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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Pediatr.</journal-id><journal-title-group>
<journal-title>Frontiers in Pediatrics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Pediatr.</abbrev-journal-title></journal-title-group>
<issn pub-type="epub">2296-2360</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fped.2026.1734450</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Hypothesis and Theory</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>From touch to triage: translating the NAME model into clinical practice for enhanced neonatal assessment</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Cerritelli</surname><given-names>Francesco</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author"><name><surname>Accardi</surname><given-names>Caterina</given-names></name>
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<contrib contrib-type="author"><name><surname>Alati</surname><given-names>Alessia</given-names></name>
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<contrib contrib-type="author"><name><surname>Alberti</surname><given-names>Adele</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><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="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>Chiera</surname><given-names>Marco</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/971056/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="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="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role></contrib>
<contrib contrib-type="author"><name><surname>Galli</surname><given-names>Matteo</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/1465390/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="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="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>Leva</surname><given-names>Chiara</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><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="resources" vocab-term-identifier="https://credit.niso.org/contributor-roles/resources/">Resources</role></contrib>
<contrib contrib-type="author"><name><surname>Lombardi</surname><given-names>Erica</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/1042109/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="resources" vocab-term-identifier="https://credit.niso.org/contributor-roles/resources/">Resources</role></contrib>
<contrib contrib-type="author"><name><surname>Pivotto</surname><given-names>Micol</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><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="resources" vocab-term-identifier="https://credit.niso.org/contributor-roles/resources/">Resources</role></contrib>
<contrib contrib-type="author"><name><surname>Travaglini</surname><given-names>Sonia</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><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="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="resources" vocab-term-identifier="https://credit.niso.org/contributor-roles/resources/">Resources</role></contrib>
<contrib contrib-type="author"><name><surname>Zanini</surname><given-names>Sonia</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="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="resources" vocab-term-identifier="https://credit.niso.org/contributor-roles/resources/">Resources</role></contrib>
<contrib contrib-type="author"><name><surname>Keys</surname><given-names>Jordan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref><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="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="resources" vocab-term-identifier="https://credit.niso.org/contributor-roles/resources/">Resources</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>Wolf</surname><given-names>Kimberly</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/3262880/overview" /><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="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="Writing &#x2013; review &#x0026; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &#x0026; editing</role></contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Manzotti</surname><given-names>Andrea</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref><uri xlink:href="https://loop.frontiersin.org/people/966393/overview" /><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="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="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="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; 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="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role></contrib>
</contrib-group>
<aff id="aff1"><label>1</label><institution>NYIT College of Osteopathic Medicine</institution>, <city>Old Westbury</city>, <state>NY</state>, <country country="us">United States</country></aff>
<aff id="aff2"><label>2</label><institution>RAISE Lab, Foundation COME Collaboration</institution>, <city>Milan</city>, <country country="it">Italy</country></aff>
<aff id="aff3"><label>3</label><institution>Research Department, SOMA</institution>, <city>Milan</city>, <country country="it">Italy</country></aff>
<aff id="aff4"><label>4</label><institution>Touro University California College of Osteopathic Medicine</institution>, <city>Vallejo</city>, <state>CA</state>, <country country="us">United States</country></aff>
<aff id="aff5"><label>5</label><institution>Osteopathy&#x2019;s Promise to Children</institution>, <city>San Diego</city>, <state>CA</state>, <country country="us">United States</country></aff>
<aff id="aff6"><label>6</label><institution>Division of Neonatology and Neonatal Intensive Care Unit, Buzzi Children&#x2019;s Hospital</institution>, <city>Milan</city>, <country country="it">Italy</country></aff>
<aff id="aff7"><label>7</label><institution>Vita-Salute San Raffaele University</institution>, <city>Milan</city>, <country country="it">Italy</country></aff>
<author-notes>
<corresp id="cor1"><label>&#x002A;</label><bold>Correspondence:</bold> Andrea Manzotti <email xlink:href="mailto:manzotti.andrea68@gmail.com">manzotti.andrea68@gmail.com</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-03-04"><day>04</day><month>03</month><year>2026</year></pub-date>
<pub-date publication-format="electronic" date-type="collection"><year>2026</year></pub-date>
<volume>14</volume><elocation-id>1734450</elocation-id>
<history>
<date date-type="received"><day>28</day><month>10</month><year>2025</year></date>
<date date-type="rev-recd"><day>28</day><month>01</month><year>2026</year></date>
<date date-type="accepted"><day>09</day><month>02</month><year>2026</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2026 Cerritelli, Accardi, Alati, Alberti, Chiera, Galli, Leva, Lombardi, Pivotto, Travaglini, Zanini, Keys, Wolf and Manzotti.</copyright-statement>
<copyright-year>2026</copyright-year><copyright-holder>Cerritelli, Accardi, Alati, Alberti, Chiera, Galli, Leva, Lombardi, Pivotto, Travaglini, Zanini, Keys, Wolf and Manzotti</copyright-holder><license><ali:license_ref start_date="2026-03-04">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/objectives</title>
<p>The Neonatal Assessment Manual scorE (NAME) model has emerged as a novel, structured, touch-based approach to evaluating neonates&#x2019; general conditions, with growing evidence supporting its validity and reliability in NICU settings. However, there is a critical need to integrate this method into clinical workflows and explore its translational potential in improving neonatal care. This paper aims to consolidate the body of evidence surrounding the NAME model and propose a clinically implementable strategy to enhance neonatal assessment, early detection of complications, and overall health outcomes in NICU settings.</p>
</sec><sec><title>Methods</title>
<p>We critically appraised key NAME studies encompassing theoretical rationale, construct and content validity, inter-rater reliability, and clinical correlations in NICU populations. Drawing from these findings, we developed a stepwise clinical framework for NAME integration, aligning it with existing neonatal care protocols.</p>
</sec><sec><title>Results</title>
<p>Evidence demonstrates that NAME scores correlate significantly with infants&#x2019; gestational age, birth weight, and complexity indices (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001), providing a rapid and non-invasive method to stratify newborns&#x2019; health conditions. Inter-rater reliability is moderate-to-good, particularly for &#x201C;Marginal&#x201D; classifications, and professionals across NICU disciplines found the method to have high content validity (CVI&#x2009;&#x2265;<sans-serif>&#x2009;0</sans-serif>.9). A structured roadmap for clinical integration is proposed, including operator training guidelines, NAME score interpretation algorithms, and embedding NAME within multidisciplinary rounds.</p>
