{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2775908,0.002990865,0.008615592,0.01828144,0.002669043,0.01017204,0.01597086,0.01859291,0.04400341],"category_scores_gemma":[0.5256062,0.004416776,0.01358804,0.0244895,0.004504444,0.01280174,0.01033078,0.01726258,0.03739823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00694867,"about_ca_system_score_gemma":0.0647806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0202481,"about_ca_topic_score_gemma":0.02609659,"domain_scores_codex":[0.7171038,0.1728268,0.07282677,0.004589879,0.02846161,0.004191278],"domain_scores_gemma":[0.2442463,0.3401404,0.05752571,0.03843615,0.2992306,0.02042076],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004258617,0.0003238589,0.0026107,0.0260938,0.0004481487,0.0003254741,0.0009675979,0.00046971,0.0002807124,0.00486458,0.8393864,0.1238031],"study_design_scores_gemma":[0.001956404,0.0003912198,0.0144639,0.1536231,0.001658075,0.0005282473,0.00247336,0.0007999023,0.0004527516,0.02112963,0.8020723,0.0004511146],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.002114617,0.0444107,0.07063841,0.6334653,0.05023355,0.08855607,0.05179327,0.004436117,0.05435193],"genre_scores_gemma":[0.00722229,0.04856273,0.5448849,0.1826762,0.01465556,0.1367127,0.03501257,0.00156956,0.02870347],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7224092,"threshold_uncertainty_score":0.8908592,"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."}}