{"id":"W4411751794","doi":"10.1093/humrep/deaf097.721","title":"P-415 Prevalence of Polycystic Ovary Syndrome Prevalence in Patients with Recurrent Early Pregnancy Loss: a Canadian Population Study","year":2025,"lang":"en","type":"article","venue":"Human Reproduction","topic":"Ovarian function and disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Polycystic ovary; Pregnancy; Medicine; Gynecology; Population; Obstetrics; Biology; Internal medicine; Environmental health; Obesity","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002015622,0.0001343717,0.0002076653,0.0005188414,0.00008709078,0.00001100324,0.00006597891,0.0000540555,0.00009780595],"category_scores_gemma":[0.0001423409,0.000125757,0.00003040519,0.0005709483,0.00004707793,0.0001411714,0.00001676599,0.0001580835,0.000006199223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002141282,"about_ca_system_score_gemma":0.0001338829,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01457844,"about_ca_topic_score_gemma":0.004717307,"domain_scores_codex":[0.9985058,0.00008193088,0.0003706767,0.000577306,0.0002788654,0.0001854417],"domain_scores_gemma":[0.9990109,0.000007388819,0.0001304544,0.0006162534,0.0001603205,0.00007465883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004380945,0.0008997561,0.9935893,0.000782672,0.00003577244,0.000008771162,0.0004419924,0.00002054861,0.00001215575,0.00007369215,0.00003123406,0.003666022],"study_design_scores_gemma":[0.002145458,0.001545098,0.9944217,0.001414483,0.0001467244,0.000006454293,0.00008939185,0.000005768027,0.000009055213,0.00009758831,0.00001471204,0.0001035745],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966968,0.0004332102,0.00001232386,0.000115323,0.0003476397,0.001829653,0.000005768023,0.00004082532,0.000518442],"genre_scores_gemma":[0.9967526,0.00001221447,0.00003823385,0.00001645525,0.00002028096,0.00006110225,0.00002931018,0.000012349,0.003057507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009861136,"threshold_uncertainty_score":0.9919836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01419566918634046,"score_gpt":0.2599797832342011,"score_spread":0.2457841140478606,"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."}}