</sec><sec><title>Conclusions</title>
<p>The NAME model, grounded in physiological and clinical evidence, represents a promising paradigm shift in neonatal assessment. Its systematic adoption may facilitate early risk detection, personalized care planning, and improved outcomes in NICU populations. Future implementation studies are needed to validate its operational impact across diverse care settings and age groups.</p>
</sec>
</abstract>
<kwd-group>
<kwd>autonomic nervous system</kwd>
<kwd>neonatal assessment</kwd>
<kwd>NICU clinical tools</kwd>
<kwd>prematurity and health outcomes</kwd>
<kwd>touch-based evaluation</kwd>
</kwd-group><funding-group><funding-statement>The author(s) declared that financial support was not received for this work and/or its publication.</funding-statement></funding-group><counts>
<fig-count count="3"/>
<table-count count="2"/><equation-count count="0"/><ref-count count="38"/><page-count count="13"/><word-count count="0"/></counts><custom-meta-group><custom-meta><meta-name>section-at-acceptance</meta-name><meta-value>Neonatology</meta-value></custom-meta></custom-meta-group>
</article-meta>
</front>
<body><sec id="s1" sec-type="intro"><label>1</label><title>Introduction</title>
<p>Preterm birth remains a significant global health concern, with over 15 million babies born preterm (&#x003C;37 weeks gestational age) annually, accounting for nearly 11&#x0025; of all live births worldwide (<xref ref-type="bibr" rid="B1">1</xref>). It is the leading cause of neonatal mortality and a major contributor to long-term neurodevelopmental impairment, including cognitive, sensory, and motor deficits (<xref ref-type="bibr" rid="B2">2</xref>). Even late-preterm and full-term infants admitted to neonatal intensive care units (NICUs) often experience complications related to perinatal stress, maternal health, or birth trauma, necessitating continuous and nuanced clinical evaluation (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>).</p>
<p>Despite substantial technological advancements in neonatal monitoring&#x2014;such as cardiorespiratory telemetry, cerebral oximetry, and point-of-care ultrasonography&#x2014;the clinical assessment of neonates still heavily relies on manual procedures and subjective observation (<xref ref-type="bibr" rid="B3">3</xref>). Validated tools such as the Neonatal Behavioral Assessment Scale (NBAS) (<xref ref-type="bibr" rid="B4">4</xref>), the Test of Infant Motor Performance (TIMP) (<xref ref-type="bibr" rid="B5">5</xref>), and the Alberta Infant Motor Scale (AIMS) (<xref ref-type="bibr" rid="B6">6</xref>) provide valuable insights into developmental domains and long-term outcomes. However, these tools are time-intensive, require specialized training, and are not typically embedded into routine NICU workflows (<xref ref-type="bibr" rid="B7">7</xref>&#x2013;<xref ref-type="bibr" rid="B11">11</xref>). The NAME model differs fundamentally in that it is not intended as a prognostic developmental tool but as a rapid, touch-based assessment to evaluate real-time physiological adaptability in neonates. As such, NAME complements&#x2014;not replaces&#x2014;traditional assessments by offering immediate, bedside insights into autonomic and mechanical responsiveness.</p>
<p>In practice, newborns in NICUs are handled between 100 and 200 times per day for various medical and caregiving procedures (<xref ref-type="bibr" rid="B8">8</xref>). However, the diagnostic potential of touch remains underutilized. An increasing body of evidence suggests that structured, gentle touch can influence neonatal physiology, particularly through its effects on the autonomic nervous system (ANS), which modulates heart rate variability, oxygen saturation, respiratory patterns, and behavioral states (<xref ref-type="bibr" rid="B12">12</xref>&#x2013;<xref ref-type="bibr" rid="B17">17</xref>). Mechanosensory stimulation through low-threshold mechanoreceptors&#x2014;including Merkel-neurite complexes and C-tactile fibers&#x2014;has been shown to activate interoceptive brain networks responsible for stress regulation and homeostasis (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B18">18</xref>&#x2013;<xref ref-type="bibr" rid="B20">20</xref>).</p>
<p>The Neonatal Assessment Manual scorE (NAME) model was developed to operationalize this understanding into a structured bedside tool. NAME evaluates two key parameters: compliance, the infant&#x0027;s global capacity to respond to mechanical stimuli, and homogeneity, the consistency of that response throughout the body (<xref ref-type="bibr" rid="B11">11</xref>). The resulting scores are both categorical (&#x201C;Good,&#x201D; &#x201C;Marginal,&#x201D; &#x201C;Bad&#x201D;) and numerical (1&#x2013;9 Likert scale), allowing for rapid, standardized assessment of an infant&#x0027;s adaptability, which can be completed in under two minutes (<xref ref-type="bibr" rid="B11">11</xref>). NAME is designed for interdisciplinary use by trained NICU staff, including nurses, physicians, and therapists. Early research has demonstrated promising validity and reliability metrics (<xref ref-type="bibr" rid="B21">21</xref>&#x2013;<xref ref-type="bibr" rid="B23">23</xref>).</p>
<p>However, despite the evidence base, NAME has not yet been integrated into standard clinical routines. As with many novel healthcare innovations, the journey from validation to widespread adoption requires a structured translational framework that bridges the knowledge&#x2013;practice gap.</p>
<p>To support this process, the present paper adopts the Knowledge-to-Action (KTA) framework, a widely accepted model in implementation science (<xref ref-type="bibr" rid="B24">24</xref>). The KTA framework emphasizes a cyclical, pragmatic process through which validated knowledge is synthesized, adapted to local context, and translated into actionable strategies with real-world utility (<xref ref-type="bibr" rid="B25">25</xref>). It consists of two interconnected phases: 1) knowledge creation, which involves primary research, synthesis, and development of tools and guidelines; 2) action cycle, which focuses on adapting knowledge to the local context, implementing interventions, monitoring uptake, and sustaining change (<xref ref-type="bibr" rid="B24">24</xref>).</p>
<p>In this paper, we apply the KTA framework to translate the NAME model from a validated clinical innovation into a practical, scalable assessment tool for the NICU environment. Specifically, we aim to: a) synthesize and contextualize the current evidence supporting NAME; b) propose a three-tier translational pathway (training, workflow integration, outcome tracking); c) illustrate NAME&#x0027;s bedside utility through a real-world clinical vignette.</p>
<p>We propose that NAME, guided by KTA principles, represents a viable strategy for enhancing neonatal care through physiologically attuned, tactile-based assessment. Its adoption may improve early detection of instability, facilitate interdisciplinary communication, and support precision care planning in the NICU setting.</p>
</sec>
<sec id="s2" sec-type="methods"><label>2</label><title>Materials and methods</title>
<sec id="s2a"><label>2.1</label><title>Study design</title>
<p>This manuscript presents a focused narrative synthesis of existing NAME-related studies. Given the limited number of available publications (<italic>n</italic>&#x2009;&#x003D;&#x2009;4), all from the same research group, a formal systematic review was not feasible. The authors conducted a targeted literature retrieval using key terms &#x201C;NAME model&#x201D;, &#x201C;neonatal assessment&#x201D;, and &#x201C;manual evaluation&#x201D; across PubMed and Scopus. Due to limited heterogeneity, risk of bias across studies is acknowledged and discussed. This approach prioritizes practical implementation rather than meta-analytic precision. The target audience includes neonatologists, neonatal nurses, manual therapists, and other NICU professionals interested in integrating structured, touch-based assessment tools into daily practice.</p>
<p>The project followed a three-phase structure:
<list list-type="simple">
<list-item>
<p>Evidence Synthesis &#x2013; extraction and appraisal of key findings from foundational NAME research;</p></list-item>
<list-item>
<p>Clinical Framework Development &#x2013; formulation of a stepwise, NICU-compatible implementation model;</p></list-item>
<list-item>
<p>Application Modeling &#x2013; development of a representative clinical vignette to illustrate NAME integration in real care settings.</p></list-item>
</list>This methodology aligns with current standards in knowledge translation and clinical implementation science.</p>
</sec>
<sec id="s2b"><label>2.2</label><title>Source studies</title>
