{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001900069,0.0002252202,0.0005612464,0.0003712974,0.000168601,0.000013288,0.00009447774,0.0001527965,0.0002206779],"category_scores_gemma":[0.00006054868,0.0001828006,0.00002959484,0.0006143943,0.00006756283,0.00007338358,0.00002013476,0.0002572068,0.00002789433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002542132,"about_ca_system_score_gemma":0.003096051,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3940766,"about_ca_topic_score_gemma":0.09620333,"domain_scores_codex":[0.9980631,0.00007824582,0.0004010518,0.000290166,0.0002169801,0.0009503866],"domain_scores_gemma":[0.9980086,0.00005577235,0.0001331533,0.0005333587,0.0001799239,0.001089212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004878766,0.0002182601,0.9700219,0.001451765,0.0005253202,0.0001259994,0.002388446,0.00001080918,0.0003310483,0.000365199,0.003926729,0.02014667],"study_design_scores_gemma":[0.002784582,0.003906064,0.9898093,0.001118937,0.00008822289,0.00001032239,0.0003697397,0.00003669177,0.0001096036,0.0001851416,0.001442236,0.0001391889],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881881,0.001055149,0.000003139871,0.003671338,0.0002208406,0.0009347106,0.0001331121,0.00005291571,0.00574065],"genre_scores_gemma":[0.9938304,0.0001160541,0.00005090486,0.002463285,0.00006781279,0.00007292006,0.00005902278,0.00002937848,0.003310217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2978733,"threshold_uncertainty_score":0.9202886,"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."}}