{"id":"W2990595775","doi":"10.1093/humrep/dez185","title":"Recommendations for epidemiologic and phenotypic research in polycystic ovary syndrome: an androgen excess and PCOS society resource","year":2019,"lang":"en","type":"article","venue":"Human Reproduction","topic":"Ovarian function and disorders","field":"Medicine","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council Canada; Ferring; ZonMw","keywords":"Polycystic ovary; Hyperandrogenism; Anovulation; Population; Epidemiology; Medicine; Androgen Excess; Gynecology; Biology; Internal medicine; Environmental health; Obesity; Insulin resistance","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00230767,0.00009678338,0.0002161543,0.000173471,0.0002343979,0.00002425282,0.00003722421,0.0001059146,0.0001025096],"category_scores_gemma":[0.0002202534,0.0000906245,0.00003556111,0.0002460974,0.0001185284,0.0001282807,0.00003648882,0.0002511387,0.000009382353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005507522,"about_ca_system_score_gemma":0.00003007814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007475218,"about_ca_topic_score_gemma":0.00001377558,"domain_scores_codex":[0.9985577,0.0001883844,0.0002470018,0.0006651312,0.0001147333,0.0002270311],"domain_scores_gemma":[0.999236,0.0001240853,0.00005862655,0.0004207937,0.00007361791,0.00008689973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005196905,0.002603545,0.6026441,0.003075346,0.0004359467,0.00002573921,0.01060906,0.0001687834,0.02513839,0.02037767,0.07754327,0.2521813],"study_design_scores_gemma":[0.0086028,0.00353562,0.8373314,0.0003218132,0.0001379236,0.0008335134,0.01197892,0.002442416,0.0002822419,0.03502166,0.09895733,0.0005543871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901106,0.0007740686,0.000171454,0.006932937,0.0001428986,0.001036565,0.000003354929,0.00006126786,0.0007668279],"genre_scores_gemma":[0.995815,0.00008917243,0.001102756,0.0003248865,0.0001566851,0.00007453675,0.0001335316,0.00001863183,0.002284747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2516268,"threshold_uncertainty_score":0.369556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1501988894578517,"score_gpt":0.3879029148914113,"score_spread":0.2377040254335596,"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."}}