{"id":"W3051671132","doi":"10.1210/clinem/dgaa515","title":"Ultrasound Characterization of Disordered Antral Follicle Development in Women with Polycystic Ovary Syndrome","year":2020,"lang":"en","type":"article","venue":"The Journal of Clinical Endocrinology & Metabolism","topic":"Ovarian function and disorders","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institutes of Health; Canadian Institutes of Health Research; President's Council of Cornell Women; Cornell University; U.S. Department of Agriculture","keywords":"Antral follicle; Anovulation; Polycystic ovary; Ovulation; Luteal phase; Follicular phase; Endocrinology; Internal medicine; Follicle; Ovarian follicle; Corpus luteum; Luteinizing hormone; Folliculogenesis; Biology; Medicine; Ovary; Hormone; Pregnancy; Insulin resistance; Insulin","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":[0.0005982089,0.000137151,0.0008441948,0.0001124679,0.00003549018,0.000005200361,0.0001741899,0.00007770096,0.0001934874],"category_scores_gemma":[0.0007119509,0.00008209427,0.00009163094,0.0003199404,0.0002151791,0.0001030779,0.00002991375,0.0005419675,0.0000118644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001548201,"about_ca_system_score_gemma":0.0003605934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005744449,"about_ca_topic_score_gemma":0.000001891573,"domain_scores_codex":[0.9976901,0.0002974014,0.001311849,0.0001324077,0.0002692407,0.0002990252],"domain_scores_gemma":[0.998529,0.0003613448,0.0006314213,0.0001535783,0.0001175123,0.0002071984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.2465134,0.007012615,0.4438117,0.0004273424,0.005910679,0.00191275,0.0235052,0.0003416616,0.1460479,0.001802667,0.0007118564,0.1220022],"study_design_scores_gemma":[0.00759106,0.0009467657,0.9831617,0.00003949396,0.0001828524,0.001127483,0.0005386964,0.00002063498,0.0005616645,0.00007661782,0.005668727,0.00008426134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912881,0.0003507472,0.001215177,0.006579051,0.0002647448,0.0001889138,0.0000024044,0.00001240565,0.00009844002],"genre_scores_gemma":[0.9953842,0.0006640711,0.0005909396,0.003146912,0.0001458615,0.000003457593,0.00000296024,0.00001565588,0.00004596686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5393501,"threshold_uncertainty_score":0.3347707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03228965838849539,"score_gpt":0.3014965042867087,"score_spread":0.2692068458982133,"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."}}