{"id":"W4403592399","doi":"10.1016/j.fertnstert.2024.07.809","title":"POLYCYSTIC OVARY SYNDROME PREVALENCE AND MANAGEMENT IN PATIENTS WITH RECURRENT EARLY PREGNANCY LOSS: INSIGHTS FROM A CANADIAN POPULATION STUDY","year":2024,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Assisted Reproductive Technology and Twin Pregnancy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"CReATe Fertility Centre","funders":"","keywords":"Polycystic ovary; Pregnancy; Medicine; Gynecology; Obstetrics; Ovary; Population; Internal medicine; Endocrinology; Biology; Diabetes mellitus; Insulin resistance; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007322856,0.0004084792,0.0005813725,0.00193145,0.002693291,0.001247254,0.001261615,0.0006520622,0.00153446],"category_scores_gemma":[0.003194127,0.0003831099,0.0007927336,0.005533968,0.0006257166,0.0004658921,0.0008498087,0.0008793598,0.0001082413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0109516,"about_ca_system_score_gemma":0.01371509,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9773784,"about_ca_topic_score_gemma":0.9816461,"domain_scores_codex":[0.9990202,0.00009041934,0.00007508448,0.0001512631,0.0003362025,0.0003268742],"domain_scores_gemma":[0.9985371,0.0001200417,0.0003551547,0.00004629778,0.0005924412,0.0003489536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000273875,0.00003558763,0.9968187,0.0000148462,0.00004486333,0.0001537672,0.0006376645,0.00002994813,0.00007720046,0.00005461854,0.0003760336,0.001729487],"study_design_scores_gemma":[0.000003863768,0.00001025997,0.9986386,0.00001509229,0.00002219913,0.0001571963,0.0008563944,0.00005623741,0.000008895132,0.00001563698,0.0002086908,0.000006912179],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948112,0.00110591,0.00007035072,0.0003944356,0.000009906817,0.00003561419,0.001588674,0.000004117447,0.001979928],"genre_scores_gemma":[0.9974437,0.001070743,0.0001467234,0.000122455,0.000008829425,0.00001798967,0.0008627796,0.000003461549,0.0003234634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02262163,"threshold_uncertainty_score":0.07945985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01202294061711326,"score_gpt":0.2402576132994445,"score_spread":0.2282346726823312,"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."}}