{"id":"W4392346045","doi":"10.1080/28324765.2024.2313870","title":"A survey of Canadian men’s mental health in the workplace","year":2024,"lang":"en","type":"article","venue":"Cogent Mental Health","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mental health; Psychology; Applied psychology; Psychiatry","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":[0.0009496292,0.0003403135,0.000286294,0.001786102,0.003777687,0.0007989868,0.0007665068,0.0003627394,0.002618413],"category_scores_gemma":[0.001471325,0.0003551577,0.0004553923,0.003631149,0.0004980241,0.0003780129,0.0007723155,0.000629999,0.0005020887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01393964,"about_ca_system_score_gemma":0.01499132,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9895923,"about_ca_topic_score_gemma":0.9935378,"domain_scores_codex":[0.999276,0.00004769358,0.00005114862,0.00007662444,0.0003621702,0.0001865062],"domain_scores_gemma":[0.9983961,0.00007492945,0.0002148761,0.00004438669,0.0008524171,0.000417394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005796498,0.0001076324,0.9733024,0.0001594503,0.00003313699,0.0001482056,0.005898829,0.00004577289,0.0005233342,0.0001429805,0.005504869,0.01407544],"study_design_scores_gemma":[0.000005122462,0.00004533083,0.9933066,0.00003164958,0.000008207854,0.00006042419,0.003587547,0.00008350147,0.00005237478,0.000009501287,0.002799436,0.00001030225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850366,0.0005923999,0.0001409121,0.0005315482,0.00001910844,0.0002253245,0.008457504,0.00001461035,0.004981984],"genre_scores_gemma":[0.991267,0.00105106,0.000509679,0.0005907291,0.00001682134,0.0001129347,0.003396862,0.000005722922,0.003049217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01393964,"threshold_uncertainty_score":0.1011397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05824984133290599,"score_gpt":0.4083823052155904,"score_spread":0.3501324638826844,"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."}}