{"id":"W2016107639","doi":"10.1080/0269905021000038429","title":"Crisis and its assessment after brain injury","year":2003,"lang":"en","type":"article","venue":"Brain Injury","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; West Park Healthcare Centre","funders":"Ontario Neurotrauma Foundation","keywords":"Acquired brain injury; Reliability (semiconductor); Measure (data warehouse); Psychology; Test (biology); Traumatic brain injury; Clinical psychology; Psychiatry; Rehabilitation; Computer science; Data mining; Neuroscience","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001767566,0.0003727262,0.0005668255,0.0004051693,0.0001490895,0.00009990769,0.0001822799,0.0002668373,0.00298375],"category_scores_gemma":[0.00146985,0.0003377753,0.0001516353,0.0005384209,0.0001538948,0.0002384324,0.0001401634,0.0007026345,0.0003155813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001829222,"about_ca_system_score_gemma":0.0003960973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001602455,"about_ca_topic_score_gemma":0.000005569681,"domain_scores_codex":[0.9966228,0.0004446108,0.000583668,0.0007116478,0.000856186,0.0007810626],"domain_scores_gemma":[0.9977725,0.0006080649,0.00009949922,0.0007700628,0.0001887332,0.0005611594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001436958,0.0008863925,0.03278125,0.000941083,0.000469327,0.0003341146,0.001372654,3.63308e-7,0.02464664,0.02341307,0.8835738,0.03014438],"study_design_scores_gemma":[0.006921637,0.004391787,0.3756391,0.0007088711,0.0002815775,0.0006753805,0.002262865,0.0002624854,0.02636682,0.008886888,0.5717435,0.001859016],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9452445,0.0006850664,0.0002468273,0.03020396,0.0003403889,0.001301619,0.000109975,0.0002093461,0.02165836],"genre_scores_gemma":[0.9743235,0.00005351804,0.003745259,0.0142908,0.0001943093,0.0002926417,0.00001804923,0.00009464573,0.006987289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3428579,"threshold_uncertainty_score":0.9999074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04643931527860178,"score_gpt":0.3825091261397725,"score_spread":0.3360698108611707,"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."}}