intervention compared to an alternative, often &#x201C;treatment as usual&#x201D; (<xref ref-type="bibr" rid="B1">1</xref>). Health benefits can be measured using quality-adjusted life-years (QALYs) in cost-utility analysis, as recommended by the UK National Institute for Health and Care Excellence (NICE) (<xref ref-type="bibr" rid="B2">2</xref>). A broader perspective can also be taken, in which non-health outcomes (such as education and employment) are included. Regardless of the perspective taken, the judgment about whether incremental costs are justified by incremental benefits depends on context. For example, high-income countries may be willing to pay more for health gains. In some jurisdictions, this trade-off is built into policy through the adoption of an explicit cost per QALY gained willingness-to-pay (WTP) threshold (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B3">3</xref>). New interventions for which the cost per QALY exceeds the threshold are deemed not cost-effective and are not implemented. Complementary to this incremental cost per QALY ratio, the incremental net monetary benefit (INMB) statistic can be used to inform decision-making. The INMB combines incremental costs, benefits (i.e., QALYs) and the WTP threshold into a summary statistic (<xref ref-type="bibr" rid="B1">1</xref>) to express the value of an intervention in monetary terms. For this purpose, the WTP for QALY gains is established, and the INMB is calculated as [(incremental QALY x WTP)&#x2014;incremental cost]. Therefore, a positive INMB indicates that the intervention is cost-effective at the relevant cost per QALY threshold.</p>
<p>In addition to informing decision-making on specific healthcare interventions, economic evaluation can inform decisions about implementation strategies (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B5">5</xref>). This is important because the sub-optimal implementation of cost-effective treatments leads to forgone health and other economic benefits, known as opportunity costs (<xref ref-type="bibr" rid="B1">1</xref>). While there is wide recognition of the importance of promoting implementation initiatives, comparatively little attention has been paid to how economic analyses can be used to inform the development of quality improvement (QI) programmes to optimise the implementation of cost-effective treatments (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B6">6</xref>). For this purpose, health economics methods in implementation science can calculate the benefit lost over time due to sub-optimal implementation through the cumulative INMB forgone. For example, failing to optimally implement an intervention that offers good value for money&#x2014;such as a smoking cessation treatment&#x2014;results in a cumulative loss. This loss can be estimated as the total INMB foregone by all individuals who did not receive the intervention (e.g., those who go on to develop avoidable chronic conditions due to continued smoking). This measure can inform the scope for potential benefits to be gained from undertaking implementation initiatives, such as QI programmes. Moreover, the value of a future implementation initiative can be estimated as the cumulative INMB resulting from forecast increases in treatment uptake (<xref ref-type="bibr" rid="B7">7</xref>&#x2013;<xref ref-type="bibr" rid="B13">13</xref>).</p>
<p>A practical illustration of this approach can be seen in the case of antenatal magnesium sulphate (MgSO<sub>4</sub>) therapy given to women at risk of preterm birth. MgSO<sub>4</sub> is an effective and cost-effective treatment for the prevention of cerebral palsy (CP) in preterm delivery (<xref ref-type="bibr" rid="B14">14</xref>&#x2013;<xref ref-type="bibr" rid="B17">17</xref>). Since 2015, the World Health Organisation (<xref ref-type="bibr" rid="B18">18</xref>) and NICE (<xref ref-type="bibr" rid="B19">19</xref>) have recommended the administration of MgSO<sub>4</sub> in preterm deliveries as a core part of maternity care. Despite these guidelines, the adoption of MgSO<sub>4</sub> has been irregular in the UK and other high-income countries (<xref ref-type="bibr" rid="B20">20</xref>&#x2013;<xref ref-type="bibr" rid="B23">23</xref>). For example, in infants below 30 weeks&#x0027; gestation, the UK National Neonatal Audit Programme (NNAP) reported that in 2017, only 64&#x0025; of eligible women received it (<xref ref-type="bibr" rid="B24">24</xref>). There was also high variation in uptake between different regional networks (range 49&#x0025;&#x2013;78&#x0025;) (<xref ref-type="bibr" rid="B24">24</xref>). Following the launch of the National PReCePT Programme in England in 2018 (<xref ref-type="bibr" rid="B25">25</xref>), the Preterm Perinatal Wellbeing Package in Scotland in 2017, and locally led QI initiatives in Wales (<xref ref-type="bibr" rid="B26">26</xref>) uptake increased to 86&#x0025; by 2022. The variation in uptake between and within units persisted over time and suggested that the adoption of MgSO<sub>4</sub> remained sub-optimal (<xref ref-type="bibr" rid="B27">27</xref>). There is room for improvement, especially in the case of MgSO&#x2084;, when small gaps in implementation represent large economic and health opportunity costs. The National PReCePT Programme (<xref ref-type="bibr" rid="B25">25</xref>) established 95&#x0025; as a &#x201C;stretch&#x201D; target for MgSO&#x2084; uptake. However, the feasible optimal target may also be informed by actual unit and network performance, which is shaped by contextual factors. Implementing an intervention, even when there is evidence-based and clinical practice guidelines, is complex and dependent on implementation contexts (<xref ref-type="bibr" rid="B26">26</xref>). Previous studies (<xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B28">28</xref>) suggest that variation in practice may stem from how QI initiatives interact with enabling factors&#x2014;such as team structure or leadership&#x2014;to influence the uptake of MgSO&#x2084;.</p>
<p>This study has two complementary aims: first, to contribute methodologically to the use of health economics methods, including INMB, to inform resource allocation decisions for implementation initiatives; and second, to illustrate these methods by evaluating the adoption of MgSO<sub>4</sub> for fetal neuroprotection in preterm births in the United Kingdom. For this purpose, using the uptake of MgSO<sub>4</sub> in England, Scotland, and Wales over time, we estimate the optimal implementation level and the cost-effectiveness of a hypothetical future QI programme to promote further adoption of MgSO<sub>4</sub> based on different scenarios of implementation effectiveness and implementation costs (i.e., assuming different levels of increased uptake of MgSO<sub>4</sub> and different costing of the implementation strategies to achieve it).</p>
</sec>
<sec id="s2" sec-type="methods"><label>2</label><title>Methods</title>
<sec id="s2a"><label>2.1</label><title>Population data</title>
<p>We used pseudonymised patient-level data on preterm babies (born at less than 32 weeks&#x0027; gestation), drawn from the UK National Neonatal Research Database (NNRD) from January 2014 to December 2022, for each nation (England, Scotland, and Wales). This period covers from before the NICE guidelines were published (2015) to the most recent available data. NNRD data is standardised, routinely collected health data. It covers all NHS maternity units in England, Scotland and Wales, so it is fully representative and generalisable. MgSO<sub>4</sub> data is of high quality and completeness, with less than 1&#x0025; missing data in 2022 (historically up to 5&#x0025; missing in 2017) (<xref ref-type="bibr" rid="B29">29</xref>). To our knowledge, there have been no relevant changes in coding practice in the timeframe of this study that could be influencing observed MgSO<sub>4</sub> uptake rates.</p>
</sec>
<sec id="s2b"><label>2.2</label><title>Cost-effectiveness of MgSO<sub>4</sub> treatment</title>
<p>We estimated the lifetime INMB of giving MgSO<sub>4</sub> vs. not, calculated as incremental QALYs multiplied by the WTP threshold, minus incremental costs (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B30">30</xref>). We adopted Bickford and colleagues&#x0027; results (<xref ref-type="bibr" rid="B31">31</xref>) on the treatment cost-effectiveness of antenatal MgSO<sub>4</sub> in Canada. For the UK context, it provides a combined estimate of societal lifetime incremental savings of &#x00A3;19,054 and incremental QALY gains of 0.24 per baby born at less than 32 weeks&#x0027; gestation; after converting the estimated costs to GBP currency and 2022 prices (see <xref ref-type="sec" rid="s12">Supplementary Appendix A</xref> for calculations). The cost savings included those relating to healthcare, education, housing, and employment (<xref ref-type="bibr" rid="B31">31</xref>). This analysis generated an INMB of &#x00A3;23,918 per preterm birth when applying a WTP threshold of &#x00A3;20,000 per QALY gained, in line with NICE guidelines (<xref ref-type="bibr" rid="B2">2</xref>).</p>
</sec>
<sec id="s2c"><label>2.3</label><title>Optimal MgSO<sub>4</sub> uptake comparative performance analysis</title>
<p>Perfect implementation (i.e., 100&#x0025; uptake) is not achievable; for example, some women may have insufficient time between presenting at the maternity unit and giving birth to administer MgSO<sub>4</sub>. Estimating what optimal implementation might be clinically feasible at an aggregate level is key to framing the potential impact of future implementation initiatives. The optimal level of MgSO<sub>4</sub> uptake was estimated using clinical judgement (KL, DO) informed by the comparative performance of maternity units in 2022. We used funnel plots (<xref ref-type="bibr" rid="B32">32</xref>) of MgSO<sub>4</sub> uptake and the number of preterm babies in each maternity unit, to identify comparatively and statistically high- and low-performing units by type. In the UK, neonatal units differ from Local Neonatal Units (LNUs), Special Care Baby Units (SCBUs), to Neonatal Intensive Care Units (NICUs); the latter have a higher level of activity (i.e., a higher number of preterm births following transfer from other units). We plotted the results by Operational Delivery Network (ODN) to illustrate the range of performance at a network level. The optimal level was considered at 95&#x0025; uptake; sensitivity analyses also included 90&#x0025; uptake.</p>
</sec>
<sec id="s2d"><label>2.4</label><title>Value of MgSO<sub>4</sub> implementation analysis</title>
