{"id":"https://openalex.org/W7161970487","doi":"https://doi.org/10.5935/1518-0557.20263517","title":"Comparison of key performance indicator score (KPIs score) with artificial intelligence (AI) algorithms for the prediction of blastocysts human implantation","display_name":"Comparison of key performance indicator score (KPIs score) with artificial intelligence (AI) algorithms for the prediction of blastocysts human implantation","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W7161970487","doi":"https://doi.org/10.5935/1518-0557.20263517"},"language":"en","primary_location":{"id":"doi:10.5935/1518-0557.20263517","doi":"https://doi.org/10.5935/1518-0557.20263517","is_oa":true,"landing_page_url":"https://doi.org/10.5935/1518-0557.20263517","pdf_url":"https://doi.org/10.5935/1518-0557.20263517","source":{"id":"https://openalex.org/S2764484146","display_name":"JBRA","issn_l":"1517-5693","issn":["1517-5693","1518-0557"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","ki-jl-1","medline","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310312033","host_organization_name":"Brazilian Society of Assisted Reproduction","host_organization_lineage":["https://openalex.org/P4310312033"],"host_organization_lineage_names":["Brazilian Society of Assisted Reproduction"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"JBRA Assisted Reproduction","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://doi.org/10.5935/1518-0557.20263517","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5110977724","display_name":"Claudia Guilhermino Petersen","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210162531","display_name":"Centro de Reprodu\u00e7\u00e3o Humana Prof. Franco Junior","ror":"https://ror.org/05vazzh87","country_code":"BR","type":"healthcare","lineage":["https://openalex.org/I4210162531"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Claudia G Petersen","raw_affiliation_strings":["Center for Human Reproduction Prof . Franco Jr -Ribeir\u00e3o Preto - SP - Brazil","Paulista Center for Diagnosis-Research and Training -Ribeir\u00e3o Preto -SP - Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Human Reproduction Prof . Franco Jr -Ribeir\u00e3o Preto - SP - Brazil","institution_ids":["https://openalex.org/I4210162531"]},{"raw_affiliation_string":"Paulista Center for Diagnosis-Research and Training -Ribeir\u00e3o Preto -SP - Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063924187","display_name":"Laura Diniz Vagnini","orcid":"https://orcid.org/0000-0001-5225-0608","observed_orcids":["https://orcid.org/0000-0001-5225-0608"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Laura D Vagnini","raw_affiliation_strings":["Paulista Center for Diagnosis-Research and Training -Ribeir\u00e3o Preto -SP - Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Paulista Center for Diagnosis-Research and Training -Ribeir\u00e3o Preto -SP - Brazil","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110134705","display_name":"Fabiana Cagnoto Massaro","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210162531","display_name":"Centro de Reprodu\u00e7\u00e3o Humana Prof. Franco Junior","ror":"https://ror.org/05vazzh87","country_code":"BR","type":"healthcare","lineage":["https://openalex.org/I4210162531"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Fabiana C Massaro","raw_affiliation_strings":["Center for Human Reproduction Prof . Franco Jr -Ribeir\u00e3o Preto - SP - Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Human Reproduction Prof . Franco Jr -Ribeir\u00e3o Preto - SP - Brazil","institution_ids":["https://openalex.org/I4210162531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108823524","display_name":"Bruna Petersen","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210162531","display_name":"Centro de Reprodu\u00e7\u00e3o Humana Prof. Franco Junior","ror":"https://ror.org/05vazzh87","country_code":"BR","type":"healthcare","lineage":["https://openalex.org/I4210162531"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Bruna Petersen","raw_affiliation_strings":["Center for Human Reproduction Prof . Franco Jr -Ribeir\u00e3o Preto - SP - Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Human Reproduction Prof . Franco Jr -Ribeir\u00e3o Preto - SP - Brazil","institution_ids":["https://openalex.org/I4210162531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110265674","display_name":"Juliana Ricci","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210162531","display_name":"Centro de Reprodu\u00e7\u00e3o Humana Prof. Franco Junior","ror":"https://ror.org/05vazzh87","country_code":"BR","type":"healthcare","lineage":["https://openalex.org/I4210162531"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Juliana Ricci","raw_affiliation_strings":["Center for Human Reproduction Prof . Franco Jr -Ribeir\u00e3o Preto - SP - Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Human Reproduction Prof . Franco Jr -Ribeir\u00e3o Preto - SP - Brazil","institution_ids":["https://openalex.org/I4210162531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067923520","display_name":"Camila