{"id":"W2975090677","doi":"10.1503/cjs.000218","title":"A quality-improvement approach to effective trauma team activation","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Quality management; Quality (philosophy); Medical emergency; Intensive care medicine; Operations management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0006063718,0.0001136091,0.0004330417,0.0004564717,0.00006030362,0.00001273963,0.00005170933,0.00005251311,0.00009841311],"category_scores_gemma":[0.0002789097,0.00009401576,0.0002211501,0.0002573194,0.00002340408,0.0001012948,0.00000464092,0.0001888597,0.00002369732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003167162,"about_ca_system_score_gemma":0.0006182236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002847394,"about_ca_topic_score_gemma":0.0008178847,"domain_scores_codex":[0.9989313,0.0000437151,0.0003968541,0.0001272998,0.0002251207,0.0002756846],"domain_scores_gemma":[0.9987367,0.0001314994,0.0001374865,0.0001352596,0.0002823202,0.0005766922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003909554,0.0001484107,0.4638333,0.0004057381,0.0006561851,0.00004847146,0.004921657,0.000064732,0.008903983,0.0002712014,0.07882529,0.4415301],"study_design_scores_gemma":[0.0005238145,0.0002977677,0.9380245,0.0002276497,0.00004429055,0.00006009406,0.002652131,0.000002866502,0.003040625,0.00004063388,0.05492238,0.0001632291],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9662,0.0001806971,0.0001585363,0.0008513764,0.0008947791,0.0003367068,0.000005691353,0.000005784622,0.03136645],"genre_scores_gemma":[0.9983277,0.000007645936,0.0001408422,0.000740069,0.0002952005,0.00001048235,0.000004076375,0.00001500097,0.0004589836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4741912,"threshold_uncertainty_score":0.4304427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04330533630012893,"score_gpt":0.283034164331866,"score_spread":0.2397288280317371,"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."}}