{"id":"W47769894","doi":"10.1007/978-3-540-78680-1_60","title":"A Guide to Neurotrauma for the Rural Surgeon","year":2011,"lang":"en","type":"book-chapter","venue":"","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Victoria General Hospital","funders":"","keywords":"Medicine; Radiological weapon; Spinal injury; Spinal trauma; Intensive care medicine; Identification (biology); Traumatic brain injury; Medical emergency; Surgery; Spinal cord injury; Psychiatry; Spinal cord","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003039075,0.0008377774,0.0004361591,0.001098425,0.001114154,0.001332959,0.0005527918,0.001376087,0.06600583],"category_scores_gemma":[0.0007181283,0.0003201731,0.00026014,0.000781257,0.0005368215,0.001611577,0.001076303,0.002472373,0.02294042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007455894,"about_ca_system_score_gemma":0.002175307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002449914,"about_ca_topic_score_gemma":0.01767796,"domain_scores_codex":[0.9998803,0.00002727627,0.000006606746,0.00001284214,0.00005869522,0.00001437077],"domain_scores_gemma":[0.9998072,0.00007562984,0.000008393184,0.000006518845,0.00005630821,0.00004609309],"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":[0.000007316761,0.00004983195,0.00008479861,0.0001695386,0.000001587141,0.0001999227,0.0003484234,0.0001394959,0.0002278556,0.01405819,0.8514359,0.1332771],"study_design_scores_gemma":[0.000001257385,0.000009174906,0.0001035884,0.0001161442,6.011111e-7,0.000281584,0.00009023376,0.00002274405,0.00001209453,0.001965862,0.997394,0.000002763303],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.0009503576,0.2213723,0.005317324,0.02802489,0.02146707,0.0001105946,0.0003200312,0.000360467,0.722077],"genre_scores_gemma":[0.002109671,0.07846516,0.004323937,0.008381959,0.002304137,0.00006511468,0.0001237768,0.0001138095,0.9041125],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.06600583,"threshold_uncertainty_score":0.2208115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06118014716008929,"score_gpt":0.2936729935850377,"score_spread":0.2324928464249484,"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."}}