{"id":"W2103434800","doi":"10.1136/bmjopen-2014-005533","title":"Work outcomes of sickness absence related to mental disorders: a systematic literature review","year":2014,"lang":"en","type":"review","venue":"BMJ Open","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Medicine; Sick leave; Absenteeism; Mental health; Psychiatry; Physical therapy; Psychology; Social psychology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007227501,0.0006574685,0.007110007,0.0002100542,0.000477518,0.00005112221,0.00174392,0.0007147953,0.0003737525],"category_scores_gemma":[0.001927542,0.0004250437,0.0005491275,0.001672835,0.0000314067,0.0001649412,0.001166356,0.001421236,0.002635351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002291032,"about_ca_system_score_gemma":0.0009418581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004922672,"about_ca_topic_score_gemma":0.00004041623,"domain_scores_codex":[0.9890885,0.004853905,0.0040728,0.0006636422,0.0005283324,0.0007928356],"domain_scores_gemma":[0.9928986,0.001917152,0.002888122,0.001725868,0.0001627866,0.0004074904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001460398,0.00002986163,0.0002327427,0.9304853,0.0001204271,0.000005964919,0.001084607,9.134131e-8,1.40415e-9,0.0006563677,0.02810909,0.03926095],"study_design_scores_gemma":[0.0001659019,0.00002464401,0.000017329,0.5678089,0.0003193584,0.000005355858,0.00006400387,3.929634e-7,1.168238e-9,0.00004194251,0.431297,0.0002551556],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[5.465254e-7,0.8902795,0.000009288889,0.001436489,0.001324985,0.09638266,0.00004162737,0.00005286307,0.01047199],"genre_scores_gemma":[0.000001205688,0.9573139,0.000358893,0.003062324,0.00008728392,0.02085419,0.000215019,0.0001074086,0.01799978],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4031879,"threshold_uncertainty_score":0.9998201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08187781022300068,"score_gpt":0.5206865774068284,"score_spread":0.4388087671838278,"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."}}