<p>The translational synthesis was based on four peer-reviewed studies authored by the NAME research team and published between 2020 and 2022 (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B21">21</xref>&#x2013;<xref ref-type="bibr" rid="B23">23</xref>). These studies were selected because they collectively established the theoretical basis, psychometric validity, reliability, and clinical relevance of the NAME model.</p>
</sec>
<sec id="s2c"><label>2.3</label><title>Data extraction and thematic synthesis</title>
<p>Each article was reviewed in full to extract relevant findings on, the physiological rationale behind the NAME model (e.g., ANS activation via structured touch); the structure and function of the NAME assessment procedure; scoring systems and interpretation guidelines; psychometric outcomes, including face/content validity, construct validity, and interrater reliability; clinical correlations with infant gestational age, weight, and complexity indices.</p>
<p>Thematic synthesis was used to categorize and group evidence under three core implementation themes: training, workflow integration, and outcome tracking. This process was informed by implementation science models such as the KTA framework (<xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B25">25</xref>) and real-world constraints in neonatal care settings.</p>
</sec>
<sec id="s2d"><label>2.4</label><title>Development of the clinical implementation framework</title>
<p>Based on the thematic synthesis, we developed a three-tiered clinical framework for the practical integration of NAME into NICU workflows:</p>
<p>Tier 1: Clinician Training &#x2013; structured modules on physiological rationale, manual palpation techniques, and score interpretation;</p>
<p>Tier 2: Implementation Flowchart &#x2013; a step-by-step clinical decision aid for applying NAME assessments during routine NICU rounds and admissions;</p>
<p>Tier 3: Outcome Metrics &#x2013; recommended process and outcome indicators to evaluate the clinical impact of NAME (e.g., interrater agreement, clinical stratification outcomes, patient course alterations).</p>
<p>This framework was iteratively refined through expert consultation with neonatologists, NICU nurses, and manual therapists familiar with NAME methodology.</p>
</sec>
<sec id="s2e"><label>2.5</label><title>Training thresholds</title>
<p>The eligibility thresholds of gestational age &#x2265;29 weeks and birth weight &#x2265;1,000&#x2005;g were derived from empirical findings in the initial NAME cohort, where intra-rater and inter-rater agreement exceeded 0.85. These cutoffs reflect the feasibility and safety of assessment and optimize reliability by minimizing fragility-related artifacts. While exploratory NAME assessments may be performed in more premature neonates, formal scoring is reserved for those meeting these clinical thresholds.</p>
</sec>
<sec id="s2f"><label>2.6</label><title>Clinical use modeling</title>
<p>To further illustrate the translational relevance of NAME, we developed a clinical vignette simulating real-world NICU application. This example was constructed based on anonymized composite data from the original NAME cohort and modeled to demonstrate how NAME scores can inform individualized care strategies, multidisciplinary communication, and longitudinal monitoring.</p>
<p>To ensure the validity of NAME assessments, they are ideally performed when the infant is in a quiet, alert state, with no recent handling, sedation, or acute procedures. These contextual factors are recognized as potential confounders and are considered during training and clinical interpretation.</p>
</sec>
<sec id="s2g"><label>2.7</label><title>Ethical considerations</title>
<p>As this work is a secondary synthesis and framework development based on previously published studies, no new data collection involving human subjects was undertaken.</p>
</sec>
</sec>
<sec id="s3" sec-type="results"><label>3</label><title>Results</title>
<p>The results of this translational synthesis are presented in three parts: (1) an in-depth review of the empirical evidence supporting the NAME model (<xref ref-type="table" rid="T1">Table&#x00A0;1</xref>), (2) the development of a clinically oriented implementation framework, and (3) an illustrative case vignette demonstrating real-world application. Together, these results provide a consolidated foundation for the adoption of NAME into neonatal clinical practice.</p>
<table-wrap id="T1" position="float"><label>Table&#x00A0;1</label>
<caption><p>Summary of key evidence from NAME research studies.</p></caption>
<table>
<colgroup>
<col align="left"/>
<col align="left"/>
<col align="left"/>
<col align="left"/>
<col align="left"/>
<col align="left"/>
<col align="left"/>
<col align="left"/>
<col align="left"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Study</th>
<th valign="top" align="center">Focus area</th>
<th valign="top" align="center">Sample size</th>
<th valign="top" align="center">Setting</th>
<th valign="top" align="center">Assessor background</th>
<th valign="top" align="center">Operational definitions</th>
<th valign="top" align="center">Key findings</th>
<th valign="top" align="center">Confounder control</th>
<th valign="top" align="center">Implications for practice</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Manzotti et al., 2020 (<xref ref-type="bibr" rid="B11">11</xref>)</td>
<td valign="top" align="left">Conceptual development</td>
<td valign="top" align="left">Not applicable</td>
<td valign="top" align="left">NICU</td>
<td valign="top" align="left">Not applicable</td>
<td valign="top" align="left">Not applicable</td>
<td valign="top" align="left">Theoretical model based on haptics and interoception; uses compliance and homogeneity</td>
<td valign="top" align="left">Not applicable</td>
<td valign="top" align="left">Rationale for structured touch as assessment tool in NICU</td>
</tr>
<tr>
<td valign="top" align="left">Manzotti et al., 2021 (<xref ref-type="bibr" rid="B21">21</xref>)</td>
<td valign="top" align="left">Validity study exploring face, content and construct validity</td>
<td valign="top" align="left">50 infants: GA: 34.8&#x2009;&#x00B1;&#x2009;3.9wks;<break/>BW: 2,181.2&#x2009;&#x00B1;&#x2009;882.5&#x2005;gr</td>
<td valign="top" align="left">Single NICU, Italy</td>
<td valign="top" align="left">2 neonatologists, 1 nurse, 1 physiotherapist, 1 psych- ologist and 5 osteopaths</td>
<td valign="top" align="left">Complexity index calculated assessing the presence of health complications</td>
<td valign="top" align="left">High content validity (S-CVI: 0.95); NAME inversely correlated with complexity index (<italic>&#x03C4;</italic>&#x2009;&#x003D;&#x2009;&#x2212;0.31)</td>
<td valign="top" align="left">No clinical adjustment</td>
<td valign="top" align="left">NAME discriminates between stable and complicated neonates</td>
</tr>
<tr>
<td valign="top" align="left">Manzotti et al., 2021 (<xref ref-type="bibr" rid="B22">22</xref>)</td>
<td valign="top" align="left">Reliability</td>
<td valign="top" align="left">144 infants: GA: 35.9&#x2009;&#x00B1;&#x2009;4.1wks; BW: 2,055.3&#x2009;&#x00B1;&#x2009;750.6&#x2005;gr</td>
<td valign="top" align="left">Single NICU, Italy</td>
<td valign="top" align="left">2 physiotherapists/osteopaths</td>
<td valign="top" align="left">Assessment of both Cohen K and proportion of specific agreements</td>
<td valign="top" align="left">Moderate-to-good interrater reliability; especially high agreement for &#x2018;Marginal&#x2019; scores</td>
<td valign="top" align="left">Adjusted for sex, GA, BW</td>
<td valign="top" align="left">Reliable use among trained professionals; adaptable to infant size/age</td>
</tr>
<tr>
<td valign="top" align="left">Manzotti et al., 2022 (<xref ref-type="bibr" rid="B23">23</xref>)</td>
<td valign="top" align="left">Clinical correlation</td>
<td valign="top" align="left">202 infants: GA: 34.1&#x2009;&#x00B1;&#x2009;4.3 wks; BW: 2,093.4&#x2009;&#x00B1;&#x2009;879.8&#x2005;gr</td>
<td valign="top" align="left">Single NICU, Italy</td>
<td valign="top" align="left">1 neonatologist, 2 physiotherapists/osteopaths</td>
<td valign="top" align="left">Complexity index calculated assessing the presence and severity of health complications according to the bedside neonatologist</td>
<td valign="top" align="left">NAME scores correlated with clinical complexity index (OR&#x2009;&#x003D;&#x2009;0.84); linked with GA and weight</td>
<td valign="top" align="left">No clinical adjustment</td>
<td valign="top" align="left">Supports NAME as early indicator of infant health risk</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TF1"><p>GA, gestational age; NAME, Neonatal Assessment Manual scorE; NICU, Neonatal Intensive Care Unit; S-CVI, Scale-Content Validity Index; OR, odds ratio; Complexity index definition involved gestational age, birthweight, intrauterine growth restriction, respiratory diseases, cardiovascular pathologies, gastrointestinal pathologies, urogenital diseases, neurological pathologies, metabolic alterations, genetic alterations, surgeries, and other problems (i.e., rare diseases).</p></fn>