<p>To estimate the value of implementing MgSO<sub>4</sub> we calculated the following summary INMB statistics for each nation:
<list list-type="simple">
<list-item><label>(A)</label>
<p>The cumulative lifetime INMB of MgSO<sub>4</sub> treatment for all patients <italic>actually</italic> treated.</p></list-item>
<list-item><label>(B)</label>
<p>The cumulative lifetime INMB of MgSO<sub>4</sub> treatment if <italic>optimal</italic> treatment of patients was achieved.</p></list-item>
<list-item><label>(C)</label>
<p>The INMB lost due to <italic>sub-optimal</italic> implementation (i.e., B minus A).</p></list-item>
</list>We estimated these values monthly from January 2014 to December 2022 and compared the trends in these three statistics. To illustrate the change over time, we also calculated these values for the first (2014) and last (2022) years of the observed data. If INMB lost due to sub-optimal implementation is positive, the associated opportunity costs warrant the consideration of the use of implementation initiatives to reduce the research-to-practice gap.</p>
<sec id="s2d1"><label>2.4.1</label><title>The cost-effectiveness of future hypothetical implementation initiatives</title>
<p>The INMB lost due to sub-optimal implementation in 2022 indicates the &#x201C;value of optimal implementation&#x201D;, or the upper threshold of how much could be invested in a QI programme to implement optimal uptake of MgSO<sub>4</sub> in that year and be viewed as good value for money.</p>
<p>We then estimated the potential cost-effectiveness of a hypothetical future QI programme to further increase uptake in several different scenarios of implementation effectiveness and costs (<xref ref-type="bibr" rid="B6">6</xref>). We used heatmaps to visualise the cost-effectiveness of hypothetical scenarios with different levels of implementation costs and effectiveness.</p>
<p>Three implementation effectiveness scenarios were modelled specifically: low performance (1&#x0025; absolute increase in MgSO<sub>4</sub> uptake), mid-performance (5&#x0025; increase), and high performance (10&#x0025; increase) for two specific implementation cost scenarios (baseline and high-cost). These levels of effect align with the latest results from PReCePT (<xref ref-type="bibr" rid="B29">29</xref>) that showed an effect on average of 5.8&#x0025; (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001); lower and upper values (i.e., 1&#x0025; and 10&#x0025;) are chosen to show the effects of small and large changes in MgSO<sub>4</sub> uptake, with 5&#x0025; as the midpoint.</p>
<p>Baseline costs were based on units&#x0027; and ODNs&#x0027; performance and PReCePT experience (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B33">33</xref>). Contrary to the PReCePT programme, which allocated the same funding at the unit level (i.e., backfill funding) and at the ODN level (i.e., regional support), we propose allocating funding in proportion to the number of maternity units in each ODN, with more resources available to support comparatively low-performing units (<xref ref-type="sec" rid="s12">Supplementary Appendices B,C</xref>). The high-cost scenario has double the baseline costs to conservatively acknowledge that, in addition to targeting funding, achieving higher levels of uptake might involve more resources than those used by the PReCePT programme.</p>
<p>In this analysis, we also considered the uncertainty range from the probabilistic analysis conducted by Bickford and colleagues (<xref ref-type="bibr" rid="B31">31</xref>). Meanwhile, heatmaps show central estimates; the specific scenarios modelled accounted for the 95&#x0025; credible interval (CI) of MgSO<sub>4</sub> cost-effectiveness.</p>
</sec>
<sec id="s2d2"><label>2.4.2</label><title>Subgroup analyses</title>
<p>The NNAP reports primarily focus on preterm births occurring before 30 weeks&#x0027; gestation, aligning with current NICE guidelines that recommend MgSO&#x2084; treatment for this group (<xref ref-type="bibr" rid="B27">27</xref>). For infants born between 30 and less than 34 weeks&#x0027; gestation, however, NICE advises only that treatment with MgSO&#x2084; be &#x201C;considered&#x201D; (<xref ref-type="bibr" rid="B19">19</xref>). Despite this more cautious recommendation, economic evaluations indicate that MgSO&#x2084; remains cost-effective for babies born before 32 weeks&#x0027; gestation (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B31">31</xref>). Given these clinical and economic considerations, our analyses were stratified into two subgroups: infants born before 30 weeks&#x0027; gestation, and those born between 30 and under 32 weeks. We also conducted analyses for the combined group of all preterm births occurring before 32 weeks&#x0027; gestation.</p>
</sec>
</sec>
</sec>
<sec id="s3" sec-type="results"><label>3</label><title>Results</title>
<sec id="s3a"><label>3.1</label><title>Optimal MgSO<sub>4</sub> uptake</title>
<p><xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref> includes the uptake of MgSO<sub>4</sub> over time for the three nations for babies born with less than 30 weeks&#x0027; gestation and for babies born between 30 and less than 32 weeks&#x0027; gestation. MgSO<sub>4</sub> uptake increased from 36&#x0025; in 2014 to 85&#x0025; in 2022 in England, from 39&#x0025; to 82&#x0025; in Scotland, and from 20&#x0025; to 86&#x0025; in Wales for babies born under 30 weeks&#x0027; gestation (<xref ref-type="fig" rid="F1">Figure&#x00A0;1a</xref>). Uptake increased from 19&#x0025; in 2014 to 79&#x0025; in 2022 in England, from 19&#x0025; to 42&#x0025; in Scotland, and from 13&#x0025; to 72&#x0025; in Wales for babies born between 30 and under 32 weeks&#x0027; gestation (<xref ref-type="fig" rid="F1">Figure&#x00A0;1b</xref>). There is comparatively more monthly variability in percentage uptake in Wales and Scotland due to the smaller number of babies compared to England. In England, a plateau in uptake and a decrease towards the end of the observed period are apparent. The uptake for babies between 30 and under 32 weeks&#x0027; gestation is lower than that for babies under 30 weeks&#x0027; gestation, particularly in Scotland. Overall, uptake has increased substantially over time, although Scotland lagged behind for babies born between 30 and just under 32 weeks&#x0027; gestation.</p>
<fig id="F1" position="float"><label>Figure&#x00A0;1</label>
<caption><p>Uptake of MgSO<sub>4</sub> in England, Scotland and Wales from Jan 2014 to Dec 2022 for babies less than 30 weeks&#x0027; gestation <bold>(a)</bold> and between 30 and under 32 weeks&#x0027; gestation <bold>(b).</bold></p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="frhs-05-1655385-g001.tif"><alt-text content-type="machine-generated">Two line graphs compare MgSO4 uptake by nation over time. Graph 1a (left) shows uptake for gestation under 30 weeks, with England in red, Scotland in blue, and Wales in green. Increasing trends are observed, particularly for England. Graph 1b (right) shows uptake for gestation between 30 and under 32 weeks, with similar nation coloring. Trends indicate a rise over time, with variation between the nations. Data points scatter throughout each graph.</alt-text>
</graphic>
</fig>
<p><xref ref-type="fig" rid="F2">Figure&#x00A0;2</xref> shows the unit performance in MgSO<sub>4</sub> uptake by type of unit for the three nations in funnel plots for babies born with less than 30 weeks&#x0027; gestation and for babies born between 30 and less than 32 weeks&#x0027; gestation. The funnel plot for babies under 30 weeks&#x0027; gestation shows that in 2022, from 175 units, 43 (25&#x0025;) were high-performing units with an uptake average of 97.9&#x0025; (<xref ref-type="fig" rid="F2">Figure&#x00A0;2a</xref>). 13 out of 78 (17&#x0025;) of LNUs, 14 out of 43 (33&#x0025;) of SCBUs, and 16 out of 54 (30&#x0025;) of NICUs were high-performing units (<xref ref-type="fig" rid="F2">Figure&#x00A0;2a</xref>). The funnel plot for babies between 30 and under 32 weeks&#x0027; gestation shows that in 2022, from 175 units, 35 (20&#x0025;) were high-performing units with an uptake average of 96.8&#x0025; (<xref ref-type="fig" rid="F2">Figure&#x00A0;2b</xref>). 17 out of 78 (22&#x0025;) of LNUs, 10 out of 43 (23&#x0025;) of SCBUs, and eight out of 54 (15&#x0025;) of NICUs were high-performing units (<xref ref-type="fig" rid="F2">Figure&#x00A0;2b</xref>). <xref ref-type="sec" rid="s12">Supplementary Appendices D,E</xref> show that there was wide variation in units&#x0027; performance within each clinical network (ODN) in 2022. For babies born at less than 30 weeks&#x0027; gestation, performance generally improves with unit volume; smaller units show greater variability due to the rarity of preterm births. However, even among high-volume units, uptake varies widely&#x2014;from below 80&#x0025; to above 95&#x0025; in the high-performing units. This variation implies inequitable care and negative health and societal consequences. For babies between 30 and under 32 weeks&#x0027; gestation, variation is even more pronounced and appears less related to case volume, suggesting inconsistent interpretation or application of guidelines.</p>
<fig id="F2" position="float"><label>Figure&#x00A0;2</label>
<caption><p>MgSO<sub>4</sub> uptake unit performance in England, Scotland and Wales in 2022 for babies less than 30 weeks&#x0027; gestation <bold>(a)</bold> and between 30 and under 32 weeks&#x0027; gestation <bold>(b)</bold>.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="frhs-05-1655385-g002.tif"><alt-text content-type="machine-generated">Two scatter plots show MgSO4 uptake percentages based on the gestational age of babies in different UK nations and unit types. The top plot, labeled 2a, displays data for babies less than 30 weeks' gestation, while the bottom plot, labeled 2b, focuses on babies between 30 and under 32 weeks. Points represent England (red), Scotland (blue), and Wales (green) across LNU, NICU, and SCBU units. Solid lines indicate average uptake, with dashed lines showing 95% and 99% intervals.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3b"><label>3.2</label><title>Value of MgSO<sub>4</sub> implementation</title>
<p>21&#x0025; (36/175) of units achieved at least 95&#x0025; uptake in 2022, and this level of performance was considered both feasible and optimal for the value of MgSO<sub>4</sub> implementation analyses.</p>