Zamara","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210162531","display_name":"Centro de Reprodu\u00e7\u00e3o Humana Prof. Franco Junior","ror":"https://ror.org/05vazzh87","country_code":"BR","type":"healthcare","lineage":["https://openalex.org/I4210162531"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Camila Zamara","raw_affiliation_strings":["Center for Human Reproduction Prof . Franco Jr -Ribeir\u00e3o Preto - SP - Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Human Reproduction Prof . Franco Jr -Ribeir\u00e3o Preto - SP - Brazil","institution_ids":["https://openalex.org/I4210162531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108748369","display_name":"Andreia Nicoletti","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210162531","display_name":"Centro de Reprodu\u00e7\u00e3o Humana Prof. Franco Junior","ror":"https://ror.org/05vazzh87","country_code":"BR","type":"healthcare","lineage":["https://openalex.org/I4210162531"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Andreia Nicoletti","raw_affiliation_strings":["Center for Human Reproduction Prof . Franco Jr -Ribeir\u00e3o Preto - SP - Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Human Reproduction Prof . Franco Jr -Ribeir\u00e3o Preto - SP - Brazil","institution_ids":["https://openalex.org/I4210162531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056566003","display_name":"Elisangela Vigil Espirito Santo","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Elisangela V Espirito Santo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5118675524","display_name":"Renata A. Pouza","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210162531","display_name":"Centro de Reprodu\u00e7\u00e3o Humana Prof. Franco Junior","ror":"https://ror.org/05vazzh87","country_code":"BR","type":"healthcare","lineage":["https://openalex.org/I4210162531"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Renata A Pouza","raw_affiliation_strings":["Center for Human Reproduction Prof . Franco Jr -Ribeir\u00e3o Preto - SP - Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Human Reproduction Prof . Franco Jr -Ribeir\u00e3o Preto - SP - Brazil","institution_ids":["https://openalex.org/I4210162531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5118675527","display_name":"Bianca C. Matuella","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210162531","display_name":"Centro de Reprodu\u00e7\u00e3o Humana Prof. Franco Junior","ror":"https://ror.org/05vazzh87","country_code":"BR","type":"healthcare","lineage":["https://openalex.org/I4210162531"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Bianca C Matuella","raw_affiliation_strings":["Center for Human Reproduction Prof . Franco Jr -Ribeir\u00e3o Preto - SP - Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Human Reproduction Prof . Franco Jr -Ribeir\u00e3o Preto - SP - Brazil","institution_ids":["https://openalex.org/I4210162531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046571497","display_name":"Isabela Marangon Pasotti","orcid":"https://orcid.org/0000-0003-0081-4218","observed_orcids":["https://orcid.org/0000-0003-0081-4218"]},"institutions":[{"id":"https://openalex.org/I4210162531","display_name":"Centro de Reprodu\u00e7\u00e3o Humana Prof. Franco Junior","ror":"https://ror.org/05vazzh87","country_code":"BR","type":"healthcare","lineage":["https://openalex.org/I4210162531"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Isabela Marangon Pasotti","raw_affiliation_strings":["Center for Human Reproduction Prof . Franco Jr -Ribeir\u00e3o Preto - SP - Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Human Reproduction Prof . Franco Jr -Ribeir\u00e3o Preto - SP - Brazil","institution_ids":["https://openalex.org/I4210162531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5118675526","display_name":"Joao Bosco Meziara","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210162531","display_name":"Centro de Reprodu\u00e7\u00e3o Humana Prof. Franco Junior","ror":"https://ror.org/05vazzh87","country_code":"BR","type":"healthcare","lineage":["https://openalex.org/I4210162531"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Jo\u00e3o Bosco Meziara","raw_affiliation_strings":["Center for Human Reproduction Prof . Franco Jr -Ribeir\u00e3o Preto - SP - Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Human Reproduction Prof . Franco Jr -Ribeir\u00e3o Preto - SP - Brazil","institution_ids":["https://openalex.org/I4210162531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136660606","display_name":"Jo\u00e3o Paulo Freitas de Oliveira","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jo\u00e3o Batista A Oliveira","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5148355859","display_name":"Jose G Franco Jr","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210162531","display_name":"Centro de Reprodu\u00e7\u00e3o Humana Prof. Franco Junior","ror":"https://ror.org/05vazzh87","country_code":"BR","type":"healthcare","lineage":["https://openalex.org/I4210162531"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Jose