{"id":"W4226336942","doi":"10.1097/shk.0000000000001539","title":"Time to Hemorrhage Control in a Hybrid ER System: Is It Time to Change?","year":2020,"lang":"en","type":"article","venue":"Shock","topic":"Pelvic and Acetabular Injuries","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa; Foothills Medical Centre; Canadian Armed Forces; University of Calgary","funders":"","keywords":"Medicine; Resuscitation; Limiting; Medical emergency; Intensive care medicine; Major trauma; Operations management; Emergency medicine; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001159859,0.0001577873,0.0004450073,0.00008155114,0.00002796921,0.00001753498,0.0001204282,0.00004791438,0.005034914],"category_scores_gemma":[0.00009307905,0.0001384921,0.000072827,0.0002250614,0.00001713356,0.00005283394,0.00006558604,0.0001255032,0.05203903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007088222,"about_ca_system_score_gemma":0.00004376034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002340179,"about_ca_topic_score_gemma":0.000002183737,"domain_scores_codex":[0.9989077,0.000029251,0.0002248591,0.0002989565,0.0002323942,0.0003068093],"domain_scores_gemma":[0.9992982,0.00002281855,0.00002893373,0.0002445779,0.00004461328,0.0003608966],"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":[0.0008439112,0.0000748333,0.0003924112,0.0004358442,0.00007694025,0.0009601517,0.0038132,0.000005998354,0.02225408,0.00001030315,0.9657196,0.005412718],"study_design_scores_gemma":[0.0053808,0.001278957,0.001198725,0.0007020681,0.0002593548,0.0001975645,0.0006872664,0.02571049,0.01077733,0.000005818008,0.9531348,0.0006668493],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4718248,0.001294764,0.001340953,0.4469204,0.0002184074,0.004426192,0.0004493692,0.0004782193,0.07304694],"genre_scores_gemma":[0.860117,0.000001021626,0.0003950956,0.1092498,0.0006498252,0.00006145743,0.00001968121,0.00003415751,0.02947201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3882922,"threshold_uncertainty_score":0.9958746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01856364133400383,"score_gpt":0.2523395265814474,"score_spread":0.2337758852474436,"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."}}