{"id":"W2108586814","doi":"10.1007/978-1-4419-0428-7_2","title":"Investing in the Mental Health of the Labor Force: Epidemiological and Economic Impact of Mental Health Disabilities in the Workplace","year":2010,"lang":"en","type":"book-chapter","venue":"","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Addiction and Mental Health","funders":"","keywords":"Mental health; Notice; Action plan; Commission; Depression (economics); Action (physics); European commission; European union; Work (physics); Medicine; Psychology; Political science; Business; Economic growth; Psychiatry; Management; Economic policy; Economics; Engineering; Finance","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01109608,0.0004470076,0.00125824,0.0001307326,0.0008177902,0.00001020145,0.000654912,0.0005653589,0.0003317857],"category_scores_gemma":[0.0005092602,0.0001989998,0.0002325705,0.00009761006,0.0006943668,0.00008356156,0.0002895946,0.003259675,0.000008564711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001100565,"about_ca_system_score_gemma":0.002536279,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01512568,"about_ca_topic_score_gemma":0.03661729,"domain_scores_codex":[0.993263,0.002692761,0.002292584,0.0004627394,0.000292414,0.0009964886],"domain_scores_gemma":[0.990652,0.006870137,0.001541276,0.0007115769,0.00002662044,0.0001983946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003912576,0.00008845348,0.6836616,0.001894598,0.00004605883,6.469909e-7,0.08309345,0.00004066207,0.000005811144,0.1956495,0.03356353,0.001564449],"study_design_scores_gemma":[0.006734997,0.002883916,0.6350375,0.01283656,0.00004223217,0.00007631485,0.1424167,0.0008673537,0.000004404024,0.1345432,0.06315481,0.001401932],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7557802,0.003846214,0.000003689166,0.1333361,0.001109094,0.01019017,0.0006191083,0.00005784836,0.0950576],"genre_scores_gemma":[0.9436635,0.004032508,0.0003971114,0.03064997,0.0005074058,0.0002055703,0.0001336724,0.0001120701,0.02029814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1878834,"threshold_uncertainty_score":0.9990398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0527929130118483,"score_gpt":0.4078503205256813,"score_spread":0.355057407513833,"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."}}