G Franco Jr","raw_affiliation_strings":["Center for Human Reproduction Prof . Franco Jr -Ribeir\u00e3o Preto - SP - Brazil","Paulista Center for Diagnosis-Research and Training -Ribeir\u00e3o Preto -SP - Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Human Reproduction Prof . Franco Jr -Ribeir\u00e3o Preto - SP - Brazil","institution_ids":["https://openalex.org/I4210162531"]},{"raw_affiliation_string":"Paulista Center for Diagnosis-Research and Training -Ribeir\u00e3o Preto -SP - Brazil","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"29","issue":"Sup2","first_page":"03","last_page":"03"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10364","display_name":"Reproductive Biology and Fertility","score":0.5220000147819519,"subfield":{"id":"https://openalex.org/subfields/2743","display_name":"Reproductive Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10364","display_name":"Reproductive Biology and Fertility","score":0.5220000147819519,"subfield":{"id":"https://openalex.org/subfields/2743","display_name":"Reproductive Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11156","display_name":"Reproductive Health and Technologies","score":0.2705000042915344,"subfield":{"id":"https://openalex.org/subfields/2743","display_name":"Reproductive Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11732","display_name":"Assisted Reproductive Technology and Twin Pregnancy","score":0.12409999966621399,"subfield":{"id":"https://openalex.org/subfields/2735","display_name":"Pediatrics, Perinatology and Child Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/blastocyst-quality","display_name":"blastocyst quality","score":0.7239999771118164},{"id":"https://openalex.org/keywords/ivf-icsi","display_name":"IVF/ICSI","score":0.6449999809265137},{"id":"https://openalex.org/keywords/clinical-pregnancy-rate","display_name":"clinical pregnancy rate","score":0.5580000281333923},{"id":"https://openalex.org/keywords/anti-mullerian-hormone","display_name":"anti-M\u00fcllerian hormone","score":0.5580000281333923},{"id":"https://openalex.org/keywords/oocyte-number","display_name":"oocyte number","score":0.7900000214576721},{"id":"https://openalex.org/keywords/fertilization-rate","display_name":"fertilization rate","score":0.9120000004768372},{"id":"https://openalex.org/keywords/blastocyst-morphology","display_name":"blastocyst morphology","score":0.75},{"id":"https://openalex.org/keywords/embryo-selection","display_name":"embryo selection","score":0.38600000739097595},{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.35100001096725464}],"concepts":[{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.6241000294685364},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5695000290870667},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5647000074386597},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5051000118255615},{"id":"https://openalex.org/C135510737","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Performance indicator","level":2,"score":0.39010000228881836},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3474000096321106},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3472999930381775},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.259799987077713},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.22550000250339508},{"id":"https://openalex.org/C2777115002","wikidata":"https://www.wikidata.org/wiki/Q7168246","display_name":"Performance prediction","level":2,"score":0.2248000055551529}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5935/1518-0557.20263517","doi":"https://doi.org/10.5935/1518-0557.20263517","is_oa":true,"landing_page_url":"https://doi.org/10.5935/1518-0557.20263517","pdf_url":"https://doi.org/10.5935/1518-0557.20263517","source":{"id":"https://openalex.org/S2764484146","display_name":"JBRA","issn_l":"1517-5693","issn":["1517-5693","1518-0557"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","ki-jl-1","medline","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310312033","host_organization_name":"Brazilian Society of Assisted Reproduction","host_organization_lineage":["https://openalex.org/P4310312033"],"host_organization_lineage_names":["Brazilian Society of Assisted Reproduction"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"JBRA Assisted Reproduction","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.5935/1518-0557.20263517","doi":"https://doi.org/10.5935/1518-0557.20263517","is_oa":true,"landing_page_url":"https://doi.org/10.5935/1518-0557.20263517","pdf_url":"https://doi.org/10.5935/1518-0557.20263517","source":{"id":"https://openalex.org/S2764484146","display_name":"JBRA","issn_l":"1517-5693","issn":["1517-5693","1518-0557"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","ki-jl-1","medline","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310312033","host_organization_name":"Brazilian Society of Assisted Reproduction","host_organization_lineage":["https://openalex.org/P4310312033"],"host_organization_lineage_names":["Brazilian Society of Assisted Reproduction"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"JBRA Assisted Reproduction","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.8048999905586243,"display_name":"Good health and well-being"}],"study_designs":[{"id":"https://openalex.org/study-designs/observational-study","display_name":"Observational Study"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7161970487.pdf","grobid_xml":"https://content.openalex.org/works/W7161970487.