{"id":"W2084797508","doi":"10.1007/s00268-001-0080-x","title":"Advances in Management of Neurosurgical Trauma: USA and Canada","year":2001,"lang":"en","type":"review","venue":"World Journal of Surgery","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Neurointensive care; Spinal cord injury; Intensive care medicine; Population; Head injury; Public health; Emergency medicine; Medical emergency; Spinal cord; Surgery; Environmental health; Nursing; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006720497,0.0002393898,0.002380716,0.0004800317,0.00001995223,0.00000823381,0.0001066014,0.00005180629,0.00008280002],"category_scores_gemma":[0.00004405414,0.0001696984,0.0005268363,0.0005487884,0.00008043182,0.00009502119,0.00002286624,0.0004600391,4.129462e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007162643,"about_ca_system_score_gemma":0.0003391451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009420515,"about_ca_topic_score_gemma":0.01206272,"domain_scores_codex":[0.9975276,0.0001576735,0.001442292,0.0001813712,0.0004877553,0.0002032924],"domain_scores_gemma":[0.9979864,0.0007833141,0.0008703836,0.0001803751,0.00004237415,0.0001371696],"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":[0.00005617735,0.00009323446,0.001883257,0.02407133,0.0001612935,0.003977806,0.000004141576,7.885527e-7,2.461065e-8,0.00004086776,0.001224961,0.9684861],"study_design_scores_gemma":[0.000302082,0.00002770352,0.004930332,0.0385518,0.0006197658,0.001804694,0.00001599802,1.483471e-7,6.452598e-7,0.00001147862,0.9536159,0.0001194303],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001299239,0.9956886,0.000002062872,0.00008378382,0.0005806257,0.0001735342,0.000005199911,0.000001968798,0.002165014],"genre_scores_gemma":[0.001590377,0.997759,0.00006361393,0.00004454844,0.00009899824,0.000004510336,0.000004575252,0.00001937726,0.0004150429],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9683667,"threshold_uncertainty_score":0.69201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05844249440997891,"score_gpt":0.3124957871060389,"score_spread":0.25405329269606,"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."}}