{"id":"W4391131228","doi":"10.3233/jvr-230063","title":"Multiple psychiatric diagnoses and return-to-work following posttraumatic stress injury rehabilitation","year":2024,"lang":"en","type":"article","venue":"Journal of Vocational Rehabilitation","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina; Workers Compensation Board of Alberta; University of Alberta","funders":"","keywords":"Rehabilitation; Posttraumatic stress; Psychiatry; Psychology; Medical diagnosis; Clinical psychology; Psychiatric diagnosis; Medicine; Schizophrenia (object-oriented programming)","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":[0.0020969,0.0002135329,0.0003330582,0.001079264,0.0001357395,0.0001922555,0.000282328,0.0001347129,0.0001908618],"category_scores_gemma":[0.007545319,0.0001930302,0.0002567,0.001231907,0.000126719,0.0005715697,0.00004328345,0.0003978441,0.0001039275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002228563,"about_ca_system_score_gemma":0.0002088801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000496274,"about_ca_topic_score_gemma":0.00002067873,"domain_scores_codex":[0.9966788,0.0005054974,0.001117193,0.0003789441,0.00100779,0.000311825],"domain_scores_gemma":[0.9877768,0.01098123,0.0002492144,0.0003040258,0.0004638251,0.000224944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001372617,0.002094929,0.5891104,0.001893638,0.0007808088,0.00004325042,0.06213176,0.0004752962,0.001288261,0.02936031,0.03005077,0.281398],"study_design_scores_gemma":[0.0007892229,0.002354515,0.9701483,0.0009345829,0.0001059006,0.00003297486,0.007037101,0.0002391795,0.00003245698,0.01684658,0.001232321,0.0002468794],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977597,0.003845083,0.00168488,0.01370662,0.001751472,0.0007559708,0.00003762639,0.00004897125,0.0005723606],"genre_scores_gemma":[0.981562,0.00001972884,0.01777453,0.0001057208,0.000267597,0.0001256971,0.00001553014,0.0000426526,0.00008658149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3810379,"threshold_uncertainty_score":0.9032997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02283103455831175,"score_gpt":0.378217880421666,"score_spread":0.3553868458633542,"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."}}