{"id":"W2024612725","doi":"10.1016/j.ncl.2011.07.012","title":"Trauma and Impaired Consciousness","year":2011,"lang":"en","type":"review","venue":"Neurologic Clinics","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Victoria Hospital; Western University","funders":"","keywords":"Medicine; Consciousness; Brain trauma; Consciousness Disorders; Level of consciousness; Pathophysiology; Concussion; Persistent vegetative state; Neuroscience; Traumatic brain injury; Anesthesia; Psychiatry; Poison control; Internal medicine; Injury prevention; Psychology; Minimally conscious state; Medical emergency","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":[0.0004527985,0.0004979369,0.002482889,0.0001208103,0.00009053185,0.00002438524,0.0002374658,0.0006437837,0.0001306409],"category_scores_gemma":[0.0005586518,0.0003405228,0.0007858353,0.0001947981,0.0003727684,0.00003569383,0.0001048362,0.0009747745,0.00009574611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009776789,"about_ca_system_score_gemma":0.0001097686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000219798,"about_ca_topic_score_gemma":0.000002053689,"domain_scores_codex":[0.9974391,0.0003425789,0.0009227238,0.0007828326,0.0001770871,0.0003356697],"domain_scores_gemma":[0.9976208,0.0008890562,0.000431565,0.000806686,0.00004106939,0.0002108875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004829194,0.0001504815,0.00008865893,0.009432024,0.0001325877,0.0002038987,0.0000337415,6.14494e-9,2.953959e-8,0.0001958064,0.0005261159,0.9891884],"study_design_scores_gemma":[0.000609642,0.001132514,0.0006506219,0.001324147,0.00248705,0.001458524,0.000004839051,0.000002311094,2.329322e-7,0.0002711501,0.9917856,0.0002733348],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001229473,0.99446,0.000003435776,0.0000689396,0.0007451574,0.001062196,0.0000327142,0.0001844603,0.0022136],"genre_scores_gemma":[0.0003659013,0.997557,0.0001267626,0.001250563,0.0001998984,0.00008237422,0.00004210136,0.00006114356,0.0003142332],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9912595,"threshold_uncertainty_score":0.9999047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1368407994681112,"score_gpt":0.368118375335256,"score_spread":0.2312775758671448,"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."}}