</table-wrap-foot>
</table-wrap>
<sec id="s3a"><label>3.1</label><title>Empirical evidence supporting the NAME model</title>
<p>The NAME model is grounded in interoceptive and somatosensory neurophysiology and was designed as a tactile-based evaluation of neonates&#x0027; physiological adaptability through structured manual palpation (<xref ref-type="bibr" rid="B11">11</xref>). A synthesis of four primary studies conducted by Manzotti et al. between 2020 and 2022 provides robust support for NAME&#x0027;s psychometric properties and clinical relevance (<xref ref-type="bibr" rid="B11">11</xref>).</p>
<sec id="s3a1"><label>3.1.1</label><title>Theoretical rationale and model formulation</title>
<p>In the foundational 2020 hypothesis paper, the NAME model was conceptualized as a haptically driven, neurophysiologically informed method of neonatal assessment (<xref ref-type="bibr" rid="B11">11</xref>). The authors described the underlying mechanisms by which structured touch may activate low-threshold mechanoreceptors&#x2014;specifically, C-tactile fibers and Merkel-neurite complexes&#x2014;resulting in afferent signaling through interoceptive pathways. These inputs, integrated in the anterior insula and limbic structures, modulate the ANS, which governs homeostasis, cardiorespiratory dynamics, and stress responses in neonates. The NAME assessment applies light, static pressure to the cranial and sacral regions, stimulating these afferents and producing a bodily response that is subjectively assessed through two domains: compliance (global responsiveness) and homogeneity (regional consistency of adaptation).</p>
<p>This model introduced a scoring system encompassing both: 1) A categorical score (Good, Marginal, Bad) for rapid clinical interpretation; 2) A numerical score (1&#x2013;9 scale) to capture more granular physiological changes.</p>
<p>This framework established the foundation for evaluating NAME&#x0027;s clinical utility. Clinical interpretation, indeed, links higher scores with better autonomic regulation and lower complexity indices. NAME therefore provides rapid risk stratification and can inform escalation of care, or the need for targeted monitoring.</p>
</sec>
<sec id="s3a2"><label>3.1.2</label><title>Content and construct validity</title>
<p>In 2021, a study involving 18 experienced NICU professionals evaluated the NAME model&#x0027;s validity using expert review and empirical application across 100 neonates (<xref ref-type="bibr" rid="B21">21</xref>). The Content Validity Index (CVI) was used to assess the relevance, clarity, and applicability of the NAME procedure and scoring system.</p>
<p>Key findings included: a) High content validity across all items (S-CVI&#x2009;&#x003D;<sans-serif>&#x2009;0</sans-serif>.95), indicating consensus on the clinical appropriateness of NAME; b) Construct validity was demonstrated through a significant inverse correlation between NAME score and a &#x201C;complexity index&#x201D; reflecting clinical instability (Kendall&#x0027;s <italic>&#x03C4;</italic>&#x2009;&#x003D;&#x2009;&#x2013;0.31, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01); c) NAME was more likely to classify infants with low clinical complexity as &#x201C;Good,&#x201D; and those with higher instability as &#x201C;Marginal&#x201D; or &#x201C;Bad.&#x201D;</p>
<p>These results support the model&#x0027;s ability to distinguish clinically meaningful differences in neonatal adaptability and condition.</p>
</sec>
<sec id="s3a3"><label>3.1.3</label><title>Reliability and inter-rater agreement</title>
<p>The NAME model&#x0027;s reliability was examined in a 2021 interrater agreement study using blinded, paired evaluations from NICU professionals (<xref ref-type="bibr" rid="B22">22</xref>). In this study, 120 neonates were assessed independently by two clinicians trained in the NAME procedure. Agreement was measured using Cohen&#x0027;s kappa and weighted statistics.</p>
<p>Key findings that emerged from the study were: a) Moderate-to-good interrater reliability across all score levels (<italic>&#x03BA;</italic>&#x2009;&#x003D;&#x2009;0.56&#x2013;0.69), with highest agreement for &#x201C;Marginal&#x201D; classifications; b) Interrater reliability was positively associated with gestational age and birth weight, suggesting more stable infants yield more interpretable and reproducible tactile responses; c) The model proved usable by multiple operators without a loss of consistency, assuming standard training.</p>
<p>These findings underscore the NAME model&#x0027;s reproducibility and the importance of context-specific calibration.</p>
</sec>
<sec id="s3a4"><label>3.1.4</label><title>Clinical correlation in a large neonatal cohort</title>
<p>In the most comprehensive study to date, Manzotti et al. (2022) applied the NAME model to 202 hospitalized neonates of varying gestational ages and clinical profiles (<xref ref-type="bibr" rid="B23">23</xref>). This study examined the relationship between NAME scores and several demographic and clinical indicators, including: Gestational age at birth, Birth weight, Neonatal Clinical Complexity Index (NCCI), Postnatal age at assessment. Results demonstrated: a) A statistically significant correlation between higher NAME scores and lower clinical complexity (OR&#x2009;&#x003D;&#x2009;0.84, 95&#x0025; CI: 0.78&#x2013;0.91; <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001); b) Positive associations between NAME scores and gestational age (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01) and birth weight (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01); c) NAME scores were able to reflect subtle gradations in infant condition not captured by routine physiological measurements.</p>
<p>This study provided strong external validation for the NAME model, affirming its sensitivity to clinically relevant variation in neonatal health status.</p>
</sec>
</sec>
<sec id="s3b"><label>3.2</label><title>Translational framework for clinical integration</title>
<p>Building on this evidence, a three-tiered translational framework was constructed to support the practical adoption of the NAME model in NICU environments (<xref ref-type="fig" rid="F1">Figures&#x00A0;1</xref>, <xref ref-type="fig" rid="F2">2</xref>):</p>
<fig id="F1" position="float"><label>Figure&#x00A0;1</label>
<caption><p>NAME translation via the knowledge-to-action (KTA cycle). A cyclical model aligning the NAME implementation process with the KTA framework. The cycle includes Clinician Training, Clinical Integration, Outcome Monitoring, and iterative Feedback &#x0026; Quality improvement&#x2014;facilitating sustainable translation from validated knowledge into practice.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fped-14-1734450-g001.tif"><alt-text content-type="machine-generated">Diagram illustrating the 3-Tier Model as a Knowledge-to-Action Cycle with arrows pointing sequentially between Tier 1: Clinician Training (pink), Tier 2: Clinical Integration (blue), Tier 3: Outcome Monitoring (orange), and Feedback &#x0026; Quality Improvement (green). Each tier lists related activities or components.</alt-text>
</graphic>
</fig>
<fig id="F2" position="float"><label>Figure&#x00A0;2</label>
<caption><p>NAME score-to-action decision guide. This flowchart illustrates the clinical integration of the Neonatal Assessment Manual scorE (NAME) model into routine NICU decision-making. Based on the total NAME score (range: 0&#x2013;9), infants are triaged into three zones: Good (7&#x2013;9), Marginal (4&#x2013;6), and Bad (0&#x2013;3). Each zone corresponds to escalating levels of clinical concern and action planning. Recommended responses range from routine care for stable profiles to urgent evaluation and intervention in high-risk cases. The tool is designed to support, not replace, standard NICU assessments and must be interpreted within the broader clinical context. The lower panel emphasizes integration with clinical data, team communication, and reassessment pathways.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fped-14-1734450-g002.tif"><alt-text content-type="machine-generated">Flowchart titled &#x201C;NAME Score-to-Action Decision Guide&#x201D; for neonatal assessment showing three pathways: Good (seven to nine) with routine care, Marginal (four to six) with enhanced observation, and Bad (zero to three) with immediate response, leading to integration with clinical data and plan adjustment.</alt-text>
</graphic>
</fig>
<p>Tier 1 &#x2013; Clinician Training</p>
<p>A structured educational module was proposed, including theoretical background in tactile neurophysiology, hands-on simulation of palpation technique, calibration workshops for scoring reliability, and certification processes.</p>
