{"id":"W6990357509","doi":"","title":"A descriptive portrait of mental disorders among workers on prolonged work disability for musculoskeletal disorders","year":2019,"lang":"en","type":"article","venue":"","topic":"Occupational health in dentistry","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut de recherche Robert-Sauvé en santé et en sécurité du travail; Trent University; Université de Sherbrooke","funders":"","keywords":"Work (physics); Portrait; Mental health; Descriptive statistics; Descriptive research; Work-related musculoskeletal disorders","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008255075,0.0002564269,0.0004038921,0.00007055621,0.0003594945,0.000004462152,0.0002504883,0.0002829756,0.001296533],"category_scores_gemma":[0.0002572954,0.0002221508,0.0002611742,0.0002844671,0.0003350827,0.0001980235,0.00009741107,0.0005250712,0.0001611741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004100807,"about_ca_system_score_gemma":0.000250978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005111773,"about_ca_topic_score_gemma":0.003889712,"domain_scores_codex":[0.9970943,0.0003432384,0.0008586685,0.0005460838,0.0004521875,0.0007054973],"domain_scores_gemma":[0.9977188,0.001092684,0.0004133098,0.0004848404,0.0001003399,0.0001900653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001130202,0.000415553,0.9851254,0.0006548002,0.00004969462,8.151881e-8,0.001319046,0.00001838384,0.000006702019,0.001243683,0.003009682,0.007026748],"study_design_scores_gemma":[0.001925075,0.0004378731,0.9878671,0.0002945153,0.00002166084,5.551178e-8,0.006061754,0.0001054323,0.000005450067,0.001831125,0.001232579,0.0002173789],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780836,0.00002873261,0.000201281,0.001171446,0.001668554,0.007008402,0.00009635228,0.0001018125,0.01163988],"genre_scores_gemma":[0.993195,0.000009635552,0.001203872,0.0001708292,0.00008660722,0.0009836304,0.0001461896,0.0000476868,0.004156543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01511147,"threshold_uncertainty_score":0.9996164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03223554383776888,"score_gpt":0.401391718246799,"score_spread":0.3691561744090301,"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."}}