<p><xref ref-type="fig" rid="F3">Figure&#x00A0;3</xref> shows the value of MgSO<sub>4</sub> implementation in the three nations over time. For babies under 30 weeks&#x0027; gestation in each nation, <xref ref-type="fig" rid="F3">Figure&#x00A0;3a</xref> shows the monthly INMB of the actual implementation of MgSO<sub>4</sub> (red line), the INMB of MgSO<sub>4</sub> optimal implementation estimated as 95&#x0025; uptake (green line), and the red area between these two lines represents the INMB lost due to sub-optimal implementation. The INMB lost (i.e., the red area) reduced progressively over time for babies born under 30 weeks&#x0027; gestation (<xref ref-type="fig" rid="F3">Figure&#x00A0;3a</xref>) and for babies between 30 and under 32 weeks&#x0027; gestation (<xref ref-type="fig" rid="F3">Figure&#x00A0;3b</xref>). This indicates that the benefits lost from not implementing MgSO&#x2084; optimally have decreased over time as uptake has improved. However, substantial benefits are still being forgone, highlighting a persistent research-to-practice gap.</p>
<fig id="F3" position="float"><label>Figure&#x00A0;3</label>
<caption><p>Value of optimal implementation of MgSO4 uptake in England, Scotland and Wales from Jan 2014 to Dec 2022 for babies less than 30 weeks&#x0027; gestation <bold>(a)</bold> and between 30 and under 32 weeks&#x0027; gestation <bold>(b)</bold>&#x2014;optimal implementation considered at 95&#x0025;.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="frhs-05-1655385-g003.tif"><alt-text content-type="machine-generated">Six line charts show value trends in England, Scotland, and Wales from January 2014 to January 2022. Each country has two panels comparing values: one showing higher overall values and the other highlighting a smaller range. England and Scotland show more significant fluctuations compared to Wales. The trends are marked with blue and red lines over a shaded pink area.</alt-text>
</graphic>
</fig>
<p><xref ref-type="table" rid="T1">Table&#x00A0;1</xref> shows the INMB of MgSO<sub>4</sub> implementation for the first and last year of available data (2014 and 2022, respectively). Considering a 95&#x0025; uptake as optimally, in England in 2014, the INMB generated from providing this treatment to 36&#x0025; of babies of under 30 weeks&#x0027; gestation (<italic>N</italic>&#x2009;&#x003D;&#x2009;4,003) was more than &#x00A3;34&#x2005;m; with approximately &#x00A3;56&#x2005;m of INMB forgone for the remaining 59&#x0025; who did not, but optimally could have, received treatment (<xref ref-type="table" rid="T1">Table&#x00A0;1</xref>). In the same year in Scotland, the 39&#x0025; uptake (<italic>N</italic>&#x2009;&#x003D;&#x2009;237) generated INMB of approximately &#x00A3;2&#x2005;m, with approximately &#x00A3;3&#x2005;m of INMB lost. Similarly, in Wales, the 20&#x0025; uptake (<italic>N</italic>&#x2009;&#x003D;&#x2009;160) generated an INMB of &#x00A3;0.7&#x2005;m, with around &#x00A3;2.9&#x2005;m of INMB forgone. By 2022, the INMB forgone due to sub-optimal implementation was &#x00A3;8.5&#x2005;m in England, &#x00A3;1.0&#x2005;m in Scotland and &#x00A3;0.3&#x2005;m in Wales (<xref ref-type="table" rid="T1">Table&#x00A0;1</xref>). The total INMB lost due to sub-optimal implementation for babies under 32 weeks&#x0027; gestation in 2022 was approximately &#x00A3;18.2&#x2005;m in England&#x2014;this is equivalent to approximately 760 babies not receiving the treatment, 180 QALYs lost, and more than &#x00A3;14&#x2005;m lifetime societal savings lost. This value equals &#x00A3;3.7&#x2005;m in Scotland and &#x00A3;1.0&#x2005;m in Wales (<xref ref-type="table" rid="T1">Table&#x00A0;1</xref>). <xref ref-type="sec" rid="s12">Supplementary Appendix F</xref> shows results considering 90&#x0025; as an optimal uptake.</p>
<table-wrap id="T1" position="float"><label>Table&#x00A0;1</label>
<caption><p>Net monetary benefit of MgSO<sub>4</sub> implementation in 2014 and 2022 for England, Scotland and Wales&#x2014;optimal implementation considered at 95&#x0025;.</p></caption>
<table>
<colgroup>
<col align="left"/>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Gestation weeks</th>
<th valign="top" align="center" rowspan="2">Dimensions</th>
<th valign="top" align="center" colspan="2">England</th>
<th valign="top" align="center" colspan="2">Scotland</th>
<th valign="top" align="center" colspan="2">Wales</th>
</tr>
<tr>
<th valign="top" align="center">2014</th>
<th valign="top" align="center">2022</th>
<th valign="top" align="center">2014</th>
<th valign="top" align="center">2022</th>
<th valign="top" align="center">2014</th>
<th valign="top" align="center">2022</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" rowspan="5">Less than 30</td>
<td valign="top" align="left">Number of babies, N</td>
<td valign="top" align="center">4,003</td>
<td valign="top" align="center">3,744</td>
<td valign="top" align="center">237</td>
<td valign="top" align="center">292</td>
<td valign="top" align="center">160</td>
<td valign="top" align="center">152</td>
</tr>
<tr>
<td valign="top" align="left">Monthly average of uptake of MgSO<sub>4</sub> (&#x0025;)</td>
<td valign="top" align="center">36&#x0025;</td>
<td valign="top" align="center">85&#x0025;</td>
<td valign="top" align="center">39&#x0025;</td>
<td valign="top" align="center">82&#x0025;</td>
<td valign="top" align="center">20&#x0025;</td>
<td valign="top" align="center">86&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">INMB of optimal MgSO<sub>4</sub> implementation (95&#x0025;), &#x00A3;</td>
<td valign="top" align="center">90,956,566</td>
<td valign="top" align="center">85,071,542</td>
<td valign="top" align="center">5,385,138</td>
<td valign="top" align="center">6,634,853</td>
<td valign="top" align="center">3,635,536</td>
<td valign="top" align="center">3,453,759</td>
</tr>
<tr>
<td valign="top" align="left">INMB of actual implementation, &#x00A3;</td>
<td valign="top" align="center">34,293,919</td>
<td valign="top" align="center">76,530,120</td>
<td valign="top" align="center">2,205,233</td>
<td valign="top" align="center">5,705,205</td>
<td valign="top" align="center">735,248</td>
<td valign="top" align="center">3,152,670</td>
</tr>
<tr>
<td valign="top" align="left">INMB forgone due to sub-optimal implementation (95&#x0025;), &#x00A3;</td>
<td valign="top" align="center">56,662,647</td>
<td valign="top" align="center">8,541,422</td>
<td valign="top" align="center">3,179,905</td>
<td valign="top" align="center">929,648</td>
<td valign="top" align="center">2,900,288</td>
<td valign="top" align="center">301,090</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="5">Between 30 and under 32</td>
<td valign="top" align="left">Number of babies, N</td>
<td valign="top" align="center">3,042</td>
<td valign="top" align="center">2,553</td>
<td valign="top" align="center">139</td>
<td valign="top" align="center">215</td>
<td valign="top" align="center">134</td>
<td valign="top" align="center">117</td>
</tr>
<tr>
<td valign="top" align="left">Monthly average of uptake of MgSO<sub>4</sub> (&#x0025;)</td>
<td valign="top" align="center">19&#x0025;</td>
<td valign="top" align="center">79&#x0025;</td>
<td valign="top" align="center">19&#x0025;</td>
<td valign="top" align="center">42&#x0025;</td>
<td valign="top" align="center">13&#x0025;</td>
<td valign="top" align="center">72&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">INMB of optimal MgSO<sub>4</sub> implementation (95&#x0025;), &#x00A3;</td>
<td valign="top" align="center">69,120,628</td>
<td valign="top" align="center">58,009,521</td>
<td valign="top" align="center">3,158,372</td>
<td valign="top" align="center">4,885,252</td>
<td valign="top" align="center">3,044,761</td>
<td valign="top" align="center">2,658,486</td>
</tr>
<tr>
<td valign="top" align="left">INMB of actual implementation, &#x00A3;</td>
<td valign="top" align="center">14,072,670</td>
<td valign="top" align="center">48,260,861</td>
<td valign="top" align="center">673,111</td>
<td valign="top" align="center">2,148,588</td>
<td valign="top" align="center">431,188</td>
<td valign="top" align="center">2,005,685</td>
</tr>
<tr>
<td valign="top" align="left">INMB forgone due to sub-optimal implementation (95&#x0025;), &#x00A3;</td>
<td valign="top" align="center">55,047,958</td>
<td valign="top" align="center">9,748,660</td>
<td valign="top" align="center">2,485,261</td>
<td valign="top" align="center">2,736,663</td>
<td valign="top" align="center">2,613,573</td>
<td valign="top" align="center">652,801</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="5">Less than 32 (Total)</td>
<td valign="top" align="left">Number of babies, N</td>
<td valign="top" align="center">7,045</td>
<td valign="top" align="center">6,297</td>
<td valign="top" align="center">376</td>
<td valign="top" align="center">507</td>
<td valign="top" align="center">294</td>
<td valign="top" align="center">269</td>
</tr>
<tr>
<td valign="top" align="left">Monthly average of uptake of MgSO<sub>4</sub> (&#x0025;)</td>
<td valign="top" align="center">28&#x0025;</td>
<td valign="top" align="center">82&#x0025;</td>
<td valign="top" align="center">29&#x0025;</td>
<td valign="top" align="center">62&#x0025;</td>
<td valign="top" align="center">17&#x0025;</td>
<td valign="top" align="center">79&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">INMB of optimal MgSO<sub>4</sub> implementation (95&#x0025;), &#x00A3;</td>
<td valign="top" align="center">160,077,195</td>
<td valign="top" align="center">143,081,064</td>
<td valign="top" align="center">8,543,510</td>
<td valign="top" align="center">11,520,105</td>
<td valign="top" align="center">6,680,297</td>
<td valign="top" align="center">6,112,245</td>
</tr>
<tr>
<td valign="top" align="left">INMB of actual implementation, &#x00A3;</td>
<td valign="top" align="center">48,366,589</td>
<td valign="top" align="center">124,790,981</td>
<td valign="top" align="center">2,878,343</td>
<td valign="top" align="center">7,853,794</td>
<td valign="top" align="center">1,166,436</td>
<td valign="top" align="center">5,158,354</td>
</tr>
<tr>
<td valign="top" align="left">INMB forgone due to sub-optimal implementation (95&#x0025;), &#x00A3;</td>
<td valign="top" align="center">111,710,605</td>
<td valign="top" align="center">18,290,083</td>
<td valign="top" align="center">5,665,166</td>
<td valign="top" align="center">3,666,311</td>
<td valign="top" align="center">5,513,861</td>
<td valign="top" align="center">953,891</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TF1"><p>MgSO<sub>4</sub>, magnesium sulphate.</p></fn>