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7167678339","https://openalex.org/W3093422639","https://openalex.org/W2976978959","https://openalex.org/W2890716940","https://openalex.org/W4289596339","https://openalex.org/W7165006719","https://openalex.org/W4283721875","https://openalex.org/W2977192866","https://openalex.org/W3188205673","https://openalex.org/W4402972575"],"abstract_inverted_index":{"Objective:":[0],"To":[1],"compare":[2],"KPIs":[3,103,116,224,307],"score":[4,32,104,117,308],"with":[5,22,107,200,258,344],"AI":[6,229,244,252,290,301,321,364],"algorithms":[7,124],"for":[8,354,359],"the":[9,108,130,157,201,241,249,259,264,267,274,280,287,294,314,317,330,335,357],"prediction":[10],"of":[11,25,37,51,71,112,139,142,205,209,218,261,282,319,334],"human":[12,143],"blastocyst":[13,63,158,196],"implantation.Methods:":[14],"This":[15],"study":[16,21],"is":[17],"a":[18,23,136,147,303,310],"prospective":[19],"cohort":[20],"total":[24,102,115,208],"92":[26,216,219],"IVF/ICSI":[27],"cycles":[28,217],"during":[29],"2023":[30],"to2024.KPIs":[31],"was":[33,105,118,160,225,231],"obtained":[34],"by":[35,145],"analysis":[36,234],"age":[38],"(\u226540y:":[39],"1point,":[40,47],"37-39y:":[41],"3points,":[42],"\u226436y:5points)":[43],"AMH":[44],"(ng/ml)":[45],"(<1:":[46],"\u22651-<2:3points,":[48],"\u22652:05points),":[49],"number":[50],"metaphase-II":[52],"oocyte":[53],"(\u22643:1point,":[54],"4-6:3points,":[55],"\u22657:05points),":[56],"fertilization":[57],"rates":[58],"(<50%:1point,":[59],"\u226550-<65%:3points,":[60],"\u226565%:05points)":[61],"and":[62,69,75,128,227,243,278,289,332],"morphology":[64,70],"according":[65,155,162,285],"to":[66,151,153,156,163,172,178,183,286,312],"cavity":[67],"expansion":[68],"inner":[72],"cell":[73],"mass":[74],"trophectoderm":[76],"(Only":[77],"low":[78,175],"quality":[79,132],"embryos":[80,133,144],"GI,":[81],"GII":[82],"or":[83,110,203],"\u2265":[84,93,99],"GIII":[85],"(CC):":[86],"1":[87,292],"point,":[88],"at":[89,95],"least":[90,96],"one":[91,97],"embryo":[92,98,164],"GIII(BB/BC/CB):3points,":[94],"GIII(AA/AB/BA):5":[100],"points.The":[101],"correlated":[106,199],"presence":[109,202],"absence":[111,204],"pregnancy.The":[113],"maximum":[114],"25":[119],"points.For":[120],"artificial":[121],"intelligence":[122],"(AI)":[123],"(EMBRYOAID-MIMFERTILITY)":[125],"automatically":[126],"rank":[127],"identify":[129],"highest":[131],"based":[134],"on":[135],"large":[137],"collection":[138],"time-lapse":[140],"photos":[141],"describing":[146],"grade":[148,230],"(raging":[149],"from":[150,170,215],"0":[152],"10),":[154],"picture.Grading":[159],"classified":[161],"potential":[165,358],"implantation":[166],"(pi)":[167],"as:":[168],"ranges":[169],"0.0":[171],"0.3":[173,177],"(very":[174,193],"pi),":[176,181,186],"2.5":[179,182],"(low":[180],"5.0":[184,187],"(moderate":[185],"-7.5":[188],"(high":[189],"pi)":[190],"7.5to":[191],"10":[192],"high":[194],"pi).The":[195],"grades":[197],"were":[198,213,254],"pregnancy.Results:":[206],"A":[207],"41":[210],"clinical":[211,262,283,315,338,355],"pregnancies":[212],"obtained,":[214],"patients":[220],"aged":[221],"36.6\u00b14.2.The":[222],"mean":[223,228],"18.7\u00b13.7":[226],"6.11\u00b12.74.The":[232],"regression":[233,246],"revealed":[235,247],"significant":[236],"moderate/strong":[237],"positive":[238],"correlation":[239],"between":[240],"KPI":[242,250,288],"results.Logistic":[245],"that":[248],"(OR:1.20)and":[251],"(OR:1.05)values":[253],"both":[255],"significantly":[256],"associated":[257],"likelihood":[260],"pregnancy.On":[263],"other":[265],"hand,":[266],"ROC":[268],"curve":[269,275],"showed":[270,299],"an":[271],"area":[272],"under":[273],"(AUC):":[276],"0.67":[277],"AUC:0.78regarding":[279],"probability":[281],"pregnancy":[284],"values.Table":[291],"shows":[293],"results.Conclusion:":[295],"These":[296],"preliminary":[297],"data":[298],"this":[300,320,363],"present":[302],"better":[304],"performance":[305,326,366],"than":[306],"as":[309],"test":[311],"predict":[313],"pregnancy.Since":[316],"AUC":[318],"model":[322],"only":[323],"reflects":[324],"satisfactory":[325],"in":[327,337,362],"predicting":[328],"pregnancy,":[329],"interpretation":[331],"application":[333],"results":[336],"practice":[339],"should":[340,367],"still":[341],"be":[342,368],"approached":[343],"caution":[345],"(not":[346],"\"Very":[347],"Good":[348],"AUC\":":[349],"0.80-0.89or":[350],"\"Excellent":[351],"AUC\":0.90-1.00,really":[352],"useful":[353],"decision-making).Additionally,":[356],"continuous":[360],"improvement":[361],"model's":[365],"considered.":[369]},"counts_by_year":[],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2026-05-22T00:00:00"}
