{"id":"W4412938437","doi":"10.1093/humrep/deaf153","title":"Artificial intelligence-based donor oocyte quality assessment moderately improves the prediction of blastocyst development: a first step towards higher personalization in the management of egg donation treatments","year":2025,"lang":"en","type":"article","venue":"Human Reproduction","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"CReATe Fertility Centre; Ottawa Fertility Centre","funders":"","keywords":"Blastocyst; Andrology; Human fertilization; Oocyte; Biology; Gynecology; In vitro fertilisation; Medicine; Pregnancy; Embryo; Genetics; Embryogenesis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005070466,0.0003068586,0.0006209005,0.000414943,0.0001338126,0.0008405813,0.0003959826,0.0004007083,0.001810337],"category_scores_gemma":[0.01253957,0.000105253,0.0004503971,0.0003236555,0.0002248602,0.0005216649,0.0004187933,0.0003654666,0.000329369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002258391,"about_ca_system_score_gemma":0.0003421957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007623589,"about_ca_topic_score_gemma":0.0007742646,"domain_scores_codex":[0.9985203,0.0009307537,0.0001439405,0.0001544245,0.0002149532,0.00003565933],"domain_scores_gemma":[0.9955965,0.002225596,0.0009223663,0.0005082657,0.0005506139,0.0001966828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002563044,0.0002813009,0.73924,0.0002678405,0.000287383,0.00005551709,0.0001978269,0.002084754,0.003706639,0.0001783697,0.00175968,0.2493776],"study_design_scores_gemma":[0.0002498743,0.002518222,0.9693342,0.0003270356,0.0004314,0.0004752392,0.0002832089,0.01664622,0.003650438,0.001306044,0.004722148,0.00005588257],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684146,0.006707921,0.01612915,0.002098098,0.0001151522,0.0002963633,0.0005829739,0.0002161731,0.005439571],"genre_scores_gemma":[0.9877205,0.0009750142,0.01011306,0.0002457143,0.00008797643,0.00008293329,0.0003141008,0.00001757429,0.0004430811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005070466,"threshold_uncertainty_score":0.02681547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1061611840286755,"score_gpt":0.3617888607915032,"score_spread":0.2556276767628277,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}