<fn id="TF2"><p>INMB, incremental net monetary benefit, estimated at a willingness-to-pay threshold of &#x00A3;20,000 per quality adjusted life year.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3c"><label>3.3</label><title>Cost-effectiveness of a future implementation initiative</title>
<p><xref ref-type="fig" rid="F4">Figure&#x00A0;4</xref> visualises scenarios for the cost-effectiveness of future implementation efforts over a year in the three nations for a wide range of implementation costs and effectiveness. In most of the scenarios, the hypothetical implementation initiative is cost-effective (INMB&#x2009;&#x003E;&#x2009;0), highlighting the significant scope for further QI initiatives in all three nations if they are effective in further increasing MgSO<sub>4</sub> use. Baseline and high-cost scenarios are also highlighted.</p>
<fig id="F4" position="float"><label>Figure&#x00A0;4</label>
<caption><p>Value of implementation for potential initiatives to increase MgSO<sub>4</sub> uptake in England, Scotland and Wales.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="frhs-05-1655385-g004.tif"><alt-text content-type="machine-generated">Chart illustrating cost-effectiveness of implementation initiatives across three nations with 7,073 participants. The x-axis represents implementation effect from 1% to 10%, and the y-axis shows implementation costs from &#x00A3;0.5m to &#x00A3;4.5m. Green areas indicate cost-effective scenarios, while red areas indicate non-cost-effective scenarios, with darker shades representing higher cost-effectiveness or lack thereof. Specific performance scenarios are labeled, such as \"Low Performance Double Cost\" and \"High Performance.\"</alt-text>
</graphic>
</fig>
<p><xref ref-type="table" rid="T2">Table&#x00A0;2</xref> includes the results for the three specific scenarios in the baseline costs for a single-year period, also illustrated in <xref ref-type="fig" rid="F4">Figure&#x00A0;4</xref>. <xref ref-type="sec" rid="s12">Supplementary Appendix F</xref> shows the results of the high-cost scenarios. For the baseline cost, the total implementation cost would be &#x00A3;987,500, with the largest ODN in England receiving &#x00A3;102,000 and the smallest &#x00A3;32,500 (<xref ref-type="sec" rid="s12">Supplementary Appendices B,C</xref>). If these implementation efforts resulted in, on average, a 1&#x0025; increment in MgSO<sub>4</sub> uptake, this would be cost-effective in England with an INMB of approximately &#x00A3;668,000 (95&#x0025; CI from &#x00A3;0.2&#x2005;m to &#x00A3;1.2&#x2005;m). For Scotland (INMB &#x00A3;27,000, 95&#x0025;CI from -&#x00A3;11,000 to &#x00A3;70,000) and Wales (INMB &#x00A3;10,000, 95&#x0025; CI from -&#x00A3;10,000 to &#x00A3;32,000), estimates include values below zero, suggesting there is uncertainty about the cost-effectiveness of such an implementation initiative. This uncertainty is largely attributable to the smaller populations in Scotland and Wales, which increases the probability of the cumulative impact of the intervention falling short of the threshold typically required to demonstrate value for money. In practice, it would be advantageous to implement a UK-wide programme, rather than country-level interventions.</p>
<table-wrap id="T2" position="float"><label>Table&#x00A0;2</label>
<caption><p>National value of implementation for potential initiatives to increase MgSO<sub>4</sub> uptake in England, Scotland and Wales with three different implementation effectiveness and implementation costs for a single year (under 32 weeks&#x0027; gestation).</p></caption>
<table>
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Dimensions</th>
<th valign="top" align="center">England</th>
<th valign="top" align="center">Scotland</th>
<th valign="top" align="center">Wales</th>
<th valign="top" align="center">Total</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Number of babies, <italic>N</italic></td>
<td valign="top" align="center">6,297</td>
<td valign="top" align="center">507</td>
<td valign="top" align="center">269</td>
<td valign="top" align="center">7,073</td>
</tr>
<tr>
<td valign="top" align="left" style="background-color:#d9d9d9" colspan="5">Low performance: Implementation effect: 1&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">Increment of pre-term babies treated with MgSO<sub>4</sub></td>
<td valign="top" align="center">63</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">71</td>
</tr>
<tr>
<td valign="top" align="left">Net cost of implementation, &#x00A3;</td>
<td valign="top" align="center">838,500</td>
<td valign="top" align="center">94,500</td>
<td valign="top" align="center">54,500</td>
<td valign="top" align="center">987,500</td>
</tr>
<tr>
<td valign="top" align="left">Implementation cost-effectiveness, &#x00A3; per additional patient treated</td>
<td valign="top" align="center">13,316</td>
<td valign="top" align="center">18,639</td>
<td valign="top" align="center">20,260</td>
<td valign="top" align="center">13,962</td>
</tr>
<tr>
<td valign="top" align="left">Net Monetary Benefit of the Policy<xref ref-type="table-fn" rid="TF5">&#x002A;</xref>, &#x00A3;</td>
<td valign="top" align="center">667,671 (198,136; 1,201,499)</td>
<td valign="top" align="center">26,769 (&#x2212;11,036; 69,750)</td>
<td valign="top" align="center">9,842 (&#x2212;10,216; 32,646)</td>
<td valign="top" align="center">704,281 (176,884; 1,303,895)</td>
</tr>
<tr>
<td valign="top" align="left" style="background-color:#d9d9d9" colspan="5">Mid performance: Implementation effect: 5&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">Increment of pre-term babies treated with MgSO<sub>4</sub></td>
<td valign="top" align="center">315</td>
<td valign="top" align="center">25</td>
<td valign="top" align="center">13</td>
<td valign="top" align="center">354</td>
</tr>
<tr>
<td valign="top" align="left">Net cost of implementation, &#x00A3;</td>
<td valign="top" align="center">838,500</td>
<td valign="top" align="center">94,500</td>
<td valign="top" align="center">54,500</td>
<td valign="top" align="center">987,500</td>
</tr>
<tr>
<td valign="top" align="left">Implementation cost-effectiveness, &#x00A3; per additional patient treated</td>
<td valign="top" align="center">2,663</td>
<td valign="top" align="center">3,728</td>
<td valign="top" align="center">4,052</td>
<td valign="top" align="center">2,792</td>
</tr>
<tr>
<td valign="top" align="left">Net Monetary Benefit of the Policy<xref ref-type="table-fn" rid="TF5">&#x002A;</xref>, &#x00A3;</td>
<td valign="top" align="center">6,692,353 (4,374,070; 9,284,693)</td>
<td valign="top" align="center">511,843 (325,188; 720,564)</td>
<td valign="top" align="center">267,209 (168,174; 377,950)</td>
<td valign="top" align="center">7,471,405 (4,867,432; 10,383,207)</td>
</tr>
<tr>
<td valign="top" align="left" style="background-color:#d9d9d9" colspan="5">High performance: Implementation effect: 10&#x0025;</td>
</tr>
<tr>
<td valign="top" align="left">Increment of pre-term babies treated with MgSO<sub>4</sub></td>
<td valign="top" align="center">630</td>
<td valign="top" align="center">51</td>
<td valign="top" align="center">27</td>
<td valign="top" align="center">707</td>
</tr>
<tr>
<td valign="top" align="left">Net cost of implementation, &#x00A3;</td>
<td valign="top" align="center">838,500</td>
<td valign="top" align="center">94,500</td>
<td valign="top" align="center">54,500</td>
<td valign="top" align="center">987,500</td>
</tr>
<tr>
<td valign="top" align="left">Implementation cost-effectiveness, &#x00A3; per additional patient treated</td>
<td valign="top" align="center">1,332</td>
<td valign="top" align="center">1,864</td>
<td valign="top" align="center">2,026</td>
<td valign="top" align="center">1,396</td>
</tr>
<tr>
<td valign="top" align="left">Net Monetary Benefit of the Policy<xref ref-type="table-fn" rid="TF5">&#x002A;</xref>, &#x00A3;</td>
<td valign="top" align="center">14,223,206 (9,586,639; 19,407,885)</td>
<td valign="top" align="center">1,118,186 (744,875; 1,535,628)</td>
<td valign="top" align="center">588,917 (390,849; 810,400)</td>
<td valign="top" align="center">15,930,310 (10,722,364; 21,753,914)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TF3"><p>MgSO<sub>4</sub>, magnesium sulphate.</p></fn>
<fn id="TF4"><p>INMB, incremental net monetary benefit, estimated at a willingness-to-pay threshold of &#x00A3;20,000 per quality adjusted life year.</p></fn>
<fn id="TF5"><label>&#x002A;</label>
<p>Values were calculated with a lifetime health effect of MgSO<sub>4</sub> treatment per patient, &#x0394;bt, Quality Adjusted Life Year of 0.24 (0.16; 0.33) and lifetime costs MgSO<sub>4</sub> treatment per patient, &#x0394;ct, &#x00A3; of &#x2212;19,126 (&#x2212;13,310; &#x2212;25,648) at a willingness-to-pay threshold of &#x00A3;20,000 per Quality Adjusted Life Year.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Achievement of a 5&#x0025; average increment of MgSO<sub>4</sub> uptake would, however, be likely to be cost-effective in all three nations (<xref ref-type="table" rid="T2">Table&#x00A0;2</xref>) with an INMB over &#x00A3;6.6&#x2005;m (95&#x0025; CI from &#x00A3;4.3&#x2005;m to 9.3&#x2005;m) for England, over &#x00A3;510,000 (95&#x0025; CI from 325,000 to 720,000) for Scotland and &#x00A3;267,000 (95&#x0025; CI from 168,000 to 377,000). An implementation effort with a 10&#x0025; increment of MgSO<sub>4</sub> uptake would be highly cost-effective (<xref ref-type="table" rid="T2">Table&#x00A0;2</xref>).</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion"><label>4</label><title>Discussion</title>
<p>Our study demonstrates that health economic methods can effectively quantify the value of implementing evidence-based treatments and support the prioritisation of future initiatives within a budget-constrained health and care system. In the case of MgSO<sub>4</sub> for preterm neuroprotection, we estimate that its implementation generated over &#x00A3;900 million in societal benefits between 2014 and 2022 for babies born under 32 weeks&#x0027; gestation. However, sub-optimal uptake during this period resulted in forgone benefits exceeding &#x00A3;555 million, highlighting a significant missed opportunity in preventing CP among preterm infants. These findings underscore the need for consideration for further investment in implementation initiatives. We estimated that an additional QI programme costing &#x00A3;1&#x2005;m to further increase adoption of MgSO<sub>4</sub> would be a good use of resources (i.e., cost-effective) if it achieved at least a 1&#x0025; absolute increase in uptake, and would be highly cost-effective if it achieved 5&#x0025; or more additional uptake.</p>