<p>Tier 2 &#x2013; Implementation Workflow</p>
<p>A clinical decision pathway was mapped for integrating NAME assessments during: a) NICU admission screening; b) Daily interprofessional rounds; c) High-risk clinical transitions (e.g., escalation, weaning, discharge).</p>
<p>The NAME score informs stratified care responses, from routine monitoring (&#x201C;Good&#x201D;) to increased surveillance or multidisciplinary review (&#x201C;Marginal&#x201D; or &#x201C;Bad&#x201D;).</p>
<p>Tier 3 &#x2013; Evaluation Metrics</p>
<p>Suggested metrics for evaluating impact include: I) Interrater agreement; II) Changes in care plans triggered by NAME scores; III) Analysis of trajectories, namely of scores varied over time; IV) Associations with clinical outcomes (e.g., length of stay, clinically relevant events); V) Staff satisfaction and usability surveys.</p>
<p>Drawing from the consolidated evidence base of the NAME model and guided by the KTA framework, we propose a three-tier translational model to support the structured implementation of NAME in neonatal intensive care settings. The model addresses key domains of clinician preparation, bedside application, and outcome evaluation. Each tier is designed to ensure that NAME assessments are valid, interpretable, and impactful in daily neonatal care.</p>
<sec id="s3b1"><label>3.2.1</label><title>Tier 1: clinician training and competency development</title>
<p>The foundation of the NAME implementation framework lies in the structured preparation of clinical staff to ensure fidelity in assessment technique, reliability in scoring, and integration into clinical reasoning (<xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>, Tier 1 details). Given the model&#x0027;s reliance on haptic sensitivity and nuanced physiological interpretation, a standardized training curriculum is essential to minimize operator variability and ensure intersubjective consistency.</p>
<p>The training program is proposed to be modular and tiered, adapting both in content depth and practical emphasis to match the background and responsibilities of different NICU professionals. It is recommended that the core curriculum include approximately 45&#x2013;55&#x2005;h of instruction and practice, divided into didactic and experiential components. Theoretical modules (20&#x2013;25&#x2005;h) would provide grounding in neurophysiological principles (including interoception, somatosensory pathways, and autonomic regulation), while practical laboratories (25&#x2013;30&#x2005;h) would focus on palpation approaches, clinical simulations, and interrater calibration exercises.</p>
<p>Specific training adaptations by professional profile include:</p>
<p>Neonatologists and Pediatricians: Focus on integrating NAME into diagnostic reasoning, triage decisions, and longitudinal assessment. Emphasis on interpreting trends, understanding physiological implications, and integrating findings into interdisciplinary discussions.</p>
<p>NICU Nurses: Focus on bedside assessment fidelity, routine integration during caregiving tasks, and documenting NAME scores in clinical charts or electronic systems. Particular attention to recognizing changes over time and triggering appropriate team responses.</p>
<p>Manual Practitioners (e.g., osteopaths, physical therapists): Emphasis on tactile proficiency, advanced palpatory skills, and differential interpretation of compliance and homogeneity. Training may include leadership in NAME calibration workshops and support in complex case consultations.</p>
<p>Allied Health Professionals: For roles such as respiratory therapists or psychologists involved in integrated care rounds, optional modules can introduce the conceptual rationale of NAME and its contribution to holistic care planning.</p>
<p>Each participant would undergo competency evaluation through observed structured clinical examinations (OSCEs) or standardized scoring exercises using video scenarios. Certification is granted upon demonstration of consistency (&#x2265;80&#x0025; agreement with reference scores). Refresher sessions and recalibration workshops are advised at 6&#x2013;12 month intervals to maintain skill fidelity and mitigate scoring drift.</p>
<p>In addition, developing a community of practice within the institution&#x2014;where NAME-trained staff can engage in joint scoring exercises, reflective discussions, and collaborative case reviews&#x2014;may enhance both professional engagement and clinical coherence around the tool.</p>
<p>This structured and role-specific approach to training ensures that NAME is not perceived as an isolated tool, but rather as an integrated part of neonatal care culture, adaptable to diverse professional lenses and responsibilities.</p>
</sec>
<sec id="s3b2"><label>3.2.2</label><title>Tier 2: clinical workflow integration</title>
<p>The second tier of the implementation framework focuses on embedding the NAME model within the operational and decision-making rhythms of the NICU (<xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>, Tier 2 details). This tier builds upon the foundational competencies developed during clinician training and translates individual skill into system-wide application. The goal is to ensure that NAME assessments are not isolated events but are consistently and meaningfully integrated into clinical routines, contributing to team-based care and adaptive planning.</p>
<p>The primar<italic>y</italic> axis of this integration involves aligning the NAME assessment with existing care checkpoints. One critical entry point is the neonatal admission phase. During the first 24 to 48&#x2005;h of hospitalization, every eligible infant&#x2014;defined as those with a gestational age of at least 29 weeks and a birth weight of 1,000&#x2005;g or more&#x2014;is evaluated using the NAME model. This early application provides a physiological baseline that complements traditional vital sign monitoring and supports immediate risk stratification.</p>
<p>Beyond admission, NAME is incorporated into routine monitoring schedules, particularly during interdisciplinary rounds. Conducted at regular intervals (typically every 48 to 72&#x2005;h), these follow-up assessments allow clinicians to detect subtle changes in autonomic regulation or musculoskeletal tension that may precede overt clinical deterioration. This proactive approach is especially valuable in cases where infants exhibit non-specific signs of stress, which may not be captured through standard metrics alone.</p>
<p>Integration into workflow also includes the use of NAME assessments at critical transition points&#x2014;such as escalation or de-escalation of respiratory support, initiation of feeding protocols, or prior to discharge planning. These applications help to reinforce the continuity of physiological assessment throughout the infant&#x0027;s care trajectory and promote consistency in interdisciplinary communication.</p>
<p>To ensure interpretability and actionability, the NAME scoring outputs are tied to clinical pathways. A score interpreted as &#x201C;Good&#x201D; suggests robust adaptation and stability, warranting continuation of standard care. A &#x201C;Marginal&#x201D; score may prompt increased surveillance or the initiation of supportive interventions, such as enhanced tactile interventions, kangaroo care, or physiotherapy consultation. A &#x201C;Bad&#x201D; score is treated as a red flag and typically triggers a team-based review, further diagnostic inquiry, and potential escalation of care intensity.</p>
<p>Operational integration also requires digital and administrative alignment. Where possible, NAME scores are recorded within electronic medical records (EMR), enabling trend visualization and integration with broader clinical dashboards. Staff are encouraged to include NAME results in daily handovers and collaborative care discussions, thereby reinforcing a shared physiological language across disciplines.</p>
<p>By positioning NAME within the temporal and procedural architecture of the NICU, Tier 2 transforms the model from a novel assessment tool into a functional and systemic element of care delivery. It ensures that the insights generated through structured touch translate into timely decisions, meaningful interventions, and enhanced continuity of care.</p>
</sec>
<sec id="s3b3"><label>3.2.3</label><title>Tier 3: evaluation, feedback, and outcome monitoring</title>
<p>The third tier of the implementation framework focuses on the systematic evaluation of the NAME model&#x0027;s clinical impact and its integration into continuous quality improvement cycles (<xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>, Tier 3 details). This level is essential for ensuring that NAME not only functions as an individual assessment tool but also contributes meaningfully to the broader clinical, operational, and developmental outcomes of neonatal care.</p>
