{"id":"W3134606223","doi":"10.1097/xce.0000000000000245","title":"Investigation of polycystic ovarian syndrome: variation in practice and impact on the speed of diagnosis","year":2021,"lang":"en","type":"article","venue":"Cardiovascular Endocrinology & Metabolism","topic":"Ovarian function and disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre","funders":"Department of Health and Social Care; National Institute for Health and Care Research","keywords":"Venipuncture; Medicine; Luteinizing hormone; Prolactin; Testosterone (patch); Physiology; Internal medicine; Gynecology; Hormone; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.009212047,0.0002057112,0.000403237,0.00175892,0.0004000299,0.001283623,0.000882677,0.0006548529,0.001331485],"category_scores_gemma":[0.07053821,0.000381331,0.0003913546,0.003034518,0.0006599139,0.001120961,0.001333597,0.0006687881,0.0002728626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001020179,"about_ca_system_score_gemma":0.0009380869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01010701,"about_ca_topic_score_gemma":0.009843632,"domain_scores_codex":[0.9841759,0.007830629,0.002653009,0.002188385,0.002335886,0.0008162263],"domain_scores_gemma":[0.9215071,0.04773705,0.02181757,0.003121069,0.004011875,0.001805388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001354215,0.00002397326,0.9839459,0.00005722214,0.00005074622,0.0001294451,0.0005762941,0.0002602607,0.0001707181,0.00008158667,0.0003004087,0.01426803],"study_design_scores_gemma":[0.000008448559,0.00009685542,0.9965282,0.00006734369,0.00001704195,0.0007261368,0.0006654217,0.001019281,0.0001155771,0.00009578738,0.0006498858,0.00001013353],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921204,0.002913513,0.0009649632,0.001285551,0.00005574128,0.0000392799,0.0004093451,0.0000376258,0.002173706],"genre_scores_gemma":[0.9985709,0.0005657396,0.0005237313,0.00006434229,0.00002471167,0.00001016147,0.0001545281,0.00001230528,0.00007347903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01010701,"threshold_uncertainty_score":0.04871857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01778710619208189,"score_gpt":0.2560961460212926,"score_spread":0.2383090398292107,"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."}}