{"id":"W2092590135","doi":"10.1097/sla.0b013e318217e339","title":"Reducing Time-to-Treatment Decreases Mortality of Trauma Patients with Acute Subdural Hematoma","year":2011,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":134,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Canadian Armed Forces; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Craniotomy; Midline shift; Trauma center; Odds ratio; Retrospective cohort study; Injury Severity Score; Logistic regression; Surgery; Glasgow Coma Scale; Anesthesia; Hematoma; Poison control; Emergency medicine; Injury prevention; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001167434,0.0001675142,0.0006282269,0.0001349018,0.0000334142,0.000001398019,0.00004033106,0.00003673056,0.0003986619],"category_scores_gemma":[0.00005907728,0.0001158188,0.0002307399,0.0001968119,0.00008576647,0.00007185338,0.0000185352,0.00002978556,0.0000224031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001035938,"about_ca_system_score_gemma":0.00006762373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009055565,"about_ca_topic_score_gemma":0.00001904995,"domain_scores_codex":[0.9988508,0.00002380194,0.0004150026,0.0001977472,0.0002673695,0.00024534],"domain_scores_gemma":[0.9989677,0.0000664972,0.0001510572,0.0002862019,0.0003745523,0.000153983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001010315,0.001115921,0.9701205,0.0001252305,0.001461956,0.00005833243,0.001183913,4.644557e-7,0.0002874162,0.000007404871,0.004294863,0.02033371],"study_design_scores_gemma":[0.0002820413,0.0005527065,0.926793,0.0002518584,0.0002326596,0.000005751584,0.00009735976,6.31799e-7,0.07151629,0.0000140128,0.0001450193,0.0001086841],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955226,0.0002756559,0.000001938466,0.00009529781,0.00007229134,0.0002122589,0.00006382696,0.0000298887,0.003726212],"genre_scores_gemma":[0.9993922,0.0001189708,0.0001446292,0.00007460079,0.00002693638,0.00001666581,0.00003793177,0.00001766192,0.0001704236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07122888,"threshold_uncertainty_score":0.4722953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2244545254028046,"score_gpt":0.3431395682112627,"score_spread":0.118685042808458,"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."}}