{"id":"W4406618675","doi":"10.1080/15555240.2024.2446383","title":"Canadian teachers with mental health issues and workplace accommodations","year":2025,"lang":"en","type":"article","venue":"Journal of Workplace Behavioral Health","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Carleton University; Western University; Nipissing University","funders":"Social Sciences and Humanities Research Council of Canada; Canadian Institutes of Health Research; Social Science Research Council","keywords":"Mental health; Psychology; Applied psychology; Nursing; Medical education; Psychiatry; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002431809,0.000346667,0.0004836024,0.002296911,0.01293232,0.003273052,0.001369089,0.0006673027,0.00515242],"category_scores_gemma":[0.009602075,0.0005409069,0.0003509555,0.004101495,0.003105633,0.001193926,0.002871959,0.001490907,0.0002797036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03716709,"about_ca_system_score_gemma":0.05649875,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9816968,"about_ca_topic_score_gemma":0.9878185,"domain_scores_codex":[0.9963744,0.000687769,0.000205904,0.0003659677,0.001291744,0.001074159],"domain_scores_gemma":[0.9922554,0.001449002,0.001761625,0.0002320286,0.002494785,0.001807078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00006912406,0.00009940555,0.3107184,0.000570249,0.0000206072,0.0006909411,0.6604199,0.00008818736,0.0007826436,0.001429191,0.004546593,0.02056478],"study_design_scores_gemma":[0.000007615239,0.00004837677,0.2435073,0.0003493053,0.00001157869,0.0001627992,0.736937,0.00006488193,0.0001184182,0.00008927914,0.01866367,0.00003978093],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849551,0.0009261275,0.0001410374,0.001335615,0.00003829904,0.00008424027,0.0006151773,0.00001161205,0.0118928],"genre_scores_gemma":[0.9959734,0.001082885,0.0002056955,0.0003097072,0.000009318932,0.00005124035,0.0001931161,0.000006221966,0.002168447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03716709,"threshold_uncertainty_score":0.2696674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02908662575530658,"score_gpt":0.4258443049938222,"score_spread":0.3967576792385156,"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."}}