{"id":"W2197873736","doi":"10.1016/j.dhjo.2015.12.002","title":"Factors associated with return to work in men and women with work-related traumatic brain injury","year":2015,"lang":"en","type":"article","venue":"Disability and health journal","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Toronto Rehabilitation Institute; University of Toronto","funders":"Toronto Rehabilitation Institute; Workplace Safety and Insurance Board","keywords":"Psychosocial; Traumatic brain injury; Rehabilitation; Anxiety; Depression (economics); Physical therapy; Medicine; Occupational safety and health; International Classification of Functioning, Disability and Health; Psychology; Clinical psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004856225,0.0002089872,0.0006554985,0.0001438292,0.0001681085,0.00008073878,0.00008799875,0.0001235413,0.00008236065],"category_scores_gemma":[0.0007854734,0.0001305085,0.00002061547,0.0008513397,0.0003519213,0.0001522877,0.00003584673,0.00101952,0.00000188835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001129387,"about_ca_system_score_gemma":0.0005634801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008073061,"about_ca_topic_score_gemma":0.0002413422,"domain_scores_codex":[0.9973426,0.0004521011,0.0006108633,0.0002949404,0.0006094046,0.0006901226],"domain_scores_gemma":[0.9975104,0.0003939778,0.0001692138,0.0002222675,0.0001160661,0.001588124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002177163,0.0003387665,0.940908,0.0001359543,0.00008742215,0.000009296959,0.04366294,0.000003696383,0.000001227677,0.000008995894,0.001313486,0.01135304],"study_design_scores_gemma":[0.003540061,0.003146101,0.9743329,0.00116969,0.00001280603,0.00003143806,0.01721351,0.00002012986,0.000001421885,0.0003431611,0.00004941031,0.0001394318],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9693316,0.0001400125,0.00001566174,0.02937422,0.00002740097,0.0008567946,0.000006684486,0.00002957334,0.0002180293],"genre_scores_gemma":[0.998845,0.00001021398,0.0002113625,0.0007329125,0.00002598882,0.00002705463,0.000006874565,0.00002494975,0.0001156172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03342483,"threshold_uncertainty_score":0.5321981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1924052756024006,"score_gpt":0.40130073310375,"score_spread":0.2088954575013494,"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."}}