{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001041698,0.00008146532,0.0001271153,0.0001027119,0.0004600241,0.00003603272,0.00008717149,0.00001886049,0.001291274],"category_scores_gemma":[0.00004785578,0.00005438764,0.00006410532,0.0002756976,0.00003282273,0.00002974515,0.00005526652,0.0004011832,0.00002871112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009450482,"about_ca_system_score_gemma":0.000187735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001250187,"about_ca_topic_score_gemma":6.611228e-7,"domain_scores_codex":[0.9990946,0.00007211822,0.0001699493,0.000115276,0.0003386488,0.0002094033],"domain_scores_gemma":[0.9994918,0.00002020662,0.00005625406,0.0001481716,0.00003520273,0.0002484286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004390524,0.002209991,0.00603554,0.00005325034,0.0006469295,0.001453527,0.01516262,0.0009928435,0.0009772617,0.002723435,0.924132,0.04122207],"study_design_scores_gemma":[0.01979394,0.005070871,0.02589351,0.00005758506,0.0006719051,0.09704703,0.08421988,0.002021664,0.00004592741,0.002110677,0.7623829,0.0006841295],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.833001,0.006969518,0.001425147,0.03136008,0.004530559,0.001106235,0.00004981984,0.0001035347,0.1214542],"genre_scores_gemma":[0.986479,0.000007570893,0.000264273,0.01020969,0.0001208955,0.00001955295,0.00001106317,0.00001583964,0.002872108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1617491,"threshold_uncertainty_score":0.9996217,"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."}}