<p>In England and Wales, NICE considers two key aspects of health technology implementation. First, its Health Technology Assessment Manual (<xref ref-type="bibr" rid="B2">2</xref>) emphasises the importance of evaluating the resource use and costs associated with implementation. It also advocates using economic evaluation evidence to estimate appropriate levels of implementation and the expected impact on the population. Second, NICE acknowledges that implementing its guidelines may require additional resources for clinicians and commissioners (<xref ref-type="bibr" rid="B34">34</xref>). However, it does not provide detailed methods for evaluating implementation. In the wider literature, methods including value of implementation (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B35">35</xref>) and policy cost-effectiveness (<xref ref-type="bibr" rid="B35">35</xref>, <xref ref-type="bibr" rid="B36">36</xref>) have been proposed, though their application remains limited (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B35">35</xref>). Our approach reconciles these methods and assesses value for money of implementation initiatives using the INMB measure (<xref ref-type="bibr" rid="B6">6</xref>).</p>
<p>We applied this approach to the case MgSO&#x2084;, recommended in NICE guidelines since 2015 for preterm neuroprotection (<xref ref-type="bibr" rid="B19">19</xref>). Using clinical judgement and unit-level performance data, we estimated an optimal level of implementation and combined evidence on the treatment&#x0027;s cost-effectiveness with the cost-effectiveness of strategies to increase uptake. Despite strong clinical consensus and policy support for perinatal optimisation, research has identified several barriers to optimal MgSO&#x2084; uptake. These include context-specific and clinician-related factors, such as ambiguity in clinical guidance and variation in team capacity, resources, and safety culture across organisations (<xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B28">28</xref>). Effective implementation strategies must address these challenges. Our previous work showed that a national QI programme, focused on building perinatal team capacity and capability, enabled improved uptake through a co-developed toolkit and implementation blueprint (<xref ref-type="bibr" rid="B28">28</xref>). However, different settings require tailored levels of QI input depending on local context (<xref ref-type="bibr" rid="B26">26</xref>). Therefore, we recommend that future implementation funding prioritise lower-performing units at the ODN level, where targeted support could enhance service integration and uptake. Such initiatives are likely to represent a good use of limited resources, even if they achieve only modest improvements in adoption.</p>
<p>Our results reveal notable differences in MgSO&#x2084; uptake between babies born under 30 weeks&#x0027; gestation and those between 30 and just under 32 weeks. In England and Wales, this may reflect how NICE guidelines are interpreted, which emphasise treatment for babies under 30 weeks, with less attention to those at higher gestational ages (<xref ref-type="bibr" rid="B19">19</xref>). Scotland, where these guidelines do not directly apply, showed even lower uptake for the 30&#x2013;32 week group. Economic evidence supports MgSO&#x2084; as a highly cost-effective intervention for babies under 32 weeks (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B31">31</xref>). While recent reviews confirm its effectiveness up to 34 weeks (<xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B37">37</xref>), emerging studies have introduced uncertainty about its protective effect between 30 and 34 weeks (<xref ref-type="bibr" rid="B38">38</xref>). This has led to the consideration of 30 weeks as a safety cut-off (<xref ref-type="bibr" rid="B39">39</xref>). However, given the large number of births between 30 and 32 weeks, our data suggest that the opportunity costs of non-treatment in this group are substantial. Balancing treatment costs, opportunity costs, and potential adverse effects needs to be considered in determining the most appropriate gestational age threshold. In light of recent evidence, our findings, and WHO&#x0027;s recommendation to treat babies under 32 weeks (<xref ref-type="bibr" rid="B18">18</xref>), future guidelines and QI programmes should explicitly aim to increase uptake in the 30&#x2013;32 week subgroup. These differences also point to the potential value of targeted QI interventions.</p>
<p>Despite the important implications of our study in applying health economic methods to assess the impact of implementing evidence-based treatments, several limitations and areas for future research remain. There is scope for further methodological development, particularly for interventions that require sustained adherence (e.g., weight loss medications or psychological therapies), assess greater uncertainty between implementation and treatment outcomes, or raise equity considerations. While these methods are transferable to other settings, results are likely to be context-specific. In the case of MgSO&#x2084;, our analysis is constrained by limited evidence on its lifetime cost-effectiveness (<xref ref-type="bibr" rid="B40">40</xref>) and does not account for substantial clinical negligence litigation costs associated with perinatally acquired CP. More robust data on the long-term impact of CP are needed to fully understand its societal and individual burden. Additionally, our estimates rely on assumptions about optimal uptake. Although informed by clinical judgment and unit-level performance, further work&#x2014;such as engagement with key informants&#x2014;could refine these assumptions. Achieving higher levels of uptake may also require more intensive efforts and greater resource investment. Therefore, results from scenario analyses involving high-performance implementation (i.e., a 10&#x0025; increase in uptake) should be interpreted with caution, as such levels may be difficult to achieve in practice. Finally, our analysis is limited to the lower WTP threshold of &#x00A3;20,000 per QALY. It is important to highlight that if higher WTP thresholds (e.g., &#x00A3;30,000 per QALY) are used, our conclusions would be even more strongly supported.</p>
</sec>
<sec id="s5" sec-type="conclusions"><label>5</label><title>Conclusion</title>
<p>Health economic methods offer a valuable framework for informing decision-makers about the potential impact and value for money of future implementation initiatives. In our case study of antenatal magnesium sulphate for the prevention of cerebral palsy in preterm babies, we found that its sub-optimal implementation results in substantial societal benefits lost, highlighting the importance of investing in strategies to improve uptake. This approach enables the quantification of the potential value for money of future quality improvement programmes, and offers a compelling rationale for targeted investment in the implementation of magnesium sulphate.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability"><title>Data availability statement</title>
<p>The data analyzed in this study is subject to the following licenses/restrictions: Anonymised individual-level data for this study are from the NNRD. Our data-sharing agreement with the NNRD prohibits sharing data extracts outside of the University of Bristol research team. The NNRD data dictionary is available online and copies of the Statistical analysis plan are available at request. Requests to access these datasets should be directed to <ext-link ext-link-type="uri" xlink:href="https://www.imperial.ac.uk/neonatal-data-analysis-unit/neonatal-data-analysis-unit/">https://www.imperial.ac.uk/neonatal-data-analysis-unit/neonatal-data-analysis-unit/</ext-link>.</p>
</sec>
<sec id="s7" sec-type="ethics-statement"><title>Ethics statement</title>
<p>The studies involving humans were approved by This study was granted a favourable ethical opinion by the UK National Health Service Health Research Authority (HRA Project ID: 260504) and the University of Bristol Faculty of Health Sciences Research Ethics Committee (FREC Ref: 84582). The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent for participation was not required from the participants or the participants&#x0027; legal guardians/next of kin in accordance with the national legislation and institutional requirements.</p>
</sec>
<sec id="s8" sec-type="author-contributions"><title>Author contributions</title>
<p>CS-R: Formal analysis, Methodology, Validation, Data curation, Project administration, Supervision, Conceptualization, Software, Writing &#x2013; review &#x0026; editing, Funding acquisition, Visualization, Investigation, Writing &#x2013; original draft, Resources. HE: Conceptualization, Writing &#x2013; review &#x0026; editing, Data curation, Writing &#x2013; original draft. WH: Methodology, Conceptualization, Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft, Supervision. BO: Investigation, Conceptualization, Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft, Methodology. CP-M: Conceptualization, Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft. Fd: Writing &#x2013; review &#x0026; editing, Methodology, Data curation, Conceptualization, Writing &#x2013; original draft. SR: Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft. DO: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing, Conceptualization. KL: Writing &#x2013; review &#x0026; editing, Funding acquisition, Supervision, Writing &#x2013; original draft, Conceptualization. HM: Supervision, Writing &#x2013; review &#x0026; editing, Methodology, Investigation, Writing &#x2013; original draft, Conceptualization.</p>
</sec>
<sec id="s10" sec-type="COI-statement"><title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
<p>The author SR declared that they were an editorial board member of Frontiers at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec id="s11" sec-type="ai-statement"><title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec id="s13" sec-type="disclaimer"><title>Publisher&#x0027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s12" sec-type="supplementary-material"><title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/frhs.2025.1655385/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/frhs.2025.1655385/full&#x0023;supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
</sec>
<ref-list><title>References</title>