<p>Outcome evaluation in this tier occurs across three primary dimensions: process fidelity, clinical effectiveness, and user experience. Process fidelity refers to the consistency with which NAME assessments are conducted, recorded, and acted upon. This includes monitoring the frequency of assessments according to protocol, the level of adherence to the scoring algorithm, and the reliability of interpretation across different clinicians. In particular, interrater agreement is continuously measured using standardized cases and blinded parallel scoring sessions, allowing institutions to monitor skill maintenance and scoring drift over time.</p>
<p>Clinical effectiveness encompasses the correlation between NAME scoring and tangible outcomes in neonatal care. Early metrics of interest include changes in care plans prompted by NAME assessments, the alignment of scores with clinical deterioration or recovery events, and the relationship between NAME trends and markers of infant progress&#x2014;such as stabilization of vital signs, tolerance of feeds, weight gain, and readiness for discharge. These outcome linkages not only validate the physiological sensitivity of the NAME model but also enable the identification of specific thresholds or trajectories that may be predictive of complications or recovery.</p>
<p>Furthermore, NAME outcomes can be correlated with resource utilization indicators, such as duration of respiratory support, frequency of interventions, or length of stay. Through such analyses, the model&#x0027;s value in supporting risk-adjusted decision-making and optimizing care intensity can be quantitatively evaluated. When integrated into institutional dashboards or clinical analytics systems, NAME scores may also serve as early warning indicators or contribute to triage algorithms within EMR platforms.</p>
<p>A third and equally critical aspect of Tier 3 is the evaluation of user experience, both from the perspective of clinicians and families. Structured feedback from staff&#x2014;captured through surveys, focus groups, or reflective debriefs&#x2014;can provide insight into the perceived usability, interpretability, and added value of the NAME model in daily practice. This feedback can inform iterative adjustments to training curricula, workflow timing, or documentation (EMR) templates, ensuring that the tool remains practical and relevant.</p>
<p>Notably, this tier also lays the groundwork for incorporating parental feedback and engagement into the evaluation cycle. As proposed in Section <xref ref-type="sec" rid="s4d">4.4</xref>, future development may include parental education on the significance of NAME scores and collaborative care models in which parents are encouraged to participate in regulated touch-based interactions aligned with NAME principles. This co-regulatory model has the potential not only to enhance parental confidence and bonding but to contribute to physiological stabilization and emotional development in the infant.</p>
<p>Critically, Tier 3 adheres to the cyclical logic of the KTA framework by closing the loop between knowledge application and knowledge refinement. The continuous monitoring of performance, outcomes, and contextual feedback allows institutions to adapt implementation strategies, adjust training needs, and revise clinical thresholds based on real-world data. In doing so, the NAME model evolves from a static assessment procedure into a dynamic component of a learning healthcare system&#x2014;responsive to both individual patient needs and systemic priorities.</p>
</sec>
</sec>
<sec id="s3c"><label>3.3</label><title>Proposed use case in NICU practice</title>
<p>The NAME score can be used:
<list list-type="alpha-lower">
<list-item>
<p>Within 24&#x2005;h of admission to stratify neonatal health status.</p></list-item>
<list-item>
<p>During daily rounds, to track changes and guide intervention decisions.</p></list-item>
<list-item>
<p>As a communication tool, facilitating shared understanding among NICU professionals.</p></list-item>
</list>This integrative use promotes early detection of deterioration and individualized care planning&#x2014;especially for high-risk preterm infants (<xref ref-type="fig" rid="F2">Figure&#x00A0;2</xref>).</p>
</sec>
<sec id="s3d"><label>3.4</label><title>Clinical use case vignette: NAME in action</title>
<p>Patient: Baby L., preterm male infant, born at 30&#x2009;&#x002B;&#x2009;2 weeks GA, birth weight 1250g.</p>
<p>Setting: Level III NICU, Day 2 of life.</p>
<p>Clinical Context: Infant stable on non-invasive respiratory support, receiving gavage feeds; no major complications but high baseline risk due to prematurity.</p>
<p>Day 2: Initial NAME Assessment.</p>
<p>Performed during routine morning rounds while infant is in quiet wakefulness (<xref ref-type="fig" rid="F3">Figure&#x00A0;3</xref>).</p>
<fig id="F3" position="float"><label>Figure&#x00A0;3</label>
<caption><p>Clinical vignette. This clinical scenario is intended as a hypothetical use case to illustrate the NAME assessment workflow. Interventions such as osteopathic treatment or kangaroo care are context-dependent and should not be interpreted as therapeutic recommendations arising from NAME alone.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fped-14-1734450-g003.tif"><alt-text content-type="machine-generated">Flowchart titled \"Clinical Vignette: NAME in Action\" showing sequential clinical assessment and management. Day 2 assessment with marginal results leads to interpretation of mild dysregulation, clinical response adjustment, Day 4 improved score, and a stable, personalized non-invasive care outcome.</alt-text>
</graphic>
</fig>
<p>Compliance: Marginal &#x2014; body responds to touch but with partial resistance.</p>
<p>Homogeneity: Marginal &#x2014; increased stiffness noted in lower extremities.</p>
<p>Categorical Score: Marginal.</p>
<p>Numerical Score: 5/9.</p>
<p>Interpretation: Indicates mild dysregulation and localized somatic tension, possibly reflecting early clinical or neurological stress not yet apparent in vitals.</p>
<p>Clinical Response</p>
<p>Neonatologist adjusts feeding position to minimize discomfort. Nurse increases frequency of kangaroo care sessions. Osteopaths consulted for osteopathic assessment and manipulative treatment (OMT). Physical therapist consulted for early neuromotor evaluation. NAME reassessment scheduled in 48&#x2005;h.</p>
<p>Day 4: Re-assessment.</p>
<p>Categorical Score: Good.</p>
<p>Numerical Score: 8/9.</p>
<p>Outcome: Improved tissue response and homogeneity suggests better ANS regulation. No new complications. Infant continues to thrive.</p>
<p>Impact of NAME Integration.</p>
<p>Enabled early detection of subclinical stress. Promoted interdisciplinary collaboration (nursing, therapy, neonatology). Guided personalized care adjustments based on tactile physiology. Provided objective feedback on infant progress using a non-invasive tool.</p>
<p>This vignette provides an example on how the NAME model can complement traditional metrics (e.g., vitals, labs) by offering physiologically informed, hands-on assessment that enhances both responsiveness and precision in neonatal care planning (<xref ref-type="fig" rid="F2">Figures&#x00A0;2</xref>, <xref ref-type="fig" rid="F3">3</xref>).</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion"><label>4</label><title>Discussion</title>
<p>The NAME model represents an innovative and physiologically grounded approach to neonatal assessment that bridges the gap between tactile clinical experience and structured, reproducible evaluation. The model&#x0027;s scientific foundation in interoceptive neurobiology, combined with its demonstrated validity, reliability, and clinical relevance, position it as a promising tool for augmenting neonatal care practices. This discussion synthesizes the evidence for NAME, evaluates its translational potential, compares it with existing neonatal assessment methodologies, and outlines the role of the KTA framework in guiding its implementation.</p>
<sec id="s4a"><label>4.1</label><title>Evidence-based justification for NAME integration</title>
<p>The findings of this translational synthesis affirm that the NAME model satisfies multiple criteria for clinical utility in the NICU environment. Specifically: i) the model exhibits high content and construct validity, with experts recognizing its clinical relevance (S-CVI&#x2009;&#x003D;<sans-serif>&#x2009;0</sans-serif>.95) and statistical correlations confirming its sensitivity to neonatal complexity and risk status (<italic>&#x03C4;</italic>&#x2009;&#x003D;&#x2009;&#x2013;0.31; OR&#x2009;&#x003D;&#x2009;0.84) (<xref ref-type="bibr" rid="B21">21</xref>); ii) its reliability profile is suitable for real-world use, with moderate-to-good interrater agreement, especially when performed by trained professionals in stable neonates (<xref ref-type="bibr" rid="B22">22</xref>); iii) the model&#x0027;s clinical correlations with gestational age, birth weight, and health trajectories support its use as an early risk stratification tool and longitudinal monitoring aid (<xref ref-type="bibr" rid="B23">23</xref>).</p>
