{"id":"W4416974381","doi":"10.1016/j.fertnstert.2025.07.963","title":"AI-IMAGE ANALYSIS MODEL PREDICTS BLASTOCYST PLOIDY OUTCOMES AND CORRELATES WITH SEVERITY OF CHROMOSOMAL ABNORMALITIES FROM THE OOCYTE STAGE","year":2025,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"CReATe Fertility Centre","funders":"","keywords":"Blastocyst; Oocyte; Ploidy; Stage (stratigraphy); Embryo","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":[0.00082464,0.0006095998,0.0003392489,0.001723277,0.0002288392,0.001602867,0.0005859453,0.00082167,0.006617957],"category_scores_gemma":[0.005792193,0.0002089785,0.001033859,0.0006124335,0.0003142884,0.0006077089,0.0005341005,0.0008555386,0.001160406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004751869,"about_ca_system_score_gemma":0.000606627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0051244,"about_ca_topic_score_gemma":0.004653513,"domain_scores_codex":[0.9997361,0.00004773129,0.00002642962,0.00007182132,0.00006603914,0.00005186383],"domain_scores_gemma":[0.9976578,0.0009990891,0.0006384141,0.0001407808,0.0003467688,0.000217179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004420745,0.00007061393,0.9852346,0.0000191049,0.0001598869,0.0001563489,0.00003023084,0.002325201,0.0009199659,0.0001548085,0.0005295992,0.009957701],"study_design_scores_gemma":[0.00004840369,0.0003176108,0.9048429,0.00005900448,0.0004850622,0.001170984,0.0002654747,0.08780266,0.002078669,0.001114819,0.001765602,0.00004869284],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823683,0.0007840375,0.007401276,0.0005256744,0.00007520177,0.00006475938,0.002126428,0.0002354709,0.006418748],"genre_scores_gemma":[0.9965863,0.0001098365,0.0009927306,0.0000397235,0.00002536751,0.0000187223,0.001065493,0.00002524907,0.001136411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006617957,"threshold_uncertainty_score":0.02213931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01054659461447826,"score_gpt":0.2512468307317421,"score_spread":0.2407002361172638,"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."}}