{"id":"W2183036608","doi":"10.1017/s1481803500009234","title":"Survival rates for adult trauma patients who require cardiopulmonary resuscitation","year":2004,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Royal College of Physicians and Surgeons of Canada","keywords":"Medicine; Vital signs; Cardiopulmonary resuscitation; Emergency medicine; Injury Severity Score; Resuscitation; Revised Trauma Score; Mortality rate; Blunt trauma; Major trauma; Pulseless electrical activity; Anesthesia; Medical emergency; Poison control; Injury prevention; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0004437373,0.0001833086,0.0004800802,0.0004986115,0.0001454945,0.00000546825,0.0001540532,0.000083944,0.0004636972],"category_scores_gemma":[0.001571235,0.0001474611,0.0002177935,0.000384064,0.00008439572,0.0002834236,0.000004642525,0.0001672444,0.000006925149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002201239,"about_ca_system_score_gemma":0.000379953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004016652,"about_ca_topic_score_gemma":0.01121697,"domain_scores_codex":[0.9982103,0.00003281401,0.0008178328,0.0001797027,0.0003885251,0.0003708252],"domain_scores_gemma":[0.9971376,0.00004948039,0.0002946932,0.0001875926,0.001510855,0.00081977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009210263,0.0002394303,0.6201161,0.000774375,0.0007661585,0.0003912606,0.003875601,0.000174756,0.0001751967,0.007305836,0.3451684,0.02009196],"study_design_scores_gemma":[0.01269604,0.004257322,0.8857318,0.001573883,0.0008143663,0.00001415734,0.002703085,0.0000190032,0.0001675601,0.004811729,0.08687012,0.0003409952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9481788,0.002215658,0.0006983859,0.02307549,0.01251289,0.0007717533,0.0000479553,0.00001537346,0.01248364],"genre_scores_gemma":[0.9957604,0.0004316652,0.0002797096,0.0004794504,0.001991817,0.00001372034,0.00007994106,0.00003419049,0.0009291373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2656157,"threshold_uncertainty_score":0.6259331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07961844701395782,"score_gpt":0.3469302665206674,"score_spread":0.2673118195067096,"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."}}