<p>These attributes underscore NAME&#x0027;s potential not only as an adjunct to current assessment protocols, but as a unique, rapid-access diagnostic window into autonomic and somatosensory adaptation in the critically ill neonate.</p>
</sec>
<sec id="s4b"><label>4.2</label><title>Clinical significance and comparative analysis</title>
<p>Conventional neonatal assessment tools, such as the NBAS, AIMS, and TIMP, are largely developmental in scope and often focus on observable motor and behavioral functions (<xref ref-type="table" rid="T2">Table&#x00A0;2</xref>). While valuable for long-term follow-up, they are limited in their real-time applicability during acute care phases in the NICU. These tools: a) typically require 10&#x2013;40&#x2005;min to administer, b) are highly dependent on infant state and motor readiness, c) require specialized training not universally available in all NICUs (<xref ref-type="bibr" rid="B26">26</xref>).</p>
<table-wrap id="T2" position="float"><label>Table&#x00A0;2</label>
<caption><p>Comparison of NAME with other neonatal assessment tools.</p></caption>
<table>
<colgroup>
<col align="left"/>
<col align="left"/>
<col align="left"/>
<col align="center"/>
<col align="left"/>
<col align="left"/>
<col align="left"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Tool</th>
<th valign="top" align="center">Primary modality</th>
<th valign="top" align="center">Focus</th>
<th valign="top" align="center">Time to administer</th>
<th valign="top" align="center">Specialist required</th>
<th valign="top" align="center">Touch-based?</th>
<th valign="top" align="center">Clinical usefulness</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">NAME</td>
<td valign="top" align="left">Haptic/Tactile</td>
<td valign="top" align="left">Compliance &#x0026; homogeneity via ANS response</td>
<td valign="top" align="center">&#x223C;90&#x2005;s</td>
<td valign="top" align="left">Manual therapist/NICU-trained staff</td>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">Risk stratification, bedside monitoring</td>
</tr>
<tr>
<td valign="top" align="left">BNBAS (Brazelton)</td>
<td valign="top" align="left">Visual/Behavioral</td>
<td valign="top" align="left">Neurobehavioral development</td>
<td valign="top" align="center">20&#x2013;30&#x2005;min</td>
<td valign="top" align="left">Trained specialist</td>
<td valign="top" align="left">Limited</td>
<td valign="top" align="left">Developmental profiling</td>
</tr>
<tr>
<td valign="top" align="left">APIB</td>
<td valign="top" align="left">Visual/Behavioral</td>
<td valign="top" align="left">Stress behavior and regulation</td>
<td valign="top" align="center">25&#x2013;40&#x2005;min</td>
<td valign="top" align="left">Advanced certification</td>
<td valign="top" align="left">Limited</td>
<td valign="top" align="left">Research/long-term monitoring</td>
</tr>
<tr>
<td valign="top" align="left">AIMS</td>
<td valign="top" align="left">Motor observation</td>
<td valign="top" align="left">Gross motor performance</td>
<td valign="top" align="center">10&#x2013;15&#x2005;min</td>
<td valign="top" align="left">Physical therapist</td>
<td valign="top" align="left">No</td>
<td valign="top" align="left">Motor milestone screening</td>
</tr>
<tr>
<td valign="top" align="left">TIMP</td>
<td valign="top" align="left">Movement assessment</td>
<td valign="top" align="left">Functional motor behavior</td>
<td valign="top" align="center">20&#x2013;30&#x2005;min</td>
<td valign="top" align="left">Therapist/trained clinician</td>
<td valign="top" align="left">No</td>
<td valign="top" align="left">Prognostic for motor delay</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TF2"><p>NAME, Neonatal Assessment Manual scorE; BNBAS, Brazelton Neonatal Behavioral Assessment Scale; APIB, Assessment of Preterm Infant Behavior; AIMS, Alberta Infant Motor Scale; TIMP, Test of Infant Motor Performance. Touch-Based: Defined as requiring structured physical contact as a central part of assessment, beyond handling. Specialist Required: Requires certified personnel with formal training beyond standard NICU roles.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>In contrast, the NAME model requires &#x003C;2&#x2005;min to perform, offers both categorical and numeric outputs, leverages structured tactile input to evaluate systemic physiological response and aligns closely with the daily manual handling routines already inherent to NICU practice (<xref ref-type="bibr" rid="B11">11</xref>). Importantly, the NAME model is not positioned to predict long-term neurodevelopmental outcomes as tools like NBAS or TIMP do. Rather, its strength lies in real-time, physiologically grounded assessment of neonatal adaptability. The tactile and interoceptive focus of NAME captures autonomic tone and mechanical responsiveness, offering clinicians a practical and complementary layer of information during acute care phases.</p>
<p>Additionally, unlike observational-only tools, NAME provides clinicians with an opportunity to interact meaningfully with the infant&#x0027;s regulatory physiology, using gentle touch as both a diagnostic and potentially therapeutic interface. This interoceptive-informed approach aligns with current interest in sensory ecology, trauma-informed neonatal care, and supportive regulation techniques such as kangaroo care and affective touch (<xref ref-type="bibr" rid="B27">27</xref>&#x2013;<xref ref-type="bibr" rid="B31">31</xref>).</p>
</sec>
<sec id="s4c"><label>4.3</label><title>Clinical integration and impact</title>
<p>Recognizing the implementation gap between validated assessment tools and real-world adoption (<xref ref-type="bibr" rid="B32">32</xref>), this paper applied the KTA framework to guide the translation of NAME into clinical practice. The KTA model emphasizes a dynamic and cyclical process of knowledge generation, adaptation, implementation, and evaluation, ensuring innovations are not only evidence-based but context-responsive and sustainably integrated (<xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B25">25</xref>).</p>
<p>In alignment with KTA&#x0027;s two-phase structure: i) the Knowledge Creation phase was addressed through the foundational NAME studies, which collectively established theoretical justification, clinical validity, and psychometric rigor; ii) the Action Cycle was addressed through the development of a three-tier implementation framework:
<list list-type="alpha-lower">
<list-item>
<p>Clinician Training: Emphasizing tactile proficiency, interrater reliability, and certification;</p></list-item>
<list-item>
<p>Clinical Integration: Mapping NAME use into NICU workflows (e.g., admission assessments, rounds, deterioration points);</p></list-item>
<list-item>
<p>Evaluation Metrics: Tracking process fidelity, clinical impact, and user experience.</p></list-item>
</list>The cyclical nature of KTA ensures that NAME&#x0027;s integration is iterative, adaptable to institutional feedback, and capable of evolving in response to clinical realities. Importantly, the model supports scalable adoption across settings, from high-resource tertiary NICUs to lower-resource neonatal units seeking low-cost, high-value clinical assessment options (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B33">33</xref>).</p>
</sec>
<sec id="s4d"><label>4.4</label><title>Strengths, limitations, and future directions</title>
<p>The NAME model offers several compelling strengths that position it as a distinctive addition to neonatal assessment methodologies. Foremost among these is its strong theoretical foundation, rooted in neurophysiology and interoceptive science. Unlike conventional assessment tools that rely predominantly on visual observation or developmental task performance (<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B35">35</xref>), the NAME model is informed by the activation of low-threshold mechanoreceptors and tactile-afferent pathways (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B36">36</xref>). This biologically grounded approach allows the evaluator to interface directly with the infant&#x0027;s autonomic nervous system through a structured and non-invasive touch protocol.</p>
