{"id":"W4415569985","doi":"10.3390/healthcare13212699","title":"Workplace Impact of Menopause Symptoms Among Canadian Women Physicians","year":2025,"lang":"en","type":"article","venue":"Healthcare","topic":"Menopause: Health Impacts and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; Mount Sinai Hospital; Canada Research Chairs; University of Toronto","funders":"","keywords":"Menopause; Women Physicians; MEDLINE; Needs assessment; Affect (linguistics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006044806,0.0001280066,0.0001604425,0.0008253853,0.002127286,0.0007909664,0.0004769737,0.0002682955,0.002751452],"category_scores_gemma":[0.00269938,0.0001249178,0.0002484247,0.001866376,0.0004346529,0.0001934941,0.0005883261,0.0003941829,0.0001168349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01160798,"about_ca_system_score_gemma":0.01961018,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9514853,"about_ca_topic_score_gemma":0.979355,"domain_scores_codex":[0.9990723,0.00008324045,0.00004008168,0.00006771998,0.0004622444,0.0002743596],"domain_scores_gemma":[0.9977768,0.0002157363,0.0006054139,0.00003272149,0.0007045185,0.0006647382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005812577,0.00004019947,0.9797139,0.0001594852,0.00002497266,0.0002226455,0.003358284,0.00006294948,0.0003394308,0.00006257921,0.00251042,0.013447],"study_design_scores_gemma":[0.000003218501,0.00002667332,0.9948931,0.00005080621,0.000009498501,0.00009890785,0.003416541,0.00004338654,0.00002803985,0.000008301118,0.001415355,0.000006171939],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916378,0.001422948,0.00004063971,0.001234557,0.00002052033,0.00002915092,0.001328672,0.000006975202,0.004278812],"genre_scores_gemma":[0.9979777,0.0009017871,0.00009971308,0.0002107161,0.00001153286,0.00001132192,0.0003393892,0.000001568358,0.0004462153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04851472,"threshold_uncertainty_score":0.09760082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01640350601813061,"score_gpt":0.3397328403859007,"score_spread":0.3233293343677701,"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."}}