{"id":"https://openalex.org/W4386584615","doi":"https://doi.org/10.1016/j.rbmo.2023.103399","title":"Identifying predictors of Day 5 blastocyst utilization rate using an artificial neural network","display_name":"Identifying predictors of Day 5 blastocyst utilization rate using an artificial neural network","publication_year":2023,"publication_date":"2023-09-10","ids":{"openalex":"https://openalex.org/W4386584615","doi":"https://doi.org/10.1016/j.rbmo.2023.103399","pmid":"https://pubmed.ncbi.nlm.nih.gov/37862857"},"language":"en","primary_location":{"id":"doi:10.1016/j.rbmo.2023.103399","doi":"https://doi.org/10.1016/j.rbmo.2023.103399","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.rbmo.2023.103399","pdf_url":"https://www.rbmojournal.com/article/S1472-6483(23)00498-4/pdf","source":{"id":"https://openalex.org/S206719219","display_name":"Reproductive BioMedicine Online","issn_l":"1472-6483","issn":["1472-6483","1472-6491"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Reproductive BioMedicine Online","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.rbmojournal.com/article/S1472-6483(23)00498-4/pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5000989990","display_name":"M\u00fcnevver Serdarogullari","orcid":"https://orcid.org/0000-0001-5196-297X","observed_orcids":["https://orcid.org/0000-0001-5196-297X"]},"institutions":[{"id":"https://openalex.org/I16197041","display_name":"Cyprus International University","ror":"https://ror.org/04mk5mk38","country_code":"CY","type":"education","lineage":["https://openalex.org/I16197041"]}],"countries":["CY"],"is_corresponding":false,"raw_author_name":"Munevver Serdarogullari","raw_affiliation_strings":["Cyprus International University, Faculty of Medicine, Northern Cyprus via Mersin 10, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cyprus International University, Faculty of Medicine, Northern Cyprus via Mersin 10, Turkey","institution_ids":["https://openalex.org/I16197041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066208248","display_name":"Georges Raad","orcid":"https://orcid.org/0000-0001-8800-2796","observed_orcids":["https://orcid.org/0000-0001-8800-2796"]},"institutions":[{"id":"https://openalex.org/I189998669","display_name":"Holy Spirit University of Kaslik","ror":"https://ror.org/05g06bh89","country_code":"LB","type":"education","lineage":["https://openalex.org/I189998669"]}],"countries":["LB"],"is_corresponding":false,"raw_author_name":"Georges Raad","raw_affiliation_strings":["Al Hadi Laboratory and Medical Centre, Beirut, Lebanon; Faculty of Medicine and Medical Sciences, Holy Spirit University of Kaslik, Jounieh, Lebanon"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Al Hadi Laboratory and Medical Centre, Beirut, Lebanon; Faculty of Medicine and Medical Sciences, Holy Spirit University of Kaslik, Jounieh, Lebanon","institution_ids":["https://openalex.org/I189998669"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090425292","display_name":"Zalihe Yark\u0131ner","orcid":"https://orcid.org/0000-0002-4766-6454","observed_orcids":["https://orcid.org/0000-0002-4766-6454"]},"institutions":[{"id":"https://openalex.org/I16197041","display_name":"Cyprus International University","ror":"https://ror.org/04mk5mk38","country_code":"CY","type":"education","lineage":["https://openalex.org/I16197041"]}],"countries":["CY"],"is_corresponding":false,"raw_author_name":"Zalihe Yarkiner","raw_affiliation_strings":["Cyprus International University, Faculty of Arts and Sciences, Department of Basic Sciences and Humanities, Northern Cyprus via Mersin 10, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cyprus International University, Faculty of Arts and Sciences, Department of Basic Sciences and Humanities, Northern Cyprus via Mersin 10, Turkey","institution_ids":["https://openalex.org/I16197041"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Marwa Bazzi","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Marwa Bazzi","raw_affiliation_strings":["Al Hadi Laboratory and Medical Centre, Beirut, Lebanon"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Al Hadi Laboratory and Medical Centre, Beirut, Lebanon","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072496017","display_name":"Youmna Mourad","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Youmna Mourad","raw_affiliation_strings":["Al