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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Vet. Sci.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Veterinary Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Vet. Sci.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2297-1769</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fvets.2025.1667887</article-id><article-version article-version-type="Corrected Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading"><subject>Review</subject></subj-group>
</article-categories>
<title-group>
<article-title>Laparoscopic artificial insemination in small ruminants: technological integration, economic evaluation, and future perspectives</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Kang</surname>
<given-names>Ting-Chieh</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2980542"/>
<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="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="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>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Lai</surname>
<given-names>I-Ling</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<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>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Shen</surname>
<given-names>Perng-Chih</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</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>
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</contrib-group>
<aff id="aff1"><label>1</label><institution>Taiwan Livestock Research Institute, Ministry of Agriculture</institution>, <city>Pingtung</city>, <country country="tw">Taiwan</country></aff>
<aff id="aff2"><label>2</label><institution>Graduate Institute of Bioresources, National Pingtung University of Science and Technology</institution>, <city>Pingtung</city>, <country country="tw">Taiwan</country></aff>
<aff id="aff3"><label>3</label><institution>Department of Animal Science, National Pingtung University of Science and Technology</institution>, <city>Neipu, Pingtung</city>, <country country="tw">Taiwan</country></aff>
<author-notes><corresp id="c001"><label>&#x002A;</label>Correspondence: Ting-Chieh Kang, <email xlink:href="mailto:ccuasktc@gmail.com">ccuasktc@gmail.com</email>; Perng-Chih Shen, <email xlink:href="mailto:pcshen@mail.npust.edu.tw">pcshen@mail.npust.edu.tw</email></corresp></author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-10-10">
<day>10</day>
<month>10</month>
<year>2025</year>
</pub-date>
<pub-date publication-format="electronic" date-type="corrected" iso-8601-date="2026-03-19">
<day>19</day>
<month>03</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1667887</elocation-id>
<history>
<date date-type="received">
<day>17</day>
<month>07</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>23</day>
<month>09</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Kang, Lai and Shen.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Kang, Lai and Shen</copyright-holder>
<license><ali:license_ref start_date="2025-10-10">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>
<p>Laparoscopic artificial insemination (LAI) has emerged as a cornerstone technology for genetic improvement in small ruminants. By directly depositing semen into the uterine horns through minimally invasive surgery, LAI effectively bypasses the cervical anatomical barrier that hinders transcervical insemination. This approach has elevated pregnancy rates with frozen&#x2013;thawed semen from 20 to 40% using conventional methods to 60&#x2013;70%, establishing LAI as the &#x201C;gold standard&#x201D; in small ruminant reproduction. This review develops an integrated framework centered on LAI, systematically highlighting how emerging technologies directly enhance its precision and automation. Artificial intelligence&#x2013;driven multivariate prediction models now enable pregnancy rate forecasting (AUC&#x202F;=&#x202F;0.86), while computer vision technologies provide highly accurate estrus detection (98.56% accuracy), optimizing insemination timing. Robotic-assisted systems further refine surgical precision, and the integration of Internet of Things (IoT) and digital twin platforms enables end-to-end intelligent reproductive management. Economic evaluations indicate that LAI delivers significant returns on investment when the genetic value of disseminated germplasm is sufficiently high. Although technical complexity and equipment costs remain challenges, the integration of LAI with emerging technologies is driving a paradigm shift toward precision and intelligent management in the small ruminant industry, offering critical support for global food security and sustainable development.</p>
</abstract>
<kwd-group>
<kwd>laparoscopic artificial insemination</kwd>
<kwd>small ruminants</kwd>
<kwd>precision reproductive management</kwd>
<kwd>artificial intelligence</kwd>
<kwd>computer vision</kwd>
<kwd>emerging technologies</kwd>
</kwd-group><funding-group><funding-statement>The author(s) declare that financial support was received for the research and/or publication of this article. The study was funded by the Taiwan Livestock Research Institute of the Ministry of Agriculture, Taiwan.</funding-statement></funding-group>
<counts>
<fig-count count="0"/>
<table-count count="7"/>
<equation-count count="0"/>
<ref-count count="85"/>
<page-count count="11"/>
<word-count count="7956"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Animal Reproduction - Theriogenology</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>The global small ruminant industry faces the dual challenge of enhancing both production efficiency and genetic quality. With the increasing demand for animal protein driven by population growth and the ongoing threats of climate change, livestock systems must achieve higher productivity under limited resources (<xref ref-type="bibr" rid="ref1">1</xref>, <xref ref-type="bibr" rid="ref2">2</xref>). Genetic improvement remains the most fundamental pathway to enhancing herd performance, and efficient assisted reproductive technologies are critical tools for accelerating the dissemination of superior genes (<xref ref-type="bibr" rid="ref3">3</xref>). Among these technologies, artificial insemination [Artificial intelligence (AI)] is widely adopted for maximizing the genetic potential of elite sires. However, conventional transcervical artificial insemination [Transcervical artificial insemination (TCAI)] is constrained by the unique anatomical complexity of the sheep and goat cervix, characterized by tortuous spiral folds that create a natural barrier to sperm transport (<xref ref-type="bibr" rid="ref4">4</xref>, <xref ref-type="bibr" rid="ref5">5</xref>). While these structures may have evolved to provide reproductive protection, they represent a major bottleneck in AI. Pregnancy rates achieved with TCAI average only 40&#x2013;60% when fresh semen is used, and drop further to 20&#x2013;40% with frozen&#x2013;thawed semen considerably lower than the 70&#x2013;80% success rates reported in cattle (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref6">6</xref>). Laparoscopic artificial insemination (LAI), first introduced in the early 1980s, addressed this limitation by directly depositing semen into the uterine horns through minimally invasive surgery (<xref ref-type="bibr" rid="ref7 ref8 ref9">7&#x2013;9</xref>). Since then, LAI has become the &#x201C;gold standard&#x201D; for small ruminant reproduction, reliably achieving pregnancy rates of 60&#x2013;70% even with frozen&#x2013;thawed semen (<xref ref-type="bibr" rid="ref6">6</xref>, <xref ref-type="bibr" rid="ref10">10</xref>, <xref ref-type="bibr" rid="ref11">11</xref>). Beyond improving semen utilization efficiency, LAI has opened new opportunities for global germplasm exchange and conservation (<xref ref-type="bibr" rid="ref3">3</xref>, <xref ref-type="bibr" rid="ref8">8</xref>). Nevertheless, most current studies have focused on isolated technical aspects, lacking a systems-level perspective that positions LAI at the core of reproductive management. With the rapid advancement of artificial intelligence, robotics, and the Internet of Things, LAI is now poised for transformative innovation (<xref ref-type="bibr" rid="ref12">12</xref>, <xref ref-type="bibr" rid="ref13">13</xref>).</p>