<ref id="B1"><label>1.</label><mixed-citation publication-type="book"><person-group person-group-type="author"><name><surname>Drummond</surname> <given-names>MF</given-names></name> <name><surname>Sculpher</surname> <given-names>MJ</given-names></name> <name><surname>Claxton</surname> <given-names>K</given-names></name> <name><surname>Stoddart</surname> <given-names>GL</given-names></name> <name><surname>Torrance</surname> <given-names>GW</given-names></name></person-group>. <source>Methods for the Economic Evaluation of Health Care Programmes</source>. <edition>4th ed</edition>. <publisher-loc>Oxford</publisher-loc>: <publisher-name>Oxford university press</publisher-name> (<year>2015</year>).</mixed-citation></ref>
<ref id="B2"><label>2.</label><mixed-citation publication-type="other"><collab>NICE</collab>. <comment>Introduction to Health Technology Evaluation&#x007C;NICE Health Technology Evaluations: The Manual&#x007C;Guidance&#x007C;NICE (2022). Available online at:</comment> <ext-link ext-link-type="uri" xlink:href="https://www.nice.org.uk/process/pmg36/chapter/introduction-to-health-technology-evaluation">https://www.nice.org.uk/process/pmg36/chapter/introduction-to-health-technology-evaluation</ext-link> <comment>(Accessed May 16, 2024)</comment>.</mixed-citation></ref>
<ref id="B3"><label>3.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Wouterse</surname> <given-names>B</given-names></name> <name><surname>van Baal</surname> <given-names>P</given-names></name> <name><surname>Versteegh</surname> <given-names>M</given-names></name> <name><surname>Brouwer</surname> <given-names>W</given-names></name></person-group>. <article-title>The value of health in a cost-effectiveness analysis: theory versus practice</article-title>. <source>Pharmacoeconomics</source>. (<year>2023</year>) <volume>41</volume>(<issue>6</issue>):<fpage>607</fpage>&#x2013;<lpage>17</lpage>. <pub-id pub-id-type="doi">10.1007/s40273-023-01265-8</pub-id><pub-id pub-id-type="pmid">37072598</pub-id></mixed-citation></ref>
<ref id="B4"><label>4.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hull</surname> <given-names>L</given-names></name> <name><surname>Goulding</surname> <given-names>L</given-names></name> <name><surname>Khadjesari</surname> <given-names>Z</given-names></name> <name><surname>Davis</surname> <given-names>R</given-names></name> <name><surname>Healey</surname> <given-names>A</given-names></name> <name><surname>Bakolis</surname> <given-names>I</given-names></name><etal/></person-group> <article-title>Designing high-quality implementation research: development, application, feasibility and preliminary evaluation of the implementation science research development (ImpRes) tool and guide</article-title>. <source>Implement Sci</source>. (<year>2019</year>) <volume>14</volume>(<issue>1</issue>):<fpage>80</fpage>. <pub-id pub-id-type="doi">10.1186/s13012-019-0897-z</pub-id><pub-id pub-id-type="pmid">31412887</pub-id></mixed-citation></ref>
<ref id="B5"><label>5.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hoomans</surname> <given-names>T</given-names></name> <name><surname>Severens</surname> <given-names>JL</given-names></name></person-group>. <article-title>Economic evaluation of implementation strategies in health care</article-title>. <source>Implement Sci</source>. (<year>2014</year>) <volume>9</volume>(<issue>1</issue>):<fpage>168</fpage>. <pub-id pub-id-type="doi">10.1186/s13012-014-0168-y</pub-id><pub-id pub-id-type="pmid">25518730</pub-id></mixed-citation></ref>
<ref id="B6"><label>6.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Sillero-Rejon</surname> <given-names>C</given-names></name> <name><surname>Hollingworth</surname> <given-names>W</given-names></name> <name><surname>Opmeer</surname> <given-names>BC</given-names></name> <name><surname>Luyt</surname> <given-names>K</given-names></name> <name><surname>McLeod</surname> <given-names>H</given-names></name></person-group>. <article-title>A reconciled method for evaluating the cost-effectiveness of implementation programmes: illustrated by quality improvement programmes to increase the uptake of magnesium sulphate in preterm births</article-title>. <source>Appl Health Econ Health Policy [Internet]</source>. (<year>2025</year>). <pub-id pub-id-type="doi">10.1007/s40258-025-00993-6</pub-id></mixed-citation></ref>
<ref id="B7"><label>7.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Fenwick</surname> <given-names>E</given-names></name> <name><surname>Claxton</surname> <given-names>K</given-names></name> <name><surname>Sculpher</surname> <given-names>M</given-names></name></person-group>. <article-title>The value of implementation and the value of information: combined and uneven development</article-title>. <source>Med Decis Making</source>. (<year>2008</year>) <volume>28</volume>(<issue>1</issue>):<fpage>21</fpage>&#x2013;<lpage>32</lpage>. <pub-id pub-id-type="doi">10.1177/0272989X07308751</pub-id><pub-id pub-id-type="pmid">18263559</pub-id></mixed-citation></ref>
<ref id="B8"><label>8.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hoomans</surname> <given-names>T</given-names></name> <name><surname>Fenwick</surname> <given-names>EAL</given-names></name> <name><surname>Palmer</surname> <given-names>S</given-names></name> <name><surname>Claxton</surname> <given-names>K</given-names></name></person-group>. <article-title>Value of information and value of implementation: application of an analytic framework to inform resource allocation decisions in metastatic hormone-refractory prostate cancer</article-title>. <source>Value Health</source>. (<year>2009</year>) <volume>12</volume>(<issue>2</issue>):<fpage>315</fpage>&#x2013;<lpage>24</lpage>. <pub-id pub-id-type="doi">10.1111/j.1524-4733.2008.00431.x</pub-id><pub-id pub-id-type="pmid">18657098</pub-id></mixed-citation></ref>
<ref id="B9"><label>9.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hoomans</surname> <given-names>T</given-names></name> <name><surname>Severens</surname> <given-names>JL</given-names></name> <name><surname>Evers</surname> <given-names>SMAA</given-names></name> <name><surname>Ament</surname> <given-names>AJHA</given-names></name></person-group>. <article-title>Value for money in changing clinical practice: should decisions about guidelines and implementation strategies be made sequentially or simultaneously?</article-title> <source>Med Decis Making</source>. (<year>2009</year>) <volume>29</volume>(<issue>2</issue>):<fpage>207</fpage>&#x2013;<lpage>16</lpage>. <pub-id pub-id-type="doi">10.1177/0272989X08327397</pub-id><pub-id pub-id-type="pmid">19237645</pub-id></mixed-citation></ref>
<ref id="B10"><label>10.</label><mixed-citation publication-type="book"><person-group person-group-type="author"><name><surname>Walker</surname> <given-names>S</given-names></name> <name><surname>Faria</surname> <given-names>R</given-names></name> <name><surname>Whyte</surname> <given-names>S</given-names></name> <name><surname>Dixon</surname> <given-names>S</given-names></name> <name><surname>Palmer</surname> <given-names>S</given-names></name> <name><surname>Sculpher</surname> <given-names>M</given-names></name></person-group>. <source>Getting Cost-Effective Technologies into Practice: The Value of Implementation: Report on Framework for Valuing Implementation Initiatives</source>. <publisher-loc>York, UK</publisher-loc>: <publisher-name>University of York and University of Sheffield</publisher-name> (<year>2014</year>). p. <fpage>1</fpage>&#x2013;<lpage>26</lpage>.</mixed-citation></ref>
<ref id="B11"><label>11.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Andronis</surname> <given-names>L</given-names></name> <name><surname>Barton</surname> <given-names>PM</given-names></name></person-group>. <article-title>Adjusting estimates of the expected value of information for implementation: theoretical framework and practical application</article-title>. <source>Med Decis Making</source>. (<year>2016</year>) <volume>36</volume>(<issue>3</issue>):<fpage>296</fpage>&#x2013;<lpage>307</lpage>. <pub-id pub-id-type="doi">10.1177/0272989X15614814</pub-id><pub-id pub-id-type="pmid">26566775</pub-id></mixed-citation></ref>
<ref id="B12"><label>12.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Faria</surname> <given-names>R</given-names></name> <name><surname>Walker</surname> <given-names>S</given-names></name> <name><surname>Whyte</surname> <given-names>S</given-names></name> <name><surname>Dixon</surname> <given-names>S</given-names></name> <name><surname>Palmer</surname> <given-names>S</given-names></name> <name><surname>Sculpher</surname> <given-names>M</given-names></name></person-group>. <article-title>How to invest in getting cost-effective technologies into practice? A framework for value of implementation analysis applied to novel oral anticoagulants</article-title>. <source>Med Decis Making</source>. (<year>2017</year>) <volume>37</volume>(<issue>2</issue>):<fpage>148</fpage>&#x2013;<lpage>61</lpage>. <pub-id pub-id-type="doi">10.1177/0272989X16645577</pub-id><pub-id pub-id-type="pmid">27105651</pub-id></mixed-citation></ref>
<ref id="B13"><label>13.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Whyte</surname> <given-names>S</given-names></name> <name><surname>Dixon</surname> <given-names>S</given-names></name> <name><surname>Faria</surname> <given-names>R</given-names></name> <name><surname>Walker</surname> <given-names>S</given-names></name> <name><surname>Palmer</surname> <given-names>S</given-names></name> <name><surname>Sculpher</surname> <given-names>M</given-names></name><etal/></person-group> <article-title>Estimating the cost-effectiveness of implementation: is sufficient evidence available?</article-title> <source>Value Health</source>. (<year>2016</year>) <volume>19</volume>(<issue>2</issue>):<fpage>138</fpage>&#x2013;<lpage>44</lpage>. <pub-id pub-id-type="doi">10.1016/j.jval.2015.12.009</pub-id><pub-id pub-id-type="pmid">27021746</pub-id></mixed-citation></ref>
<ref id="B14"><label>14.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Shih</surname> <given-names>STF</given-names></name> <name><surname>Tonmukayakul</surname> <given-names>U</given-names></name> <name><surname>Imms</surname> <given-names>C</given-names></name> <name><surname>Reddihough</surname> <given-names>D</given-names></name> <name><surname>Graham</surname> <given-names>HK</given-names></name> <name><surname>Cox</surname> <given-names>L</given-names></name><etal/></person-group> <article-title>Economic evaluation and cost of interventions for cerebral palsy: a systematic review</article-title>. <source>Dev Med Child Neurol</source>. (<year>2018</year>) <volume>60</volume>(<issue>6</issue>):<fpage>543</fpage>&#x2013;<lpage>58</lpage>. <pub-id pub-id-type="doi">10.1111/dmcn.13653</pub-id><pub-id pub-id-type="pmid">29319155</pub-id></mixed-citation></ref>