Hadi Laboratory and Medical Centre, Beirut, Lebanon"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Al Hadi Laboratory and Medical Centre, Beirut, Lebanon","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092253041","display_name":"Sevket Alpturk","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sevket Alpturk","raw_affiliation_strings":["Dogus IVF Centre, Nicosia, Cyprus"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dogus IVF Centre, Nicosia, Cyprus","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053888175","display_name":"Fadi Fakih","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fadi Fakih","raw_affiliation_strings":["Al Hadi Laboratory and Medical Centre, Beirut, Lebanon"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Al Hadi Laboratory and Medical Centre, Beirut, Lebanon","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074401314","display_name":"Chadi Fakih","orcid":"https://orcid.org/0000-0001-8282-5855","observed_orcids":["https://orcid.org/0000-0001-8282-5855"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chadi Fakih","raw_affiliation_strings":["Al Hadi Laboratory and Medical Centre, Beirut, Lebanon"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Al Hadi Laboratory and Medical Centre, Beirut, Lebanon","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022258526","display_name":"George Liperis","orcid":"https://orcid.org/0000-0001-9588-3392","observed_orcids":["https://orcid.org/0000-0001-9588-3392"]},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"George Liperis","raw_affiliation_strings":["Westmead Fertility Centre, Institute of Reproductive Medicine, University of Sydney, Westmead, NSW, Australia. Electronic address: George.liperis@sydney.edu.au"],"raw_orcid":"https://orcid.org/0000-0001-9588-3392","affiliations":[{"raw_affiliation_string":"Westmead Fertility Centre, Institute of Reproductive Medicine, University of Sydney, Westmead, NSW, Australia. Electronic address: George.liperis@sydney.edu.au","institution_ids":["https://openalex.org/I129604602"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5022258526"],"corresponding_institution_ids":["https://openalex.org/I129604602"],"apc_list":{"value":3140,"currency":"USD","value_usd":3140},"apc_paid":{"value":3140,"currency":"USD","value_usd":3140},"fwci":0.8314,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.66262315,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":96},"biblio":{"volume":"47","issue":"6","first_page":"103399","last_page":"103399"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10364","display_name":"Reproductive Biology and Fertility","score":0.6068999767303467,"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":0.6068999767303467,"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":0.3384000062942505,"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":0.023399999365210533,"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/intracytoplasmic-sperm-injection","display_name":"intracytoplasmic sperm injection","score":0.8579999804496765},{"id":"https://openalex.org/keywords/metaphase-ii-oocytes","display_name":"metaphase II oocytes","score":0.8069999814033508},{"id":"https://openalex.org/keywords/neural-network-prediction","display_name":"neural network prediction","score":0.8629999756813049},{"id":"https://openalex.org/keywords/sperm-motility","display_name":"sperm motility","score":0.47600001096725464},{"id":"https://openalex.org/keywords/fertilization-rate","display_name":"fertilization rate","score":0.8029999732971191},{"id":"https://openalex.org/keywords/maternal-age","display_name":"maternal age","score":0.7250000238418579}],"concepts":[{"id":"https://openalex.org/C2778177303","wikidata":"https://www.wikidata.org/wiki/Q227717","display_name":"Blastocyst","level":4,"score":0.6339406967163086},{"id":"https://openalex.org/C2778278907","wikidata":"https://www.wikidata.org/wiki/Q28700","display_name":"Intracytoplasmic sperm injection","level":4,"score":0.5839125514030457},{"id":"https://openalex.org/C2781087480","wikidata":"https://www.wikidata.org/wiki/Q17145","display_name":"Sperm","level":2,"score":0.5037862658500671},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.47619378566741943},{"id":"https://openalex.org/C88972607","wikidata":"https://www.wikidata.org/wiki/Q2666904","display_name":"Human