{"id":"W4283700285","doi":"10.54434/candj.114","title":"Beyond the Label: A Patient-Centred Approach to Polycystic Ovary Syndrome","year":2022,"lang":"en","type":"article","venue":"CAND Journal","topic":"Ovarian function and disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Polycystic ovary; Endocrine system; Medicine; Hyperandrogenism; Androgen Excess; Insulin resistance; Congenital adrenal hyperplasia; Amenorrhea; Disease; Ovary; Internal medicine; Bioinformatics; Endocrinology; Hormone; Insulin; Biology; Pregnancy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002941171,0.0005775254,0.001218634,0.001202335,0.001273681,0.003538079,0.001324923,0.002591734,0.008164137],"category_scores_gemma":[0.008933453,0.000249442,0.0006184626,0.0006108758,0.001254657,0.003297043,0.003250044,0.005851598,0.002468436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001328735,"about_ca_system_score_gemma":0.003069354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001004735,"about_ca_topic_score_gemma":0.002018423,"domain_scores_codex":[0.9980785,0.0009633304,0.0002024918,0.0001885161,0.0004208591,0.0001463286],"domain_scores_gemma":[0.9961089,0.001463853,0.0003137474,0.0001819067,0.0008828608,0.001048657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003948889,0.0005417842,0.01351006,0.001164374,0.000125069,0.02992959,0.002153101,0.001193183,0.002306495,0.02542801,0.2542216,0.6690319],"study_design_scores_gemma":[0.0005031741,0.001074485,0.0182026,0.007537079,0.0002651997,0.1710583,0.006544448,0.00492664,0.001404525,0.1261446,0.662003,0.0003360447],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03103139,0.0901163,0.1347414,0.575085,0.01555644,0.001168876,0.0003937408,0.002015114,0.1498917],"genre_scores_gemma":[0.3865898,0.1036291,0.1702357,0.2278964,0.07416036,0.001255457,0.0009629136,0.001074061,0.03419624],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008164137,"threshold_uncertainty_score":0.02731174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01927540944439536,"score_gpt":0.2262335141475474,"score_spread":0.206958104703152,"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."}}