<p>This review establishes a LAI-centered integrative framework to demonstrate how emerging technologies support critical decision points in LAI, while also assessing its economic feasibility and long-term prospects for the small ruminant industry.</p>
</sec>
<sec id="sec2">
<label>2</label>
<title>Evolution and standardization of LAI technology</title>
<sec id="sec3">
<label>2.1</label>
<title>Historical development and technical maturation</title>
<p>The development of laparoscopic artificial insemination (LAI) exemplifies the convergence of veterinary surgery and reproductive biology. In 1982, Killeen and Caffery first reported successful intrauterine insemination in ewes using laparoscopy, marking the inception of this technique (<xref ref-type="bibr" rid="ref9">9</xref>). Early LAI systems were bulky and technically demanding, requiring specialized surgical teams, which limited their adoption. During the 1990s, the systematic review published by Gourley and Riese signaled the maturation of the technique and its progression into commercial use (<xref ref-type="bibr" rid="ref7">7</xref>). Their work detailed standardized procedures and identified critical success factors, laying the foundation for subsequent refinements. With advances in optical imaging, materials science, and anesthesiology in the early 21st century, LAI equipment became more portable and durable, while the surgical procedure itself became safer and faster (<xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref15">15</xref>). Modern LAI is now highly standardized. Sathe&#x2019;s procedural review provided comprehensive best practices, covering equipment selection, animal preparation, surgical techniques, and postoperative care (<xref ref-type="bibr" rid="ref8">8</xref>). These refinements reduced procedure time to 5&#x2013;10&#x202F;min, substantially improving operational efficiency and animal welfare (<xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref16">16</xref>) (<xref ref-type="table" rid="tab1">Table 1</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Historical milestones in the development of laparoscopic artificial insemination (LAI).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Year/Era</th>
<th align="left" valign="top">Key event</th>
<th align="left" valign="top">Major contributor(s)</th>
<th align="left" valign="top">Technical characteristics</th>
<th align="center" valign="top">Reference</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">1982</td>
<td align="left" valign="top">First report of LAI in sheep</td>
<td align="left" valign="top">Killeen and Caffery</td>
<td align="left" valign="top">Successful intrauterine insemination using laparoscopy</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref9">9</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">1990s</td>
<td align="left" valign="top">Standardization and commercialization</td>
<td align="left" valign="top">Gourley and Riese</td>
<td align="left" valign="top">Established standardized procedures and success criteria</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref7">7</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Early 2000s</td>
<td align="left" valign="top">Modernization of equipment</td>
<td align="left" valign="top">Multiple researchers</td>
<td align="left" valign="top">Advances in imaging, materials, and anesthesia; portability</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref15">15</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">2018</td>
<td align="left" valign="top">Procedural standardization review</td>
<td align="left" valign="top">Sathe</td>
<td align="left" valign="top">Detailed current best practices; reduced surgery time to 5&#x2013;10&#x202F;min</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref16">16</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">2019</td>
<td align="left" valign="top">Technical recommendations</td>
<td align="left" valign="top">Gibbons et al.</td>
<td align="left" valign="top">Established global guidelines for LAI practice</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref3">3</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Standardized procedures and key technical considerations</title>
<p>Successful LAI begins with meticulous planning and adherence to standardized protocols. The technical recommendations published by Gibbons et al. now serve as authoritative global guidelines for LAI practice (<xref ref-type="bibr" rid="ref3">3</xref>). The key steps include:</p>
<sec id="sec5">
<label>2.2.1</label>
<title>Animal selection and preparation</title>
<p>Selecting healthy ewes with a body condition score [Body condition score (BCS)] of 2.5&#x2013;3.5/5 is essential for success. Animals should be free of reproductive disorders, aged 1&#x2013;6&#x202F;years, and in moderate body weight (<xref ref-type="bibr" rid="ref3">3</xref>, <xref ref-type="bibr" rid="ref17">17</xref>). Preoperative evaluation typically includes general health checks, reproductive tract assessment, and basic blood biochemistry (<xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref18">18</xref>).</p>
</sec>
<sec id="sec6">
<label>2.2.2</label>
<title>Estrus synchronization</title>
<p>Hormonal synchronization is critical for ensuring LAI success. The most common protocol involves vaginal sponges containing fluorogestone acetate [Fluorogestone acetate (FGA)] or medroxyprogesterone acetate [Medroxyprogesterone acetate (MAP)] for 12&#x2013;14&#x202F;days, followed by Pregnant mare serum gonadotropin (PMSG) injection at withdrawal to induce ovulation (<xref ref-type="bibr" rid="ref19 ref20 ref21 ref22">19&#x2013;22</xref>). Yu et al. compared five synchronization protocols and reported that Group II (11-day FGA&#x202F;+&#x202F;PGF2&#x03B1; on day 9&#x202F;+&#x202F;330&#x202F;IU PMSG at withdrawal) yielded the best balance of lambing rate, twinning rate, and cost-effectiveness (<xref ref-type="bibr" rid="ref19">19</xref>). Tirpan et al. further confirmed that 300&#x202F;IU PMSG is sufficient for effective synchronization (<xref ref-type="bibr" rid="ref20">20</xref>).</p>
</sec>
<sec id="sec7">
<label>2.2.3</label>
<title>Anesthesia and analgesia</title>
<p>Modern LAI typically combines local anesthesia with light sedation to minimize stress while ensuring smooth surgery (<xref ref-type="bibr" rid="ref15">15</xref>, <xref ref-type="bibr" rid="ref17">17</xref>). Haan et al. compared CO&#x2082; and medical air for abdominal insufflation, reporting no significant differences in respiratory parameters, though CO&#x2082; was absorbed more quickly and improved postoperative recovery (<xref ref-type="bibr" rid="ref16">16</xref>). Pain management has become integral to LAI, with preventive analgesia prior to surgery and extended postoperative pain control now considered best practice (<xref ref-type="bibr" rid="ref15">15</xref>, <xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref23">23</xref>).</p>
</sec>
<sec id="sec8">
<label>2.2.4</label>
<title>Surgical technique</title>
<p>Feed is withheld for 12&#x2013;24&#x202F;h before surgery to reduce gastrointestinal distension. Following CO&#x2082; insufflation, two 5&#x2013;10&#x202F;mm incisions are made for the laparoscope and surgical instruments. The uterine horns are located under direct visualization, and puncture is performed at well-vascularized, high-tension sites (<xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref16">16</xref>). The choice of trocar system and insertion technique strongly influence outcomes; Kang et al. compared different trocar systems to guide optimal device selection (<xref ref-type="bibr" rid="ref24">24</xref>).</p>
</sec>
<sec id="sec9">
<label>2.2.5</label>
<title>Semen handling and deposition</title>
<p>The thawing and preparation of frozen semen critically affect fertilization outcomes. Rickard and de Graaf outlined best practices, including optimal thawing temperature, extender choice, and sperm viability assessment (<xref ref-type="bibr" rid="ref25">25</xref>). Typically, 0.1&#x2013;0.2&#x202F;ml of semen containing 20&#x2013;50&#x202F;&#x00D7;&#x202F;10<sup>6</sup> motile spermatozoa is deposited per uterine horn (<xref ref-type="bibr" rid="ref25">25</xref>, <xref ref-type="bibr" rid="ref26">26</xref>).</p>
</sec>
</sec>
<sec id="sec10">
<label>2.3</label>
<title>Key factors influencing success rates</title>