<ref id="B15"><label>15.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Shepherd</surname> <given-names>ES</given-names></name> <name><surname>Goldsmith</surname> <given-names>S</given-names></name> <name><surname>Doyle</surname> <given-names>LW</given-names></name> <name><surname>Middleton</surname> <given-names>P</given-names></name> <name><surname>Marret</surname> <given-names>S</given-names></name> <name><surname>Rouse</surname> <given-names>DJ</given-names></name><etal/></person-group> <article-title>Magnesium sulphate for women at risk of preterm birth for neuroprotection of the fetus</article-title>. <source>Cochrane Database Syst Rev</source>. (<year>2024</year>) (<issue>5</issue>):<fpage>CD004661</fpage>. <pub-id pub-id-type="doi">10.1002/14651858.CD004661.pub4</pub-id><pub-id pub-id-type="pmid">38726883</pub-id></mixed-citation></ref>
<ref id="B16"><label>16.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Crowther</surname> <given-names>CA</given-names></name> <name><surname>Middleton</surname> <given-names>PF</given-names></name> <name><surname>Voysey</surname> <given-names>M</given-names></name> <name><surname>Askie</surname> <given-names>L</given-names></name> <name><surname>Duley</surname> <given-names>L</given-names></name> <name><surname>Pryde</surname> <given-names>PG</given-names></name><etal/></person-group> <article-title>Assessing the neuroprotective benefits for babies of antenatal magnesium sulphate: an individual participant data meta-analysis</article-title>. <source>PLoS Med</source>. (<year>2017</year>) <volume>14</volume>(<issue>10</issue>):<fpage>e1002398</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pmed.1002398</pub-id><pub-id pub-id-type="pmid">28976987</pub-id></mixed-citation></ref>
<ref id="B17"><label>17.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Wolf</surname> <given-names>H</given-names></name> <name><surname>Huusom</surname> <given-names>L</given-names></name> <name><surname>Henriksen</surname> <given-names>T</given-names></name> <name><surname>Hegaard</surname> <given-names>H</given-names></name> <name><surname>Brok</surname> <given-names>J</given-names></name> <name><surname>Pinborg</surname> <given-names>A</given-names></name></person-group>. <article-title>Magnesium sulphate for fetal neuroprotection at imminent risk for preterm delivery: a systematic review with meta-analysis and trial sequential analysis</article-title>. <source>BJOG: Int J Obstet Gynaecol</source>. (<year>2020</year>) <volume>127</volume>(<issue>10</issue>):<fpage>1180</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1111/1471-0528.16238</pub-id></mixed-citation></ref>
<ref id="B18"><label>18.</label><mixed-citation publication-type="other"><collab>WHO</collab>. <comment>WHO Recommendations on Interventions to Improve Preterm Birth Outcomes. Available online at:</comment> <ext-link ext-link-type="uri" xlink:href="https://www.who.int/publications-detail-redirect/9789241508988">https://www.who.int/publications-detail-redirect/9789241508988</ext-link> <comment>(Accessed May 22, 2024)</comment>.</mixed-citation></ref>
<ref id="B19"><label>19.</label><mixed-citation publication-type="other"><collab>National Institute for Health and Care Excellence</collab>. <comment>Preterm Labour and Birth. NICE guideline (NG25) (2015). Available online at:</comment> <ext-link ext-link-type="uri" xlink:href="https://www.nice.org.uk/guidance/ng25/resources/preterm-labour-and-birth-pdf-1837333576645">https://www.nice.org.uk/guidance/ng25/resources/preterm-labour-and-birth-pdf-1837333576645</ext-link> <comment>(Accessed October 29, 2019)</comment>.</mixed-citation></ref>
<ref id="B20"><label>20.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Ow</surname> <given-names>LL</given-names></name> <name><surname>Kennedy</surname> <given-names>A</given-names></name> <name><surname>McCarthy</surname> <given-names>EA</given-names></name> <name><surname>Walker</surname> <given-names>SP</given-names></name></person-group>. <article-title>Feasibility of implementing magnesium sulphate for neuroprotection in a tertiary obstetric unit</article-title>. <source>Aust N Z J Obstet Gynaecol</source>. (<year>2012</year>) <volume>52</volume>(<issue>4</issue>):<fpage>356</fpage>&#x2013;<lpage>60</lpage>. <pub-id pub-id-type="doi">10.1111/j.1479-828X.2012.01434.x</pub-id><pub-id pub-id-type="pmid">22515404</pub-id></mixed-citation></ref>
<ref id="B21"><label>21.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Keir</surname> <given-names>AK</given-names></name> <name><surname>Shepherd</surname> <given-names>E</given-names></name> <name><surname>McIntyre</surname> <given-names>S</given-names></name> <name><surname>Rumbold</surname> <given-names>A</given-names></name> <name><surname>Groves</surname> <given-names>C</given-names></name> <name><surname>Crowther</surname> <given-names>C</given-names></name><etal/></person-group> <article-title>Antenatal magnesium sulfate to prevent cerebral palsy</article-title>. <source>Arch Dis Child Fetal Neonatal Ed</source>. (<year>2022</year>) <volume>107</volume>(<issue>2</issue>):<fpage>225</fpage>&#x2013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.1136/archdischild-2021-321817</pub-id><pub-id pub-id-type="pmid">34233908</pub-id></mixed-citation></ref>
<ref id="B22"><label>22.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Chollat</surname> <given-names>C</given-names></name> <name><surname>Bertrand</surname> <given-names>E</given-names></name> <name><surname>Petit-Ledo</surname> <given-names>A</given-names></name> <name><surname>de Vansay</surname> <given-names>C</given-names></name> <name><surname>Voisin</surname> <given-names>C</given-names></name> <name><surname>Dabaj</surname> <given-names>I</given-names></name><etal/></person-group> <article-title>Cerebral palsy in very preterm infants: a nine-year prospective study in a French population-based tertiary center</article-title>. <source>J Pediatr</source>. (<year>2021</year>) <volume>237</volume>:<fpage>183</fpage>&#x2013;<lpage>189.e6</lpage>. <pub-id pub-id-type="doi">10.1016/j.jpeds.2021.06.018</pub-id><pub-id pub-id-type="pmid">34144033</pub-id></mixed-citation></ref>
<ref id="B23"><label>23.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Doyle</surname> <given-names>LW</given-names></name> <name><surname>Spittle</surname> <given-names>AJ</given-names></name> <name><surname>Olsen</surname> <given-names>JE</given-names></name> <name><surname>Kwong</surname> <given-names>A</given-names></name> <name><surname>Boland</surname> <given-names>RA</given-names></name> <name><surname>Lee</surname> <given-names>KJ</given-names></name><etal/></person-group> <article-title>Translating antenatal magnesium sulphate neuroprotection for infants born &#x003C;28 weeks&#x2019; gestation into practice: a geographical cohort study</article-title>. <source>Aust N Z J Obstet Gynaecol</source>. (<year>2021</year>) <volume>61</volume>(<issue>4</issue>):<fpage>513</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1111/ajo.13301</pub-id><pub-id pub-id-type="pmid">33528040</pub-id></mixed-citation></ref>
<ref id="B24"><label>24.</label><mixed-citation publication-type="other"><collab>Royal College of Paediatrics and Child Health, National Neonatal Audit Programme</collab>. <comment>National Neonatal Audit Programme 2017 Annual Report on 2016 data (2017). Available online at:</comment> <ext-link ext-link-type="uri" xlink:href="https://www.rcpch.ac.uk/sites/default/files/2018-10/nnap_national_annual_report_2017.pdf">https://www.rcpch.ac.uk/sites/default/files/2018-10/nnap_national_annual_report_2017.pdf</ext-link> <comment>(Accessed October 29, 2019)</comment>.</mixed-citation></ref>
<ref id="B25"><label>25.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Edwards</surname> <given-names>HB</given-names></name> <name><surname>Redaniel</surname> <given-names>MT</given-names></name> <name><surname>Sillero-Rejon</surname> <given-names>C</given-names></name> <name><surname>Margelyte</surname> <given-names>R</given-names></name> <name><surname>Peters</surname> <given-names>TJ</given-names></name> <name><surname>Tilling</surname> <given-names>K</given-names></name><etal/></person-group> <article-title>National PReCePT programme: a before-and-after evaluation of the implementation of a national quality improvement programme to increase the uptake of magnesium sulfate in preterm deliveries</article-title>. <source>Arch Dis Child Fetal Neonatal Ed</source>. (<year>2023</year>) <volume>108</volume>:<fpage>342</fpage>&#x2013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.1136/archdischild-2022-324579</pub-id><pub-id pub-id-type="pmid">36617442</pub-id></mixed-citation></ref>
<ref id="B26"><label>26.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Pithara-McKeown</surname> <given-names>C</given-names></name> <name><surname>Stone</surname> <given-names>T</given-names></name> <name><surname>Treloar</surname> <given-names>E</given-names></name> <name><surname>Donovan</surname> <given-names>J</given-names></name> <name><surname>Luyt</surname> <given-names>K</given-names></name> <name><surname>Redwood</surname> <given-names>S</given-names></name></person-group>. <article-title>Lessons from using the normalisation process theory to understand adherence to guidance on MgSO4 in preterm labour</article-title>. <source>Implement Sci Commun</source>. (<year>2025</year>) <volume>6</volume>(<issue>1</issue>):<fpage>75</fpage>. <pub-id pub-id-type="doi">10.1186/s43058-025-00758-1</pub-id><pub-id pub-id-type="pmid">40671127</pub-id></mixed-citation></ref>
<ref id="B27"><label>27.</label><mixed-citation publication-type="other"><collab>RCPCH</collab>. <comment>National Neonatal Audit Programme Summary Report on 2022 Data. Available online at:</comment> <ext-link ext-link-type="uri" xlink:href="https://www.rcpch.ac.uk/resources/national-neonatal-audit-programme-summary-report-2022-data">https://www.rcpch.ac.uk/resources/national-neonatal-audit-programme-summary-report-2022-data</ext-link> <comment>(Accessed May 22, 2024)</comment>.</mixed-citation></ref>
