{"id":"W2144465693","doi":"10.1093/occmed/kql041","title":"Reported incidence and precipitating factors of work-related stress and mental ill-health in the United Kingdom (1996–2001)","year":2006,"lang":"en","type":"article","venue":"Occupational Medicine","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Incidence (geometry); Mental health; Medicine; Mental stress; Environmental health; Psychiatry; Psychology; Gerontology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001961383,0.0001439024,0.0003112662,0.00026725,0.0004899987,0.000003882282,0.00008306962,0.0001208021,0.00008194798],"category_scores_gemma":[0.001014127,0.00009458783,0.00001289883,0.0007580608,0.0001844912,0.0000794861,0.00004208603,0.0005112553,0.00000127689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001031408,"about_ca_system_score_gemma":0.0002553066,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0141711,"about_ca_topic_score_gemma":0.001006408,"domain_scores_codex":[0.9973179,0.0006142427,0.001065233,0.0002342922,0.0003848216,0.0003835381],"domain_scores_gemma":[0.9965587,0.002347645,0.0006752778,0.0001528781,0.0001422216,0.0001233079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008902733,0.00003374435,0.9871582,0.0001834815,0.000007413947,0.000003420892,0.007441039,0.00002790387,0.00001970575,0.002047481,0.002498794,0.0004898247],"study_design_scores_gemma":[0.001224353,0.0001151622,0.9909831,0.002024112,0.00001069693,0.000004207366,0.003694849,0.0003288035,0.000002642962,0.0009013626,0.0006347938,0.00007591827],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887313,0.0004454151,0.00004075211,0.009054184,0.000259412,0.0008032062,0.00001920219,0.00002433403,0.0006221997],"genre_scores_gemma":[0.9974864,0.00008655799,0.0003093976,0.001401076,0.0001023639,0.0000295033,0.0004985195,0.00001203077,0.00007419228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0131647,"threshold_uncertainty_score":0.9923936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06380488388131186,"score_gpt":0.4176017535603145,"score_spread":0.3537968696790026,"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."}}