<p>The success of laparoscopic artificial insemination (LAI) is shaped by multiple interacting factors. Recent large-scale studies have provided scientific evidence to quantify their relative importance. Hill et al., analyzing 28,447 commercial LAI cases, reported an overall pregnancy rate of 71.7% and identified key determinants, including progesterone source, PMSG dosage, semen type (fresh vs. frozen&#x2013;thawed), breed, and operator workload (<xref ref-type="bibr" rid="ref10">10</xref>). More recently, Spanner et al. developed a multivariate prediction model based on 30,254 ewes, refining the analysis of predictors with modern statistical methods (<xref ref-type="bibr" rid="ref11">11</xref>) (<xref ref-type="table" rid="tab2">Table 2</xref>).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Major factors influencing LAI pregnancy outcomes.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Category</th>
<th align="left" valign="top">Specific factor</th>
<th align="left" valign="top">Level of influence</th>
<th align="left" valign="top">Optimal condition/recommendation</th>
<th align="center" valign="top">Reference</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="4">Ewe-related</td>
<td align="left" valign="top">Uterine tone</td>
<td align="left" valign="top">Most critical predictor</td>
<td align="left" valign="top">Pink, contractile upon touch, good vascularity</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref11">11</xref>, <xref ref-type="bibr" rid="ref27">27</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Age</td>
<td align="left" valign="top">Significant</td>
<td align="left" valign="top">Best outcomes at 2&#x2013;4&#x202F;years</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref11">11</xref>, <xref ref-type="bibr" rid="ref27">27</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Body condition score</td>
<td align="left" valign="top">Significant</td>
<td align="left" valign="top">BCS 2.5&#x2013;3.5/5</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref3">3</xref>, <xref ref-type="bibr" rid="ref17">17</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Breed</td>
<td align="left" valign="top">Significant</td>
<td align="left" valign="top">Genetic background influences responsiveness</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref31">31</xref>)</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Semen-related</td>
<td align="left" valign="top">Motility</td>
<td align="left" valign="top">Determinant factor</td>
<td align="left" valign="top">Preservation during freezing&#x2013;thawing process is critical</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref26">26</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Concentration</td>
<td align="left" valign="top">Key parameter</td>
<td align="left" valign="top">20&#x2013;50&#x202F;&#x00D7;&#x202F;10<sup>6</sup> motile sperm/0.1&#x2013;0.2&#x202F;ml</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref25">25</xref>, <xref ref-type="bibr" rid="ref26">26</xref>)</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Procedural</td>
<td align="left" valign="top">Timing of insemination</td>
<td align="left" valign="top">Crucial</td>
<td align="left" valign="top">52&#x2013;56&#x202F;h after sponge withdrawal</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref30">30</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Deposition site</td>
<td align="left" valign="top">Important</td>
<td align="left" valign="top">Well-vascularized, high-tension region of the uterine horn</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref8">8</xref>, <xref ref-type="bibr" rid="ref16">16</xref>)</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">Environmental</td>
<td align="left" valign="top">Season</td>
<td align="left" valign="top">Strong influence</td>
<td align="left" valign="top">Higher fertility during breeding season</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref31">31</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Nutritional status</td>
<td align="left" valign="top">Important</td>
<td align="left" valign="top">Adequate energy and protein supply</td>
<td align="center" valign="top">(<xref ref-type="bibr" rid="ref31">31</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="sec11">
<label>2.3.1</label>
<title>Ewe-related factors</title>
<p>Uterine tone is the single most critical predictor, reflecting the receptivity of the uterine environment under hormonal regulation. A well-toned uterus is pink in color, contracts upon palpation, and shows strong vascularization (<xref ref-type="bibr" rid="ref11">11</xref>, <xref ref-type="bibr" rid="ref27">27</xref>). Age, body condition score (BCS), breed, parity, and lactational status also significantly affect pregnancy outcomes. Young ewes (2&#x2013;4&#x202F;years old) generally have higher fertility, though primiparous animals may exhibit slightly lower rates due to heightened stress responses (<xref ref-type="bibr" rid="ref11">11</xref>, <xref ref-type="bibr" rid="ref27">27</xref>).</p>
</sec>
<sec id="sec12">
<label>2.3.2</label>
<title>Semen-related factors</title>
<p>Sperm motility during the freezing&#x2013;thawing process is a decisive determinant of fertility. Perkins et al. demonstrated that sperm motility and concentration directly affected pregnancy outcomes following LAI (<xref ref-type="bibr" rid="ref26">26</xref>). Paulenz et al. further examined the role of extenders and storage conditions, providing technical support for the standardization of semen handling (<xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref29">29</xref>).</p>
</sec>
<sec id="sec13">
<label>2.3.3</label>
<title>Procedural factors</title>
<p>The timing of insemination is critical. The optimal window is 52&#x2013;56&#x202F;h after sponge withdrawal, coinciding with follicular maturity just before ovulation (<xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref30">30</xref>). O&#x2019;Hara et al. showed that storage temperature and duration significantly affect the viability of fresh semen, informing guidelines for transport and short-term use (<xref ref-type="bibr" rid="ref30">30</xref>). Interestingly, unilateral deposition yields result comparable to bilateral insemination but reduces surgical time and improves animal welfare (<xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref30">30</xref>).</p>
</sec>
<sec id="sec14">
<label>2.3.4</label>
<title>Environmental and management factors</title>
<p>Seasonal effects, nutritional status, stress level, and overall flock management substantially influence pregnancy outcomes. Donovan et al. reported differences between natural and synchronized estrus conditions, while Fair et al. highlighted breed-specific responsiveness to LAI (<xref ref-type="bibr" rid="ref31">31</xref>). Proper nutrition, stress reduction, and breeding during the natural season can significantly enhance reproductive success.</p>
</sec>
</sec>
</sec>
<sec id="sec15">
<label>3</label>
<title>Integration of LAI with reproductive management</title>
<sec id="sec16">
<label>3.1</label>
<title>Optimization and innovation in Estrus synchronization</title>
<p>Estrus synchronization serves as the foundation for successful LAI, as its effectiveness directly determines insemination outcomes. Conventional protocols rely on combinations of progestogens and gonadotropins, yet new strategies continue to emerge as our understanding of small ruminant reproductive physiology deepens. Wildeus provided a seminal review outlining the theoretical framework of estrus synchronization in sheep and goats, emphasizing the pivotal role of PMSG in ovulation induction and the importance of tailoring dosages to breed, season, and individual variation (<xref ref-type="bibr" rid="ref21">21</xref>). More recently, Habeeb highlighted the unique challenges of synchronizing seasonal breeders, further refining the theoretical basis for practical application (<xref ref-type="bibr" rid="ref22">22</xref>). Field studies have confirmed these principles. Yu et al. compared five synchronization protocols in Hu sheep and demonstrated that Group II (11-day FGA&#x202F;+&#x202F;PGF2&#x03B1; on day 9&#x202F;+&#x202F;330&#x202F;IU PMSG at withdrawal) achieved &#x003E;80% estrus rate, the highest pregnancy outcomes, and up to 70% twinning rates, representing the most cost-effective solution for commercial farms (<xref ref-type="bibr" rid="ref19">19</xref>). Tirpan et al. further showed that 