<ref id="B28"><label>28.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Redwood</surname> <given-names>S</given-names></name> <name><surname>Pithara-McKeown</surname> <given-names>C</given-names></name> <name><surname>Stone</surname> <given-names>T</given-names></name> <name><surname>Treloar</surname> <given-names>E</given-names></name> <name><surname>Donovan</surname> <given-names>JL</given-names></name> <name><surname>Luyt</surname> <given-names>K</given-names></name></person-group>. <article-title>Scaling up an intervention to protect preterm infants from neurodevelopmental disabilities&#x2014;findings from a qualitative process evaluation comparing standard with enhanced quality improvement support packages for maternity units in England</article-title>. <source>Implement Sci</source>. (<year>2023</year>) <volume>18</volume>(<issue>1</issue>):<fpage>19</fpage>. <pub-id pub-id-type="doi">10.1186/s13012-023-01275-2</pub-id><pub-id pub-id-type="pmid">37226229</pub-id></mixed-citation></ref>
<ref id="B29"><label>29.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Edwards</surname> <given-names>HB</given-names></name> <name><surname>Sillero-Rejon</surname> <given-names>C</given-names></name> <name><surname>McLeod</surname> <given-names>H</given-names></name> <name><surname>Hill</surname> <given-names>EM</given-names></name> <name><surname>Opmeer</surname> <given-names>BC</given-names></name> <name><surname>Peters</surname> <given-names>C</given-names></name><etal/></person-group> <article-title>Implementation of national guidelines on antenatal magnesium sulfate for neonatal neuroprotection: extended evaluation of the effectiveness and cost-effectiveness of the national PReCePT programme in England</article-title>. <source>BMJ Qual Saf</source>. (<year>2025</year>). <pub-id pub-id-type="doi">10.1136/bmjqs-2024-017763</pub-id><pub-id pub-id-type="pmid">40288887</pub-id></mixed-citation></ref>
<ref id="B30"><label>30.</label><mixed-citation publication-type="other"><collab>NICE</collab>. <comment>Glossary. Available online at:</comment> <ext-link ext-link-type="uri" xlink:href="https://www.nice.org.uk/glossary?letter=n">https://www.nice.org.uk/glossary?letter&#x003D;n</ext-link> <comment>(Accessed May 22, 2024)</comment>.</mixed-citation></ref>
<ref id="B31"><label>31.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Bickford</surname> <given-names>CD</given-names></name> <name><surname>Magee</surname> <given-names>LA</given-names></name> <name><surname>Mitton</surname> <given-names>C</given-names></name> <name><surname>Kruse</surname> <given-names>M</given-names></name> <name><surname>Synnes</surname> <given-names>AR</given-names></name> <name><surname>Sawchuck</surname> <given-names>D</given-names></name><etal/></person-group> <article-title>Magnesium sulphate for fetal neuroprotection: a cost-effectiveness analysis</article-title>. <source>BMC Health Serv Res</source>. (<year>2013</year>) <volume>13</volume>:<fpage>527</fpage>. <pub-id pub-id-type="doi">10.1186/1472-6963-13-527</pub-id><pub-id pub-id-type="pmid">24350635</pub-id></mixed-citation></ref>
<ref id="B32"><label>32.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Spiegelhalter</surname> <given-names>DJ</given-names></name></person-group>. <article-title>Funnel plots for comparing institutional performance</article-title>. <source>Stat Med</source>. (<year>2005</year>) <volume>24</volume>(<issue>8</issue>):<fpage>1185</fpage>&#x2013;<lpage>202</lpage>. <pub-id pub-id-type="doi">10.1002/sim.1970</pub-id><pub-id pub-id-type="pmid">15568194</pub-id></mixed-citation></ref>
<ref id="B33"><label>33.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Edwards</surname> <given-names>H</given-names></name> <name><surname>Redaniel</surname> <given-names>MT</given-names></name> <name><surname>Opmeer</surname> <given-names>B</given-names></name> <name><surname>Peters</surname> <given-names>T</given-names></name> <name><surname>Margelyte</surname> <given-names>R</given-names></name> <name><surname>Rejon</surname> <given-names>CS</given-names></name><etal/></person-group> <article-title>Evaluating an enhanced quality improvement intervention in maternity units: PReCePT trial protocol</article-title>. <source>BMJ Open Qual</source>. (<year>2021</year>) <volume>10</volume>(<issue>2</issue>):<fpage>e001204</fpage>. <pub-id pub-id-type="doi">10.1136/bmjoq-2020-001204</pub-id><pub-id pub-id-type="pmid">34031151</pub-id></mixed-citation></ref>
<ref id="B34"><label>34.</label><mixed-citation publication-type="other"><collab>NICE</collab>. <comment>Into practice&#x007C;What we do&#x007C;About. Available online at:</comment> <ext-link ext-link-type="uri" xlink:href="https://www.nice.org.uk/about/what-we-do/into-practice">https://www.nice.org.uk/about/what-we-do/into-practice</ext-link> <comment>(Accessed May 22, 2024)</comment>.</mixed-citation></ref>
<ref id="B35"><label>35.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Heggie</surname> <given-names>R</given-names></name> <name><surname>Boyd</surname> <given-names>K</given-names></name> <name><surname>Kamaruzaman</surname> <given-names>H</given-names></name> <name><surname>Wu</surname> <given-names>O</given-names></name></person-group>. <article-title>What methods are currently available for incorporating implementation considerations within the economic evaluation of health technologies? A scoping review</article-title>. <source>Health Res Policy Syst</source>. (<year>2024</year>) <volume>22</volume>(<issue>1</issue>):<fpage>134</fpage>. <pub-id pub-id-type="doi">10.1186/s12961-024-01220-9</pub-id><pub-id pub-id-type="pmid">39350148</pub-id></mixed-citation></ref>
<ref id="B36"><label>36.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Mason</surname> <given-names>J</given-names></name> <name><surname>Freemantle</surname> <given-names>N</given-names></name> <name><surname>Nazareth</surname> <given-names>I</given-names></name> <name><surname>Eccles</surname> <given-names>M</given-names></name> <name><surname>Haines</surname> <given-names>A</given-names></name> <name><surname>Drummond</surname> <given-names>M</given-names></name></person-group>. <article-title>When is it cost-effective to change the behavior of health professionals?</article-title> <source>JAMA</source>. (<year>2001</year>) <volume>286</volume>(<issue>23</issue>):<fpage>2988</fpage>&#x2013;<lpage>92</lpage>. <pub-id pub-id-type="doi">10.1001/jama.286.23.2988</pub-id><pub-id pub-id-type="pmid">11743840</pub-id></mixed-citation></ref>
<ref id="B37"><label>37.</label><mixed-citation publication-type="other"><person-group person-group-type="author"><name><surname>Luyt</surname> <given-names>K</given-names></name></person-group>. <comment>Antenatal Magnesium Sulphate Reduces Cerebral Palsy after Preterm Birth, Implementation into Clinical Practice Needs to be Accelerated Globally to Benefit Preterm Babies&#x007C;Cochrane Library. Available online at:</comment> <ext-link ext-link-type="uri" xlink:href="https://www.cochranelibrary.com/cdsr/doi/10.1002/14651858.ED000168/full">https://www.cochranelibrary.com/cdsr/doi/10.1002/14651858.ED000168/full</ext-link> <comment>(Accessed October 13, 2024)</comment>.</mixed-citation></ref>
<ref id="B38"><label>38.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Crowther</surname> <given-names>CA</given-names></name> <name><surname>Ashwood</surname> <given-names>P</given-names></name> <name><surname>Middleton</surname> <given-names>PF</given-names></name> <name><surname>McPhee</surname> <given-names>A</given-names></name> <name><surname>Tran</surname> <given-names>T</given-names></name> <name><surname>Harding</surname> <given-names>JE</given-names></name><etal/></person-group> <article-title>Prenatal intravenous magnesium at 30&#x2013;34 weeks&#x2019; gestation and neurodevelopmental outcomes in offspring: the MAGENTA randomized clinical trial</article-title>. <source>JAMA</source>. (<year>2023</year>) <volume>330</volume>(<issue>7</issue>):<fpage>603</fpage>&#x2013;<lpage>14</lpage>. <pub-id pub-id-type="doi">10.1001/jama.2023.12357</pub-id><pub-id pub-id-type="pmid">37581672</pub-id></mixed-citation></ref>
<ref id="B39"><label>39.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Louis</surname> <given-names>JM</given-names></name> <name><surname>Randis</surname> <given-names>TM</given-names></name></person-group>. <article-title>Intrapartum magnesium for neuroprotection: revisiting gestational age criteria</article-title>. <source>JAMA</source>. (<year>2023</year>) <volume>330</volume>(<issue>7</issue>):<fpage>597</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1001/jama.2023.10673</pub-id><pub-id pub-id-type="pmid">37581684</pub-id></mixed-citation></ref>
<ref id="B40"><label>40.</label><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Tonmukayakul</surname> <given-names>U</given-names></name> <name><surname>Shih</surname> <given-names>STF</given-names></name> <name><surname>Bourke-Taylor</surname> <given-names>H</given-names></name> <name><surname>Imms</surname> <given-names>C</given-names></name> <name><surname>Reddihough</surname> <given-names>D</given-names></name> <name><surname>Cox</surname> <given-names>L</given-names></name><etal/></person-group> <article-title>Systematic review of the economic impact of cerebral palsy</article-title>. <source>Res Dev Disabil</source>. (<year>2018</year>) <volume>80</volume>:<fpage>93</fpage>&#x2013;<lpage>101</lpage>. <pub-id pub-id-type="doi">10.1016/j.ridd.2018.06.012</pub-id><pub-id pub-id-type="pmid">29981952</pub-id></mixed-citation></ref></ref-list>
<fn-group>
<fn id="n1" fn-type="custom" custom-type="edited-by"><p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1281730/overview">Alexandra Ziemann</ext-link>, University of Bath, United Kingdom</p></fn>
<fn id="n2" fn-type="custom" custom-type="reviewed-by"><p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2377430/overview">Talia Tene</ext-link>, Universidad T&#x00E9;cnica Particular de Loja, Ecuador</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3037323/overview">Samuel Cumber</ext-link>, University of the Free State, South Africa</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3137076/overview">Susan Bell</ext-link>, Kaiser Permanente Sunnyside Medical Center, Clackamas, United States</p></fn>
<fn fn-type="abbr" id="abbrev1"><p><bold>Abbreviations</bold> CP, cerebral palsy; LNU, local neonatal unit; MgSO<sub>4</sub>, magnesium sulphate; NICE, national institute for health and care excellence; NICU, neonatal intense care unit; NMB, net monetary benefit; NNRD, national neonatal research database; NPP, national PReCePT programme; ODN, operational delivery network; PReCePT, prevention of cerebral palsy in PreTerm labour; QALY, quality adjusted life year; QI, quality improvement; SCBU, special care baby unit.</p></fn>
</fn-group>
</back>
</article>