<p>Another key strength lies in its operational feasibility within high-demand NICU environments. The NAME assessment is designed for brevity, requiring approximately 90&#x2005;s to complete, and can be performed during routine clinical interactions without disrupting workflow or requiring additional resources. Its dual scoring system&#x2014;categorical and numerical&#x2014;supports both rapid clinical triage and longitudinal monitoring of physiological status. Furthermore, the model&#x0027;s compatibility with the existing NICU ecosystem is enhanced by its alignment with core values of neurodevelopmentally supportive care, such as individualized attention, gentle touch, and behavioral regulation (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B37">37</xref>, <xref ref-type="bibr" rid="B38">38</xref>). This makes it particularly well-suited for integration into multidisciplinary practices involving neonatologists, nurses, physical therapists, and manual practitioners.</p>
<p>Nonetheless, several limitations must be acknowledged to guide both interpretation of current findings and future research directions. While the foundational studies reviewed here provide robust evidence for NAME&#x0027;s validity, reliability, and clinical correlation, they are limited to single-center evaluations conducted within a specific cultural and clinical context. Broader validation across diverse NICU populations, healthcare systems, and staffing models is essential to ensure generalizability and scalability. Additionally, the current evidence base is limited in terms of evaluating NAME&#x0027;s predictive value for specific neonatal morbidities such as sepsis, necrotizing enterocolitis, or intraventricular hemorrhage. While NAME scores reflect dysregulation that may precede these events, future research should investigate whether NAME trends can serve as early markers for such conditions. Until then, NAME should be considered an adjunctive physiological screening tool rather than a diagnostic or prognostic instrument.</p>
<p>Moreover, the potential impact of NAME on clinical decision-making processes, care efficiency, and resource allocation has not yet been quantified. For instance, future research should investigate whether integration of NAME into routine rounds facilitates earlier recognition of deterioration, prompts more timely interventions, or reduces unnecessary escalations. The extent to which NAME contributes to improved communication among team members or enhances parent-clinician engagement through shared understanding of the infant&#x0027;s condition is also worth exploring. These questions are particularly relevant as neonatal care moves toward models emphasizing family-centered, data-informed, and personalized medicine.</p>
<p>A particularly compelling, yet currently underdeveloped, dimension of the NAME model lies in its potential for enhancing parental engagement. Parents of NICU infants often feel disempowered, alienated from their child&#x0027;s care due to the medicalized environment and technological barriers. The NAME model, by virtue of its tactile, relational, and regulatory focus, holds promise as a tool not only for clinicians, but also for parents. Future directions should explore the feasibility and impact of including parents in NAME-informed care frameworks&#x2014;both as informed observers and as participants in therapeutic touch practices. Introducing structured psycho-soma-education for parents, grounded in NAME&#x0027;s physiological and regulatory framework, could serve dual aims: increasing parental confidence and involvement, and enhancing the infant&#x0027;s neuroregulatory environment through familiar, affective touch. This could be operationalized through guided education sessions, co-regulation approaches, or therapeutic handling workshops facilitated by NICU staff trained in NAME principles.</p>
<p>From an implementation standpoint, it will also be critical to understand the organizational and behavioral enablers or barriers to NAME adoption. Studies exploring clinician perceptions, training sustainability, and institutional readiness will help refine the three-tier framework proposed here. The integration of NAME into EMR systems for automatic score tracking and visualization could further enhance its utility, enabling trend analysis and digital decision support.</p>
<p>Future studies should prioritize prospective, multicenter trials that combine NAME assessments with biomarker data, developmental screening tools, and outcome tracking over time (namely trajectories). Additionally, randomized implementation trials may be valuable in assessing the cost-effectiveness, scalability, and patient-centered impact of NAME in real-world settings. These endeavors will be essential in elevating NAME from a promising, physiologically grounded tool to a standard of care within neonatal medicine.</p>
<p>In summary, while the NAME model exhibits multiple strengths that align with current clinical priorities and care philosophies in neonatology, its full integration into practice will require ongoing research, thoughtful implementation strategies, and a sustained commitment to evidence-informed translation. The framework outlined in this paper, grounded in the Knowledge-to-Action cycle, offers a pathway to support this evolution.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions"><label>5</label><title>Conclusions</title>
<p>The Neonatal Assessment Manual scorE model offers a scientifically grounded, physiologically sensitive, and clinically feasible approach to evaluating newborns&#x0027; adaptive status in the NICU. Synthesizing the findings of four foundational studies, this paper showed that NAME has robust construct validity, interrater reliability, and strong clinical correlations with neonatal health indicators.</p>
<p>By translating NAME into a three-tier clinical framework&#x2014;comprising structured clinician training, integrated bedside workflow, and measurable evaluation metrics&#x2014;we provide a roadmap for its adoption in neonatal practice. Unlike conventional assessment tools, NAME harnesses tactile interaction to capture subtle autonomic and mechanical responses, making it uniquely suited to complement current visual and observational assessments.</p>
<p>Its rapid application, safety, and adaptability make NAME a compelling tool for early identification of physiological dysregulation, risk stratification, and longitudinal monitoring. Implementing NAME could enhance clinical decision-making, personalize care strategies, and ultimately improve neonatal health outcomes.</p>
<p>Further studies are warranted to evaluate NAME&#x0027;s predictive capabilities and long-term impact. However, based on current evidence, the NAME model represents a promising advancement in the evolution of neonatal assessment, bridging the gap between physiological insight and clinical practice.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability"><title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7" sec-type="author-contributions"><title>Author contributions</title>
<p>FC: Data curation, Supervision, Methodology, Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft, Visualization, Conceptualization. CA: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. AlA: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing, Formal analysis. AdA: Formal analysis, Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft. MC: Writing &#x2013; original draft, Formal analysis, Methodology, Writing &#x2013; review &#x0026; editing. MG: Writing &#x2013; review &#x0026; editing, Methodology, Formal analysis, Writing &#x2013; original draft. CL: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing, Resources. EL: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing, Resources. MP: Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft, Resources. ST: Project administration, Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft, Resources. SZ: Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft, Resources. JK: Project administration, Supervision, Writing &#x2013; review &#x0026; editing, Resources, Writing &#x2013; original draft. KW: Data curation, Supervision, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. AM: Project administration, Formal analysis, Writing &#x2013; original draft, Data curation, Writing &#x2013; review &#x0026; editing, Supervision.</p>
</sec>
<sec id="s9" 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 FC 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="s10" 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="s11" 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>
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<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/1256613/overview">Linus Olson</ext-link>, Karolinska Institutet (KI), Sweden</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/556429/overview">Alicia Fernandez-Fernandez</ext-link>, Nova Southeastern University, United States</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2570823/overview">Veronica Siljehav</ext-link>, Karolinska Institutet (KI), Sweden</p></fn>
</fn-group>
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