300&#x202F;IU PMSG was sufficient for synchronization, while higher doses increased the risk of excessive multiple births and dystocia (<xref ref-type="bibr" rid="ref20">20</xref>). Earlier evidence by Mutiga et al. compared synchronization methods and PMSG dosages, providing historical support for dosage optimization (<xref ref-type="bibr" rid="ref32">32</xref>). More recently, Shehabeldin et al. developed a PMSG-loaded chitosan nanoparticle system for controlled release, which enhanced synchronization efficiency and reduced the number of required injections, improving animal welfare (<xref ref-type="bibr" rid="ref33">33</xref>). Alternative approaches have also been explored. Vallejo et al. compared Ovsynch with intravaginal progesterone devices in hair sheep and reported no significant differences in pregnancy rates, though Ovsynch was operationally simpler (<xref ref-type="bibr" rid="ref34">34</xref>). Similarly, Deac et al. validated timed AI protocols during the non-breeding season, extending the applicability of LAI beyond seasonal constraints (<xref ref-type="bibr" rid="ref35">35</xref>). In goats, Whitley and Jackson stressed that higher hormonal sensitivity requires species-specific dosage adjustments (<xref ref-type="bibr" rid="ref36">36</xref>). A broader comparative review by Arya et al. summarized similarities and differences in synchronization strategies across cattle, sheep, and goats, offering insights for cross-species adaptation (<xref ref-type="bibr" rid="ref37">37</xref>) (<xref ref-type="table" rid="tab3">Table 3</xref>).</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Comparative outcomes of estrus synchronization protocols in small ruminants.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Protocol</th>
<th align="left" valign="top">Treatment scheme</th>
<th align="center" valign="top">Estrus rate (%)</th>
<th align="center" valign="top">Pregnancy rate (%)</th>
<th align="center" valign="top">Twinning rate (%)</th>
<th align="left" valign="top">Cost-effectiveness</th>
<th align="center" valign="top">Reference</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Group I</td>
<td align="left" valign="middle">Conventional progestogen-based protocol</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="left" valign="middle">Lower</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref19">19</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle">Group II</td>
<td align="left" valign="middle">11-day FGA&#x202F;+&#x202F;PGF2&#x03B1; on day 9&#x202F;+&#x202F;330&#x202F;IU PMSG at removal</td>
<td align="center" valign="middle">&#x003E;80</td>
<td align="center" valign="middle">Highest</td>
<td align="center" valign="middle">~70</td>
<td align="left" valign="middle">Most cost-effective</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref19">19</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle">Group III</td>
<td align="left" valign="middle">Alternative synchronization schemes</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="left" valign="middle">Moderate</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref19">19</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle">300&#x202F;IU PMSG</td>
<td align="left" valign="middle">Standardized dose for induction</td>
<td align="center" valign="middle">Effective</td>
<td align="center" valign="middle">Stable</td>
<td align="center" valign="middle">Moderate</td>
<td align="left" valign="middle">Economical</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref20">20</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle">Ovsynch protocol</td>
<td align="left" valign="middle">Timed insemination, GnRH + PGF2&#x03B1; regimen</td>
<td align="center" valign="middle">Comparable</td>
<td align="center" valign="middle">No significant difference vs. progestogen</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="left" valign="middle">Easy to implement</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref34">34</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec17">
<label>3.2</label>
<title>Precision Estrus detection and optimization of insemination timing</title>
<p>Traditional estrus detection relies heavily on visual observation, which is labor-intensive, subjective, and prone to errors. With advances in computer vision and artificial intelligence, automated estrus detection has emerged as a practical solution. Yu et al. developed a multi-target detection neural network based on an improved YOLO v3 architecture, incorporating K-means++ clustering and additional detection layers, achieving 98.56% precision and 98.04% recall in identifying ewe mounting behavior (<xref ref-type="bibr" rid="ref38">38</xref>). This provides an accurate &#x201C;time anchor&#x201D; for LAI. Later, Yu et al. introduced a lightweight network (EfficientNet-B0 with Senet modules), delivering 99.44% accuracy with a model size of only 40.6&#x202F;MB and 48.39 FPS, suitable for real-time deployment (<xref ref-type="bibr" rid="ref39">39</xref>). Complementary innovations include non-contact biometric monitoring. Fuentes et al. integrated visible and infrared thermal imaging with machine learning algorithms to assess heat stress in sheep (<xref ref-type="bibr" rid="ref40">40</xref>). Such tools not only aid estrus detection but also expand to animal health monitoring. Additionally, Hu et al. applied an enhanced YOLOv5 model to identify grazing behaviors, while Yang et al. reviewed applications of computer vision for body condition scoring (<xref ref-type="bibr" rid="ref41">41</xref>, <xref ref-type="bibr" rid="ref42">42</xref>). Integrating multiple sensing modalities&#x2014;such as ultrasonography, temperature loggers, and accelerometers&#x2014;offers a pathway toward comprehensive estrus monitoring. These multimodal decision-support systems are shifting insemination decisions from experience-based to data-driven, enabling a transition from group-level scheduling to precise individual-level timing (<xref ref-type="bibr" rid="ref39">39</xref>, <xref ref-type="bibr" rid="ref40">40</xref>).</p>
</sec>
<sec id="sec18">
<label>3.3</label>
<title>Integration with genetic improvement strategies</title>
<p>Laparoscopic artificial insemination (LAI) and genomic selection [Genomic selection (GS)] form a complementary pair of technologies that collectively accelerate genetic progress in small ruminants. Genomic selection, which leverages dense SNP chip data to estimate genomic breeding values [Genomic estimated breeding values (GEBVs)], provides unprecedented accuracy in identifying elite sires. LAI then acts as a &#x201C;genetic multiplier,&#x201D; enabling these elite sires to disseminate their germplasm broadly across ewe populations, unrestricted by geography or time (<xref ref-type="bibr" rid="ref43">43</xref>, <xref ref-type="bibr" rid="ref44">44</xref>). Van der Werf and Banks emphasized the transformative potential of GS in sheep breeding, particularly its ability to shorten generation intervals and improve selection accuracy. Similarly, Daetwyler et al. demonstrated the value of whole-genome sequencing for dissecting complex traits, while Moghaddar et al. confirmed that GS outperforms pedigree-based approaches in young animals (<xref ref-type="bibr" rid="ref43">43</xref>, <xref ref-type="bibr" rid="ref44">44</xref>). The economic implications of GS integration with LAI are substantial. Shumbusho et al. evaluated genomic selection in meat sheep breeding programs, showing that GS combined with reproductive technologies generates considerable returns on investment (<xref ref-type="bibr" rid="ref45">45</xref>). In dairy sheep, Baloche et al. validated the accuracy of genomic predictions in the French Lacaune breed, providing technical assurance for genetic progress in milk traits (<xref ref-type="bibr" rid="ref46">46</xref>).</p>
<p>An optimal integration strategy involves:<list list-type="bullet">
<list-item>
<p>Screening and selecting top young rams through GS.</p>
</list-item>
<list-item>
<p>Collecting, freezing, and storing semen from these sires.</p>
</list-item>
<list-item>
<p>Disseminating semen on a large scale via LAI.</p>
</list-item>
<list-item>
<p>Feeding back progeny performance data to refine GS models.</p>
</list-item>
</list></p>
<p>This closed-loop &#x201C;GS selection&#x2014;LAI dissemination&#x2014;data feedback&#x201D; cycle maximizes genetic gain (<xref ref-type="bibr" rid="ref45">45</xref>, <xref ref-type="bibr" rid="ref46">46</xref>).</p>
