{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003710916,0.0003930728,0.0009984641,0.0009127265,0.003245069,0.00006317454,0.0003702425,0.0003031516,0.0002067816],"category_scores_gemma":[0.00004727783,0.0003290582,0.0001023344,0.0009886081,0.0001246645,0.0004369025,0.00009023599,0.002537759,0.00003003639],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003741606,"about_ca_system_score_gemma":0.01466513,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1401595,"about_ca_topic_score_gemma":0.3397112,"domain_scores_codex":[0.9943109,0.00132145,0.00177942,0.0003862191,0.0005197006,0.00168236],"domain_scores_gemma":[0.9955958,0.0003151763,0.001356636,0.0004049565,0.0003049083,0.002022511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005425042,0.0002185862,0.6238863,0.0004234661,0.00005162361,0.00002381348,0.01754934,0.00002912363,0.000003589138,0.001213106,0.3190694,0.03698907],"study_design_scores_gemma":[0.00778204,0.002779456,0.1934093,0.01189453,0.0001284542,0.0001776877,0.06908839,0.00006075295,0.000007836597,0.0005988161,0.7132751,0.0007975813],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5792759,0.01243231,0.0004075873,0.3998261,0.002332506,0.002603453,0.00007386659,0.0001049969,0.002943256],"genre_scores_gemma":[0.9267795,0.005721855,0.01229983,0.02862788,0.000749951,0.00008372998,0.00008657971,0.0001220584,0.02552862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.430477,"threshold_uncertainty_score":0.9999161,"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."}}