{"id":"W4403439215","doi":"10.1503/cmaj.240337","title":"Perimenopause","year":2024,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; University of Toronto","funders":"","keywords":"Computer science; World Wide Web; Data science; Medicine","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":[0.0005627509,0.0002776966,0.0003809328,0.0007065823,0.001734705,0.0008929575,0.0003103142,0.0009668395,0.03860256],"category_scores_gemma":[0.001760941,0.0001281556,0.0003995617,0.000661052,0.000316666,0.000444825,0.0006889356,0.001105595,0.005717462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008809004,"about_ca_system_score_gemma":0.002144228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01418028,"about_ca_topic_score_gemma":0.02647581,"domain_scores_codex":[0.9995701,0.00006391131,0.00002782872,0.00005439037,0.0001330796,0.0001505955],"domain_scores_gemma":[0.9995296,0.00008917765,0.0001083284,0.00001855777,0.0001276137,0.0001267223],"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":[0.001542716,0.0002975401,0.1191826,0.002722963,0.0001761492,0.005730269,0.001850453,0.0002588696,0.003334925,0.02059683,0.4318135,0.4124933],"study_design_scores_gemma":[0.00009884264,0.0003601964,0.1573547,0.002880886,0.000158494,0.01051942,0.001127625,0.0001035676,0.000682527,0.004574455,0.8220926,0.00004675091],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1086097,0.250522,0.003725844,0.05771411,0.007988188,0.001168639,0.03171429,0.0006840754,0.5378731],"genre_scores_gemma":[0.6606342,0.1330583,0.002996694,0.03013609,0.005071149,0.0007093786,0.01129407,0.000146979,0.1559533],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03860256,"threshold_uncertainty_score":0.1291384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006527563408050907,"score_gpt":0.2625491824088344,"score_spread":0.2560216190007835,"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."}}