<p>Modern breeding programs must also align with sustainability goals. Brito et al. highlighted the importance of large-scale phenotyping to improve animal welfare and resilience (<xref ref-type="bibr" rid="ref12">12</xref>). Likewise, Gonz&#x00E1;lez-Recio et al. incorporated methane emissions into dairy cattle breeding objectives, demonstrating the potential of genetic selection for environmental mitigation (<xref ref-type="bibr" rid="ref13">13</xref>). Similar principles can be extended to small ruminants, where combining GS with LAI could yield breeds that are not only more productive but also climate-resilient and environmentally sustainable.</p>
</sec>
</sec>
<sec id="sec19">
<label>4</label>
<title>Emerging technologies empowering LAI</title>
<sec id="sec20">
<label>4.1</label>
<title>Artificial intelligence&#x2013;driven prediction models and decision support</title>
<p>Artificial intelligence (AI) applications in LAI are transitioning from conceptual to practical. Spanner et al. developed a multivariate prediction model that integrates ewe characteristics, intraoperative uterine tone scores, and semen quality parameters to forecast pregnancy outcomes, achieving an AUC of 0.86 (<xref ref-type="bibr" rid="ref11">11</xref>).</p>
<p>The model&#x2019;s utility lies in several functions:<list list-type="bullet">
<list-item>
<p>Individualized selection&#x2014;identifying ewes with extremely low predicted fertility, thus avoiding unnecessary costs and animal stress.</p>
</list-item>
<list-item>
<p>Semen optimization&#x2014;matching semen samples to ewes predicted to achieve the highest pregnancy rates, maximizing genetic resource efficiency.</p>
</list-item>
<list-item>
<p>Dose adjustment&#x2014;increasing insemination dose or applying bilateral insemination for borderline cases to improve outcomes.</p>
</list-item>
</list></p>
<p>Brito et al. emphasized that large-scale phenotyping is essential for training robust AI models with strong generalizability (<xref ref-type="bibr" rid="ref12">12</xref>). More recently, Spanner et al. introduced a fertility model based on standardized <italic>in vitro</italic> semen thresholds, expanding AI-based predictive tools for field applications (<xref ref-type="bibr" rid="ref29">29</xref>).</p>
<p>Ultimately, these AI systems are shifting LAI from an empirical practice to a data-driven, precision-guided intervention. The integration of genomic, environmental, and historical reproductive data will further enhance the personalization of reproductive management (<xref ref-type="bibr" rid="ref12">12</xref>, <xref ref-type="bibr" rid="ref13">13</xref>) (<xref ref-type="table" rid="tab4">Tables 4</xref>, <xref ref-type="table" rid="tab5">5</xref>).</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Comparative pregnancy outcomes of AI and conventional insemination methods in ruminants.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Insemination method</th>
<th align="left" valign="top">Semen type</th>
<th align="center" valign="top">Pregnancy rate (%)</th>
<th align="left" valign="top">Advantages</th>
<th align="left" valign="top">Limitations</th>
<th align="center" valign="top">Reference</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">LAI</td>
<td align="left" valign="middle">Frozen&#x2013;thawed</td>
<td align="center" valign="middle">60&#x2013;70</td>
<td align="left" valign="middle">Bypasses cervical barrier; higher efficiency</td>
<td align="left" valign="middle">Technically demanding; higher costs</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref6">6</xref>, <xref ref-type="bibr" rid="ref10">10</xref>, <xref ref-type="bibr" rid="ref11">11</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle">LAI</td>
<td align="left" valign="middle">Fresh</td>
<td align="center" valign="middle">&#x003E;70</td>
<td align="left" valign="middle">Highest success rates</td>
<td align="left" valign="middle">Short storage time for semen</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref6">6</xref>, <xref ref-type="bibr" rid="ref10">10</xref>, <xref ref-type="bibr" rid="ref11">11</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle">TCAI</td>
<td align="left" valign="middle">Fresh</td>
<td align="center" valign="middle">40&#x2013;60</td>
<td align="left" valign="middle">Simple and low-cost</td>
<td align="left" valign="middle">Anatomical limitations of cervix</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref6">6</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle">TCAI</td>
<td align="left" valign="middle">Frozen&#x2013;thawed</td>
<td align="center" valign="middle">20&#x2013;40</td>
<td align="left" valign="middle">Low-cost</td>
<td align="left" valign="middle">Poor efficiency; low success rates</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref6">6</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle">Cattle AI</td>
<td align="left" valign="middle">Frozen&#x2013;thawed</td>
<td align="center" valign="middle">70&#x2013;80</td>
<td align="left" valign="middle">Well-established technique</td>
<td align="left" valign="middle">Not directly applicable to small ruminants</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref6">6</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption>
<p>Applications of emerging technologies in LAI and their outcomes.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Technology class</th>
<th align="left" valign="top">Specific innovation</th>
<th align="left" valign="top">Application function</th>
<th align="left" valign="top">Key outcomes/indicators</th>
<th align="left" valign="top">Development stage</th>
<th align="center" valign="top">Reference</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" rowspan="2">Artificial intelligence</td>
<td align="left" valign="middle">Multivariate prediction model</td>
<td align="left" valign="middle">Pregnancy forecasting</td>
<td align="left" valign="middle">AUC&#x202F;=&#x202F;0.86</td>
<td align="left" valign="middle">Field-tested</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref11">11</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle">Fertility model (<italic>in vitro</italic>)</td>
<td align="left" valign="middle">Standardized threshold prediction</td>
<td align="left" valign="middle">Improved predictive accuracy</td>
<td align="left" valign="middle">Under development</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref29">29</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="3">Computer vision</td>
<td align="left" valign="middle">YOLO v3&#x2013;based detection</td>
<td align="left" valign="middle">Estrus detection</td>
<td align="left" valign="middle">Precision 98.56%, recall 98.04%</td>
<td align="left" valign="middle">Field-tested</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref38">38</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle">Lightweight neural network</td>
<td align="left" valign="middle">Real-time estrus monitoring</td>
<td align="left" valign="middle">Accuracy 99.44%, FPS 48.39</td>
<td align="left" valign="middle">Field-tested</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref39">39</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle">Non-contact biometrics</td>
<td align="left" valign="middle">Heat stress monitoring</td>
<td align="left" valign="middle">Visible + infrared imaging, ML modeling</td>
<td align="left" valign="middle">Prototype</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref40">40</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">Robotics</td>
<td align="left" valign="middle">Robotic-assisted LAI systems</td>
<td align="left" valign="middle">Precision surgical assistance</td>
<td align="left" valign="middle">Tremor filtration, motion scaling</td>
<td align="left" valign="middle">Conceptual</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref47 ref48 ref49">47&#x2013;49</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle">ZEUS robotic platform</td>
<td align="left" valign="middle">Surgical assistance</td>
<td align="left" valign="middle">Enhanced 3D visualization and fine motor control</td>
<td align="left" valign="middle">Experimental</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref50">50</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">AR/VR</td>
<td align="left" valign="middle">Augmented reality navigation</td>
