{"id":"W3110713439","doi":"10.1136/oemed-2020-106658","title":"Validity of participants’ self-reported diagnosis for a work absence due to a mental health problem compared with physician-certified diagnosis for the same work absence among 709 Canadian workers","year":2020,"lang":"en","type":"article","venue":"Occupational and Environmental Medicine","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de Santé Publique du Québec; Université Laval; The Quebec Population Health Research Network; Université du Québec à Rimouski","funders":"","keywords":"Kappa; Medicine; Cohen's kappa; Mental health; Sick leave; Certification; Occupational medicine; Psychiatry; Family medicine; Occupational safety and health; Physical therapy; Pathology; Statistics","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":[0.003296164,0.0002814619,0.000306265,0.001456872,0.001114148,0.0007714163,0.0009236909,0.0003587515,0.001357289],"category_scores_gemma":[0.009159451,0.0002990008,0.0005066002,0.0008169852,0.0007631545,0.0002358183,0.0007005308,0.0003715795,0.000173571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003861883,"about_ca_system_score_gemma":0.004014354,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7850042,"about_ca_topic_score_gemma":0.8364685,"domain_scores_codex":[0.9979998,0.0002825265,0.0001366978,0.0002306255,0.00105965,0.0002906577],"domain_scores_gemma":[0.995972,0.0008433945,0.001114978,0.0001460093,0.001541111,0.0003825688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005380996,0.00002160558,0.9972766,0.00002094248,0.00003103492,0.00001944258,0.0007761939,0.00003065338,0.00017368,0.00001060788,0.00009561142,0.001489862],"study_design_scores_gemma":[0.0000024968,0.00002670973,0.9988093,0.00001084803,0.000009121243,0.00002479087,0.0007749283,0.0001792024,0.00005828976,0.000004625044,0.00009576724,0.000004013108],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990491,0.00007372849,0.00004832117,0.00002682188,0.000006793623,0.00001935723,0.0003235567,0.000002217328,0.0004500201],"genre_scores_gemma":[0.999436,0.00004483701,0.00008648933,0.00001061105,0.000002930065,0.000009866006,0.000243059,9.371601e-7,0.0001652977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2149958,"threshold_uncertainty_score":0.4325239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08459090304435855,"score_gpt":0.346921211152405,"score_spread":0.2623303081080465,"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."}}