{"id":"W1990630086","doi":"10.1097/01.jgp.0000199339.79689.8a","title":"Outcome After Traumatic Brain Injury Sustained in Older Adulthood: A One-Year Longitudinal Study","year":2006,"lang":"en","type":"article","venue":"American Journal of Geriatric Psychiatry","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Traumatic brain injury; Psychosocial; Cognition; Psychology; Distress; Longitudinal study; Population; Poison control; Verbal memory; Cognitive skill; Clinical psychology; Medicine; Physical therapy; Psychiatry","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"],"consensus_categories":[],"category_scores_codex":[0.001916561,0.0003877081,0.001380416,0.00158848,0.00006790227,0.00006817716,0.0004087756,0.00009602812,0.000463396],"category_scores_gemma":[0.0002576464,0.0003298027,0.0003992964,0.002335318,0.0002362062,0.0002413981,0.00007077307,0.001098969,0.00004221364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003333652,"about_ca_system_score_gemma":0.0007748748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000337452,"about_ca_topic_score_gemma":0.0001589046,"domain_scores_codex":[0.9948256,0.0004934449,0.002177528,0.0004270315,0.001291809,0.0007845736],"domain_scores_gemma":[0.9974565,0.0002899963,0.0009295429,0.0006199016,0.0003378115,0.0003662451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003632286,0.004217559,0.9817337,0.0002177473,0.0001923659,0.0002419763,0.0009221599,0.000004112219,0.00002040029,0.00007657046,0.002523992,0.006217166],"study_design_scores_gemma":[0.007456043,0.005501764,0.9713207,0.0001933118,0.0002476425,0.0005060835,0.01399791,0.00001177516,0.000002821428,0.0004292306,0.00003287217,0.0002998125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909182,0.0003038138,0.0003958095,0.006316194,0.0005390413,0.00103542,0.00001041293,0.00003639824,0.0004447375],"genre_scores_gemma":[0.9862751,0.000008055295,0.01190774,0.0004208437,0.001044705,0.00004492582,0.000002746289,0.00007901197,0.0002169124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01307575,"threshold_uncertainty_score":0.9999154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0274761137908081,"score_gpt":0.3501241171330731,"score_spread":0.322648003342265,"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."}}