<td align="left" valign="middle">Intraoperative guidance</td>
<td align="left" valign="middle">3D anatomical overlays</td>
<td align="left" valign="middle">Prototype</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref50 ref51 ref52 ref53">50&#x2013;53</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle">VR-based training</td>
<td align="left" valign="middle">Skill acquisition</td>
<td align="left" valign="middle">Safe and repeatable learning environment</td>
<td align="left" valign="middle">Implemented</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref62">62</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">IoT</td>
<td align="left" valign="middle">Wearable sensors</td>
<td align="left" valign="middle">Physiological monitoring</td>
<td align="left" valign="middle">Body temperature, heart rate, activity patterns</td>
<td align="left" valign="middle">Commercial use</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref56">56</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle">Digital twin systems</td>
<td align="left" valign="middle">Individualized management</td>
<td align="left" valign="middle">Virtual models for simulation and decision support</td>
<td align="left" valign="middle">Conceptual</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref58">58</xref>, <xref ref-type="bibr" rid="ref59">59</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec21">
<label>4.2</label>
<title>Development and application of robotic-assisted surgery</title>
<p>Robotic-assisted surgery is already well established in human medicine and is gradually being adapted for veterinary use. These systems mitigate inherent limitations such as hand tremor and operator fatigue (<xref ref-type="bibr" rid="ref47">47</xref>). For LAI, robotic systems offer several advantages:<list list-type="bullet">
<list-item>
<p>Enhanced flexibility and precision through robotic arms that exceed the range of human motion.</p>
</list-item>
<list-item>
<p>Tremor filtration and motion scaling, which convert larger operator movements into precise micromovements (<xref ref-type="bibr" rid="ref48">48</xref>).</p>
</list-item>
<list-item>
<p>Improved 3D visualization, offering greater depth perception and clarity of surgical fields (<xref ref-type="bibr" rid="ref47">47</xref>, <xref ref-type="bibr" rid="ref49">49</xref>).</p>
</list-item>
</list></p>
<p>Marescaux and Rubino described the ZEUS robotic platform in both experimental and clinical settings, highlighting its potential relevance for veterinary surgery (<xref ref-type="bibr" rid="ref50">50</xref>). Although high costs remain a barrier, decreasing equipment prices and integration with AI and vision technologies could enable future &#x201C;fully automated LAI workstations,&#x201D; capable of completing insemination procedures from anesthesia to semen deposition with minimal human intervention.</p>
</sec>
<sec id="sec22">
<label>4.3</label>
<title>Augmented reality and 3D imaging integration</title>
<p>Augmented reality (AR) overlays computer-generated information onto the real surgical field in real time, providing novel applications for LAI. Blixt and O&#x2019;Brien systematically reviewed AR applications in veterinary surgery, reporting that AR can significantly enhance surgical accuracy and safety (<xref ref-type="bibr" rid="ref51">51</xref>). In human medicine, Pratt et al. demonstrated that HoloLens-based AR systems can display three-dimensional (3D) vascular models intraoperatively, enabling surgeons to localize critical structures with greater precision (<xref ref-type="bibr" rid="ref52">52</xref>). Similarly, Tepper et al. explored mixed reality integration, highlighting the combined potential of virtual and augmented reality in the operating room (<xref ref-type="bibr" rid="ref53">53</xref>).</p>
<p>In LAI, AR applications could include:<list list-type="bullet">
<list-item>
<p>Intraoperative navigation: Overlaying virtual markers to guide precise puncture sites within the uterine horns.</p>
</list-item>
<list-item>
<p>Critical structure annotation: Highlighting blood vessels and nerves to prevent iatrogenic injury.</p>
</list-item>
<list-item>
<p>Remote guidance and training: Enabling experts to supervise procedures remotely in real time.</p>
</list-item>
</list></p>
<p>Advances in 3D imaging have provided a foundation for these AR applications. Fergo et al. demonstrated that 3D laparoscopy significantly improved depth perception and hand&#x2013;eye coordination compared with 2D high-definition systems (<xref ref-type="bibr" rid="ref54">54</xref>). Curr&#x00F2; et al. further confirmed the value of 3D visualization for enhancing surgical precision (<xref ref-type="bibr" rid="ref55">55</xref>). The combination of 3D/4&#x202F;K laparoscopic imaging with AR guidance could transform LAI into a safer, more intuitive, and highly standardized procedure.</p>
</sec>
<sec id="sec23">
<label>4.4</label>
<title>IoT and digital twin integration</title>
<p>The Internet of Things (IoT) leverages distributed sensor networks to provide continuous monitoring of animals and their environment. Neethirajan reviewed wearable biosensors that capture physiological parameters such as body temperature, heart rate, activity levels, and rumination behavior (<xref ref-type="bibr" rid="ref56">56</xref>). Wolfert et al. emphasized IoT as a key enabler of smart farming, where data-driven insights underpin precision livestock management (<xref ref-type="bibr" rid="ref57">57</xref>).</p>
<p>In the context of LAI, IoT systems can:<list list-type="bullet">
<list-item>
<p>Monitor ewe physiological indices (temperature, activity, feed intake) in real time using wearable devices.</p>
</list-item>
<list-item>
<p>Track environmental parameters (temperature, humidity, air quality) with fixed sensors to ensure optimal housing conditions.</p>
</list-item>
<list-item>
<p>Stream collected data to cloud-based platforms, providing AI-driven models with continuous updates (<xref ref-type="bibr" rid="ref56">56</xref>, <xref ref-type="bibr" rid="ref57">57</xref>).</p>
</list-item>
</list></p>
<p>Digital twin technology represents the most advanced form of IoT integration. Rasheed et al. described digital twins as dynamic, data-driven virtual replicas that evolve alongside their physical counterparts (<xref ref-type="bibr" rid="ref58">58</xref>). Pylianidis et al. further highlighted their agricultural potential, noting their ability to integrate multi-source data into predictive models (<xref ref-type="bibr" rid="ref59">59</xref>).</p>
<p>For LAI, digital twins could create individualized ewe models that incorporate genomic profiles, reproductive histories, real-time physiological data, and environmental conditions. These virtual models can:<list list-type="bullet">
<list-item>
<p>Simulate different management strategies to predict reproductive outcomes.</p>
</list-item>
<list-item>
<p>Continuously update based on real-time data, refining recommendations dynamically.</p>
</list-item>
<list-item>
<p>Provide decision support to optimize insemination timing and protocols for each ewe.</p>
</list-item>
</list></p>
<p>This level of integration offers the potential for highly personalized reproductive management, transforming LAI from a population-level intervention into a truly individualized precision technology.</p>
</sec>
</sec>
<sec id="sec24">
<label>5</label>
<title>Economic evaluation and industrial challenges</title>
<sec id="sec25">
<label>5.1</label>
<title>Cost&#x2013;benefit analysis and economic models</title>
