{"id":"W2000656402","doi":"10.1136/emermed-2012-202101","title":"Association of out-of-hospital advanced airway management with outcomes after traumatic brain injury and hemorrhagic shock in the ROC hypertonic saline trial","year":2013,"lang":"en","type":"article","venue":"Emergency Medicine Journal","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Royal Columbian Hospital; University of Calgary; St. Michael's Hospital","funders":"National Heart, Lung, and Blood Institute; Canadian Institutes of Health Research","keywords":"Medicine; Hypertonic saline; Traumatic brain injury; Airway; Hemorrhagic shock; Anesthesia; Airway management; Saline; Resuscitation; Emergency medicine; Intensive care medicine; Psychiatry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008696275,0.0002445357,0.0007276754,0.0002280133,0.00006376173,0.000003229679,0.0001382211,0.00006626222,0.003539555],"category_scores_gemma":[0.0002932122,0.0001268085,0.0001411005,0.0003326536,0.00008159988,0.0001532671,0.00002935939,0.0003549907,0.000005442082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007607724,"about_ca_system_score_gemma":0.00003373328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005377528,"about_ca_topic_score_gemma":0.0001336059,"domain_scores_codex":[0.997363,0.0001270174,0.001173894,0.0001934489,0.0008267848,0.0003158258],"domain_scores_gemma":[0.9988116,0.0001080553,0.0004912202,0.0002283423,0.0002618279,0.0000989417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0112029,0.001893473,0.7117975,0.001339369,0.002297067,0.00003907996,0.04005368,0.00001548509,0.0006658409,0.00009140535,0.1926298,0.03797439],"study_design_scores_gemma":[0.03144417,0.005702551,0.9429804,0.0006251833,0.0007816044,0.00002591089,0.01476871,0.00003539239,0.00002565433,0.0003019521,0.003063794,0.0002446993],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715402,0.001858966,0.00006563045,0.01815339,0.002294431,0.001000466,0.000003100522,0.00001063691,0.005073202],"genre_scores_gemma":[0.992341,0.001554726,0.0002079278,0.00009767955,0.0003967749,0.00009174993,0.000004233609,0.00002135554,0.00528453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2311828,"threshold_uncertainty_score":0.9973713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01701787524095561,"score_gpt":0.3036631019125095,"score_spread":0.2866452266715539,"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."}}