{"id":"W2767344515","doi":"10.1016/j.emc.2017.08.005","title":"Resuscitation Resequenced","year":2017,"lang":"en","type":"review","venue":"Emergency Medicine Clinics of North America","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Resuscitation; Medicine; Trauma care; Prioritization; Intensive care medicine; Shock (circulatory); Medical emergency; Advanced trauma life support; Emergency medicine; Process management; Engineering; Internal medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005799251,0.0007519415,0.005085316,0.0005550301,0.0002591523,0.000002275763,0.0007223057,0.0002961147,0.001461724],"category_scores_gemma":[0.00600891,0.0005368893,0.00136045,0.0008571824,0.0009434047,0.0000959023,0.0001611621,0.0008849206,0.0001804883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007754481,"about_ca_system_score_gemma":0.0007113922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003680538,"about_ca_topic_score_gemma":0.0001482275,"domain_scores_codex":[0.993908,0.0001923757,0.003533944,0.0008689726,0.0009395092,0.0005571836],"domain_scores_gemma":[0.9933613,0.0003147903,0.003125839,0.001934352,0.0009023327,0.0003613667],"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":[0.00004793282,0.00009866447,0.0009351169,0.0171867,0.0007116041,0.0000317644,0.000234379,3.266393e-7,1.123435e-7,0.00001523275,0.0555934,0.9251448],"study_design_scores_gemma":[0.0004552892,0.001214572,0.002780069,0.01267174,0.003775013,0.00001228152,0.00008656732,0.000001982732,3.877924e-8,0.00004784815,0.9785513,0.0004033021],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003950305,0.9596831,0.00003487591,0.0004752449,0.006077058,0.001107918,0.00008882376,0.0000847952,0.0324087],"genre_scores_gemma":[0.00007583367,0.9914685,0.0002724747,0.00003834142,0.001880718,0.0001280021,0.0008714023,0.0001058699,0.005158816],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9247414,"threshold_uncertainty_score":0.9997082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2999262533258851,"score_gpt":0.5084726217879961,"score_spread":0.2085463684621111,"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."}}