<p>The economic evaluation of laparoscopic artificial insemination (LAI) requires a comprehensive assessment of direct costs, indirect benefits, and long-term impacts. Abbott conducted one of the earliest systematic cost&#x2013;benefit studies on artificial insemination in wool sheep, concluding that LAI yields substantial returns on investment when the value of introduced germplasm is sufficiently high (<xref ref-type="bibr" rid="ref60">60</xref>). Similarly, Valergakis et al. evaluated profitability in dairy sheep genetic improvement programs and found that LAI significantly enhanced milk yield and quality (<xref ref-type="bibr" rid="ref61">61</xref>). More recent analyses by Myers et al. updated these models, incorporating the influence of modern technological advances on cost structures (<xref ref-type="bibr" rid="ref6">6</xref>). Costs of LAI include equipment investment (laparoscopes, CO&#x2082; insufflators, surgical tools), training and certification, semen procurement and storage, consumables, anesthesia and analgesics, and perioperative animal care (<xref ref-type="bibr" rid="ref6">6</xref>, <xref ref-type="bibr" rid="ref60">60</xref>, <xref ref-type="bibr" rid="ref61">61</xref>). Benefits derive from higher pregnancy rates, improved semen utilization, rapid dissemination of elite genes, and reduced risks of sexually transmitted diseases compared with natural mating (<xref ref-type="bibr" rid="ref6">6</xref>, <xref ref-type="bibr" rid="ref60">60</xref>, <xref ref-type="bibr" rid="ref61">61</xref>). Although single-procedure costs exceed those of transcervical insemination (TCAI), the superior pregnancy rates (60&#x2013;70% vs. 20&#x2013;40%) and long-term genetic and economic gains make LAI more profitable in structured breeding programs (<xref ref-type="bibr" rid="ref6">6</xref>) (<xref ref-type="table" rid="tab6">Table 6</xref>).</p>
<table-wrap position="float" id="tab6">
<label>Table 6</label>
<caption>
<p>Economic evaluations of LAI in sheep breeding programs.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Study/Author</th>
<th align="center" valign="top">Year</th>
<th align="left" valign="top">Study population</th>
<th align="left" valign="top">Main findings</th>
<th align="left" valign="top">Return on investment</th>
<th align="left" valign="top">Key factors</th>
<th align="center" valign="top">Reference</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Abbott</td>
<td align="center" valign="middle">1994</td>
<td align="left" valign="middle">Wool-producing sheep</td>
<td align="left" valign="middle">High ROI when genetic value is sufficient</td>
<td align="left" valign="middle">Positive</td>
<td align="left" valign="middle">Value of introduced genetics</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref60">60</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle">Valergakis et al.</td>
<td align="center" valign="middle">2010</td>
<td align="left" valign="middle">Dairy sheep</td>
<td align="left" valign="middle">Improved milk yield and quality</td>
<td align="left" valign="middle">Significant</td>
<td align="left" valign="middle">Enhanced productivity</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref61">61</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle">Myers et al.</td>
<td align="center" valign="middle">2025</td>
<td align="left" valign="middle">Updated economic models</td>
<td align="left" valign="middle">Technology advances lowered costs, improved outcomes</td>
<td align="left" valign="middle">Improved</td>
<td align="left" valign="middle">Modernization of tools</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref6">6</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle">Hill et al.</td>
<td align="center" valign="middle">1998</td>
<td align="left" valign="middle">28,447 commercial ewes</td>
<td align="left" valign="middle">Overall pregnancy rate 71.7% under field conditions</td>
<td align="left" valign="middle">Favorable</td>
<td align="left" valign="middle">Large-scale application</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref10">10</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec26">
<label>5.2</label>
<title>Major barriers to adoption and potential solutions</title>
<p>Despite its proven effectiveness, the widespread adoption of LAI is constrained by several challenges:<list list-type="bullet">
<list-item>
<p>High technical threshold: LAI requires specialized surgical skills and extensive practice, making operator training a major bottleneck. Solutions include standardized certification systems, competency-based evaluation, and training with VR/AR simulation tools. Mentorship programs can accelerate skill transfer across generations (<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref62">62</xref>).</p>
</list-item>
<list-item>
<p>High equipment costs: The initial investment for LAI equipment remains a barrier for small-scale farms. Portable, integrated devices, leasing models, and government subsidies could lower adoption thresholds (<xref ref-type="bibr" rid="ref63">63</xref>).</p>
</list-item>
<list-item>
<p>Animal welfare concerns: LAI involves surgical procedures that require strict pain management protocols. Ensuring mandatory preoperative sedation, intraoperative monitoring, and postoperative analgesia is essential (<xref ref-type="bibr" rid="ref15">15</xref>, <xref ref-type="bibr" rid="ref23">23</xref>).</p>
</list-item>
<list-item>
<p>Lack of data standardization: Inconsistent data formats limit AI and digital system applications. Implementing FAIR principles (Findable, Accessible, Interoperable, Reusable) and establishing industry-wide data standards would facilitate large-scale integration (<xref ref-type="bibr" rid="ref1">1</xref>) (<xref ref-type="table" rid="tab7">Table 7</xref>).</p>
</list-item>
</list></p>
<table-wrap position="float" id="tab7">
<label>Table 7</label>
<caption>
<p>Major barriers to LAI adoption and proposed solutions.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Barrier category</th>
<th align="left" valign="top">Specific issue</th>
<th align="left" valign="top">Impact level</th>
<th align="left" valign="top">Proposed solution</th>
<th align="left" valign="top">Implementation difficulty</th>
<th align="center" valign="top">References</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" rowspan="2">Technical</td>
<td align="left" valign="middle">High skill requirements</td>
<td align="left" valign="middle">High</td>
<td align="left" valign="middle">Standardized training and certification</td>
<td align="left" valign="middle">Moderate</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref62">62</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle">Need for extensive practice</td>
<td align="left" valign="middle">High</td>
<td align="left" valign="middle">VR/AR-based surgical training</td>
<td align="left" valign="middle">Moderate</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref62">62</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">Economic</td>
<td align="left" valign="middle">High equipment investment</td>
<td align="left" valign="middle">High</td>
<td align="left" valign="middle">Portable, integrated devices; leasing</td>
<td align="left" valign="middle">High</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref63">63</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle">High entry cost for small farms</td>
<td align="left" valign="middle">Moderate</td>
<td align="left" valign="middle">Shared-use or subsidy programs</td>
<td align="left" valign="middle">Moderate</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref63">63</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle">Welfare</td>
<td align="left" valign="middle">Surgical risk and pain</td>
<td align="left" valign="middle">Moderate</td>
<td align="left" valign="middle">Mandatory sedation and analgesia</td>
<td align="left" valign="middle">Low</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref23">23</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">Data</td>
<td align="left" valign="middle">Lack of interoperability</td>
<td align="left" valign="middle">Moderate</td>
<td align="left" valign="middle">FAIR-compliant open data platforms</td>
<td align="left" valign="middle">High</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref1">1</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle">Absence of unified standards</td>
<td align="left" valign="middle">Moderate</td>
<td align="left" valign="middle">Industry-wide standardization</td>
<td align="left" valign="middle">High</td>
<td align="center" valign="middle">(<xref ref-type="bibr" rid="ref1">1</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec27">
<label>5.3</label>
<title>Industrial trends and policy support</title>