fertilization","level":2,"score":0.46435096859931946},{"id":"https://openalex.org/C16685009","wikidata":"https://www.wikidata.org/wiki/Q335057","display_name":"Andrology","level":1,"score":0.43945789337158203},{"id":"https://openalex.org/C2776690073","wikidata":"https://www.wikidata.org/wiki/Q3246226","display_name":"Oocyte","level":3,"score":0.4177701473236084},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.4021449089050293},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3328205943107605},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.26390886306762695},{"id":"https://openalex.org/C512716672","wikidata":"https://www.wikidata.org/wiki/Q200117","display_name":"In vitro fertilisation","level":3,"score":0.2205984890460968},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17768725752830505},{"id":"https://openalex.org/C105702510","wikidata":"https://www.wikidata.org/wiki/Q514","display_name":"Anatomy","level":1,"score":0.11074143648147583},{"id":"https://openalex.org/C196843134","wikidata":"https://www.wikidata.org/wiki/Q33196","display_name":"Embryo","level":2,"score":0.0960952639579773},{"id":"https://openalex.org/C87073359","wikidata":"https://www.wikidata.org/wiki/Q33196","display_name":"Embryogenesis","level":3,"score":0.07933062314987183},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.06974044442176819}],"mesh":[{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001755","descriptor_name":"Blastocyst","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005307","descriptor_name":"Fertilization in Vitro","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009865","descriptor_name":"Oocytes","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011247","descriptor_name":"Pregnancy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012661","descriptor_name":"Semen","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013081","descriptor_name":"Sperm Motility","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018873","descriptor_name":"Pregnancy Rate","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1016/j.rbmo.2023.103399","doi":"https://doi.org/10.1016/j.rbmo.2023.103399","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.rbmo.2023.103399","pdf_url":"https://www.rbmojournal.com/article/S1472-6483(23)00498-4/pdf","source":{"id":"https://openalex.org/S206719219","display_name":"Reproductive BioMedicine Online","issn_l":"1472-6483","issn":["1472-6483","1472-6491"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Reproductive BioMedicine Online","raw_type":"journal-article"},{"id":"pmid:37862857","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37862857","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Reproductive biomedicine online","raw_type":"Multicenter Study"}],"best_oa_location":{"id":"doi:10.1016/j.rbmo.2023.103399","doi":"https://doi.org/10.1016/j.rbmo.2023.103399","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.rbmo.2023.103399","pdf_url":"https://www.rbmojournal.com/article/S1472-6483(23)00498-4/pdf","source":{"id":"https://openalex.org/S206719219","display_name":"Reproductive BioMedicine Online","issn_l":"1472-6483","issn":["1472-6483","1472-6491"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Reproductive BioMedicine Online","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8048999905586243,"id":"https://metadata.un.org/sdg/3","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/W4386584615.pdf","grobid_xml":"https://content.openalex.org/works/W4386584615.grobid-xml"},"referenced_works_count":58,"referenced_works":["https://openalex.org/W1973113630","https://openalex.org/W1974004664","https://openalex.org/W1988440950","https://openalex.org/W2038954857","https://openalex.org/W2041231408","https://openalex.org/W2045257928","https://openalex.org/W2048884237","https://openalex.org/W2066459953","https://openalex.org/W2068288921","https://openalex.org/W2101980190","https://openalex.org/W2113519163","https://openalex.org/W2128454739","https://openalex.org/W2129919809","https://openalex.org/W2134224716","https://openalex.org/W2136338714","https://openalex.org/W2138674040","https://openalex.org/W2153114583","https://openalex.org/W2463972659","https://openalex.org/W2606446633","https://openalex.org/W2811101087","https://openalex.org/W2885433469","https://openalex.org/W2888175587","https://openalex.org/W2892040689","https://openalex.org/W2901312569","https://openalex.org/W2902461656","https://openalex.org/W2903499208","https://openalex.org/W2914791064","https://openalex.org/W2916716815","https://openalex.org/W2917784928","https://openalex.org/W2920444421","https://openalex.org/W2927960701","https://openalex.org/W2936815201","https://openalex.org/W2949941775","https://openalex.org/W2950835975","https://openalex.org/W2954468665","https://openalex.org/W2970814967","https://openalex.org/W3013534864","https://openalex.org/W3034491851","https://openalex.org/W3041764944","https://openalex.org/W3083879023","https://openalex.org/W3096933065","https://openalex.org/W3132626214","https://openalex.org/W3139168703","https://openalex.org/W3158341664","https://openalex.org/W3176290932","https://openalex.org/W3195124885","https://openalex.org/W4200140956","https://openalex.org/W4205674719","https://openalex.org/W4205878348","https://openalex.org/W4206437483","https://openalex.org/W4220866088","https://openalex.org/W4223508478","https://openalex.org/W4291915844","https://openalex.org/W4294763656","https://openalex.org/W4309099580","https://openalex.org/W4310951157","https://openalex.org/W4313476613","https://openalex.org/W4313886958"],"related_works":["https://openalex.org/W4381885224","https://openalex.org/W3092971919","https://openalex.org/W3083879023","https://openalex.org/W4399033325","https://openalex.org/W3199593935","https://openalex.org/W1970110021","https://openalex.org/W3091827510","https://openalex.org/W3200876303","https://openalex.org/W4381620025","https://openalex.org/W4412150949"],"abstract_inverted_index":{"RESEARCH":[0],"QUESTION:":[1],"Can":[2],"artificial":[3,43],"intelligence":[4],"identify":[5],"predictors":[6],"of":[7,19,48,58,133,139,150,155,158,170,174,186,198,207,210,216],"an":[8,27,42,165,171],"increased":[9,230],"Day":[10,89],"5":[11,90],"blastocyst":[12],"utilization":[13],"rate":[14],"(D5BUR),":[15],"which":[16],"is":[17,202],"one":[18],"the":[20,99,108,116,122,137,143,148,156,203,224],"most":[21,144,204],"informative":[22],"key":[23],"performance":[24],"indicators":[25],"in":[26,178,192],"IVF":[28],"laboratory?":[29],"DESIGN:":[30],"This":[31],"retrospective,":[32],"multicentre":[33],"study":[34],"evaluated":[35],"six":[36,126,189],"variables":[37,128,212],"for":[38,136],"predicting":[39],"D5BUR":[40,87,117,140,163,181,193,221],"using":[41],"neural":[44],"network":[45],"(ANN):":[46],"number":[47,149,173,197],"metaphase":[49],"II":[50],"(MII)":[51],"oocytes":[52,152,160,176,190,200],"injected":[53,161,201],"(intracytoplasmic":[54],"sperm":[55,66,69],"injection);":[56],"use":[57],"autologous/donated":[59],"gametes;":[60],"maternal":[61],"age":[62],"at":[63],"oocyte":[64],"retrieval;":[65],"concentration;":[67],"progressive":[68],"motility":[70],"rate;":[71],"and":[72,80,95,184,213,229],"fertilization":[73],"rate.":[74],"Cycles":[75],"were":[76,129],"divided":[77],"into":[78,93],"training":[79],"testing":[81],"sets":[82],"through":[83],"stratified":[84],"random":[85],"sampling.":[86],"on":[88,162],"was":[91,119],"grouped":[92],"<60%":[94],"\u226560%":[96],"as":[97],"per":[98],"Vienna":[100],"consensus":[101],"benchmark":[102],"values.":[103],"RESULTS:":[104],"The":[105,196],"area":[106],"under":[107],"receiver":[109],"operating":[110],"characteristic":[111],"curve":[112],"(AUC)":[113],"to":[114,131,188],"predict":[115,220],"groups":[118],"80.2%.":[120],"From":[121],"ANN":[123],"model,":[124],"all":[125],"independent":[127],"found":[130],"be":[132],"significant":[134],"value":[135],"prediction":[138],"(P<0.0001),":[141],"with":[142,168],"important":[145,205],"variable":[146],"being":[147],"MII":[151,159,175,199],"injected.":[153],"Investigation":[154],"effect":[157],"indicated":[164],"inverse":[166],"correlation,":[167],"injection":[169,185],"increasing":[172],"resulting":[177,191],"a":[179],"decreasing":[180],"(r=-0.344,":[182],"P<0.001)":[183],"up":[187],"\u226560%.":[194],"CONCLUSION:":[195],"predictor":[206],"D5BUR.":[208],"Exploration":[209],"additional":[211],"further":[214],"validation":[215],"models":[217],"that":[218],"can":[219,222],"guide":[223],"way":[225],"towards":[226],"personalized":[227],"treatment":[228],"safety.":[231]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2023-09-11T00:00:00"}