{"id":"W4403245241","doi":"10.1001/jamasurg.2024.4285","title":"Unemployment and Personal Income Loss After Traumatic Brain Injury","year":2024,"lang":"en","type":"article","venue":"JAMA Surgery","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; Sunnybrook Health Science Centre; Trillium Health Centre; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Traumatic brain injury; Unemployment; Personal income; Injury prevention; Retrospective cohort study; Cohort; Occupational safety and health; Observational study; Poison control; Psychiatry; Emergency medicine; Demography; Surgery; Internal medicine","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":[0.0007916579,0.0001773431,0.0002215712,0.0007195258,0.001116553,0.0007419873,0.0006048875,0.0003830025,0.001511559],"category_scores_gemma":[0.004617479,0.0001443504,0.0004166438,0.001101536,0.0004877951,0.0004141885,0.0008717588,0.0006733263,0.0001479702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002713548,"about_ca_system_score_gemma":0.003308994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4705936,"about_ca_topic_score_gemma":0.5954741,"domain_scores_codex":[0.9993818,0.00009621771,0.00006312453,0.00006718751,0.0002035983,0.0001880287],"domain_scores_gemma":[0.9983426,0.0001126366,0.000893276,0.00005414937,0.0002818551,0.0003154452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005475794,0.00002070219,0.9978991,0.00001398039,0.00003576407,0.00002631038,0.00009099343,0.00007729188,0.00001762769,0.00003349534,0.0001554413,0.00157453],"study_design_scores_gemma":[9.148768e-7,0.00001031592,0.9994963,0.00001484257,0.000007984779,0.00003478185,0.000171438,0.0001079781,0.000007813473,0.00002192183,0.0001234528,0.000002183031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967729,0.0009050222,0.00008150293,0.0003254578,0.00001458812,0.00001556398,0.00095273,0.000002898461,0.0009292269],"genre_scores_gemma":[0.9988322,0.0002979997,0.00006381487,0.00003736002,0.000008405174,0.000006478764,0.0005303944,0.000001191813,0.0002221685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4705936,"threshold_uncertainty_score":0.9357089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05804683502090023,"score_gpt":0.3428329517682898,"score_spread":0.2847861167473895,"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."}}