<p>The industrialization of LAI depends on synergistic advances in research, policy, and market forces. The <italic>USDA Animal Genome Research Blueprint (2018&#x2013;2027)</italic> emphasized the importance of genomics and reproductive technologies in advancing livestock health, productivity, and welfare (<xref ref-type="bibr" rid="ref2">2</xref>). Similar frameworks highlight the role of policy in supporting LAI&#x2019;s development through research funding, workforce training, and international collaboration. On the market side, consumer demand for high-quality animal products, environmental sustainability pressures, and global competition are driving adoption. As Brito et al. observed for dairy cattle, future livestock systems must balance productivity with animal welfare and ecological sustainability (<xref ref-type="bibr" rid="ref64">64</xref>). These principles equally apply to small ruminants, underscoring LAI&#x2019;s relevance as both productivity-enhancing and sustainability-enabling technology.</p>
</sec>
</sec>
<sec id="sec28">
<label>6</label>
<title>Future perspectives and technological outlook</title>
<sec id="sec29">
<label>6.1</label>
<title>Technological convergence and system integration</title>
<p>Future developments in LAI will be characterized by high levels of integration across hardware and software. At the hardware level, the next generation of intelligent LAI workstations will likely incorporate high-definition 3D laparoscopes, robotic arms, AI decision modules, and automated semen-handling systems. These platforms could deliver fully automated workflows, from animal preparation to postoperative monitoring, reducing reliance on specialist operators (<xref ref-type="bibr" rid="ref50">50</xref>).</p>
<p>On the software side, integrated platforms will unify multi-source data&#x2014;IoT sensor readings, genomic profiles, historical reproductive records, and environmental metrics&#x2014;into centralized decision-support systems. By leveraging advanced AI algorithms, these platforms will provide individualized reproductive recommendations, effectively building a comprehensive digital reproductive twin for each ewe (<xref ref-type="bibr" rid="ref56 ref57 ref58">56&#x2013;58</xref>).</p>
</sec>
<sec id="sec30">
<label>6.2</label>
<title>Application of precision medicine principles</title>
<p>The adoption of precision medicine principles in veterinary science mirrors progress already achieved in human healthcare. In LAI, this will shift management from herd-level interventions to individualized protocols. Genomic data, obtained through whole-genome sequencing or SNP chips, will form the foundation of personalized reproductive planning by identifying genetic variants linked to fertility, disease resistance, or productivity traits (<xref ref-type="bibr" rid="ref43">43</xref>, <xref ref-type="bibr" rid="ref44">44</xref>, <xref ref-type="bibr" rid="ref65 ref66 ref67 ref68 ref69">65&#x2013;69</xref>). Epigenetic research will further expand this framework by uncovering how nutrition and environment regulate reproductive gene expression (<xref ref-type="bibr" rid="ref70 ref71 ref72 ref73 ref74 ref75 ref76">70&#x2013;76</xref>). Moreover, integrative multi-omics approaches&#x2014;combining genomics, transcriptomics, proteomics, and metabolomics&#x2014;will provide a systems-level view of reproductive physiology. These insights will enable targeted interventions that optimize insemination success while minimizing resource inputs (<xref ref-type="bibr" rid="ref77 ref78 ref79 ref80 ref81 ref82 ref83">77&#x2013;83</xref>).</p>
</sec>
<sec id="sec31">
<label>6.3</label>
<title>Sustainability and environmental stewardship</title>
<p>The future of LAI must balance productivity gains with ecological sustainability. Thornton projected that livestock production will increasingly be judged by its environmental footprint (<xref ref-type="bibr" rid="ref84">84</xref>), while Gerber et al. highlighted livestock&#x2019;s central role in climate change mitigation (<xref ref-type="bibr" rid="ref85">85</xref>).</p>
<p>LAI contributes to sustainability by:<list list-type="bullet">
<list-item>
<p>Improving reproductive efficiency, thereby reducing the resource demand of maintaining breeding flocks.</p>
</list-item>
<list-item>
<p>Accelerating genetic progress, fostering animals that are more productive and resilient to climate stressors.</p>
</list-item>
<list-item>
<p>Enabling precision management, which minimizes drug use, reduces greenhouse gas emissions, and lowers waste output.</p>
</list-item>
</list></p>
<p>Emerging methodologies such as life-cycle assessment [Life-cycle assessment (LCA)] will be essential for evaluating LAI&#x2019;s environmental impact. Indicators like carbon footprint, water usage, and land-use efficiency will provide benchmarks to ensure that technological adoption aligns with sustainability goals (<xref ref-type="bibr" rid="ref84">84</xref>, <xref ref-type="bibr" rid="ref85">85</xref>).</p>
</sec>
</sec>
<sec id="sec32">
<label>7</label>
<title>Conclusion and outlook</title>
<p>Over the past four decades, laparoscopic artificial insemination (LAI) has evolved from a novel surgical innovation to the gold standard of reproductive management in small ruminants. This review establishes a LAI-centered framework that highlights how emerging technologies&#x2014;including AI, computer vision, robotics, IoT, and digital twins&#x2014;are directly enhancing the precision, automation, and scalability of the technique.</p>
<p>Current LAI protocols already achieve stable pregnancy rates of 60&#x2013;70% with frozen&#x2013;thawed semen, a substantial improvement over transcervical methods. The integration of cutting-edge tools is driving LAI into a new era:<list list-type="bullet">
<list-item>
<p>AI models enable predictive, individualized reproductive management.</p>
</list-item>
<list-item>
<p>Computer vision systems provide automated estrus detection with high accuracy.</p>
</list-item>
<list-item>
<p>Robotics improve surgical precision and reduce operator variability.</p>
</list-item>
<list-item>
<p>IoT and digital twins establish continuous, individualized reproductive monitoring.</p>
</list-item>
</list></p>
<p>Future development will likely focus on fully automated LAI workstations, multimodal data-driven decision systems, and non- or minimally invasive insemination technologies that further enhance efficiency while minimizing animal stress. Integration with genomic and multi-omics platforms will open new opportunities for climate-resilient, welfare-conscious breeding programs.</p>
<p>Ultimately, the trajectory of LAI reflects the broader transformation of livestock reproduction into a field defined by precision, sustainability, and ethical responsibility. With continued innovation and policy support, LAI has the potential to shape a resilient small ruminant industry capable of meeting the dual challenges of global food security and sustainable development.</p>
</sec>
</body>
<back>
<sec sec-type="author-contributions" id="sec33">
<title>Author contributions</title>
<p>T-CK: Conceptualization, Data curation, Formal analysis, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. I-LL: Data curation, Formal analysis, Supervision, Writing &#x2013; review &#x0026; editing. P-CS: Conceptualization, Data curation, Formal analysis, Supervision, Writing &#x2013; review &#x0026; editing.</p>
</sec>

<sec sec-type="COI-statement" id="sec35">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="correction-note" id="sec036">
<title>Correction note</title>
<p>A correction has been made to this article. Details can be found at: <ext-link xlink:href="https://doi.org/10.3389/fvets.2026.1808846" ext-link-type="uri">10.3389/fvets.2026.1808846</ext-link>.</p>
</sec>
<sec sec-type="ai-statement" id="sec36">
<title>Generative AI statement</title>
<p>The author(s) declare that no Gen AI was 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 sec-type="disclaimer" id="sec37">
<title>Publisher&#x2019;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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</ref-list><fn-group><fn id="fn0001" fn-type="custom" custom-type="edited-by"><p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2871958/overview">Charley-Lea Pollard</ext-link>, Department of Agriculture, Fisheries and Forestry, Australia</p></fn>
<fn id="fn0002" fn-type="custom" custom-type="reviewed-by"><p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3150793/overview">Andr&#x00E9; Cascalho Andrade</ext-link>, Universidade Federal do Sul e Sudeste do Par&#x00E1;, Brazil</p><p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3150825/overview">Muhammad Irfan-ur-Rehman Khan</ext-link>, University of Veterinary and Animal Science Lahore-Pakistan, Pakistan</p></fn></fn-group></back>
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