{"id":"W3042205704","doi":"10.1016/s0278-2626(20)30182-2","title":"Predicting Vocational and Independence Status from Early Assessment of Motor, Cognitive, and Social Abilities in Traumatic Brain Injury Patients","year":2000,"lang":"en","type":"article","venue":"Brain and Cognition","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut Universitaire de Gériatrie de Montréal","funders":"","keywords":"Psychology; Independence (probability theory); Cognition; Functional Independence Measure; Traumatic brain injury; Physical medicine and rehabilitation; Stroke (engine); Rehabilitation; Developmental psychology; Clinical psychology; Psychiatry; Neuroscience; Medicine","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":[0.0004040183,0.0001241275,0.0002483292,0.0001452072,0.00009177427,0.00003802984,0.00002680102,0.0001108963,0.0002326033],"category_scores_gemma":[0.0003529823,0.0001252047,0.00002194635,0.0001107706,0.0002948486,0.0002108052,0.00002697584,0.0002394825,0.000001844757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003532662,"about_ca_system_score_gemma":0.0001035817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003386947,"about_ca_topic_score_gemma":0.00007139071,"domain_scores_codex":[0.9985365,0.0001785962,0.0003509183,0.0002700372,0.0004531784,0.0002108139],"domain_scores_gemma":[0.9986613,0.0009751904,0.0000763768,0.00005794455,0.0001369021,0.00009231321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005948737,0.0003465216,0.7353966,0.0003854404,0.00006230669,0.000002644754,0.007761788,4.331731e-8,0.0008136415,0.0001434278,0.00004642045,0.2544463],"study_design_scores_gemma":[0.003760451,0.0006018126,0.9894443,0.0004389104,0.00003677545,0.00000338851,0.002773871,0.000512571,0.00006643397,0.00224668,0.00001114963,0.0001036639],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966813,0.00006193745,0.00003264626,0.0005942136,0.00001450144,0.0006937718,0.0004226906,0.00001866034,0.001480247],"genre_scores_gemma":[0.9987835,0.00004001981,0.0003633779,0.0003267245,0.00003813921,0.00007208379,0.0002795974,0.00001313584,0.00008339093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2543426,"threshold_uncertainty_score":0.5105698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03865383085136306,"score_gpt":0.3416431320138827,"score_spread":0.3029893011625197,"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."}}