{"id":"W4282827634","doi":"10.1007/s43678-022-00323-y","title":"Tubes, lines, and videotape: a new era for quality and safety in trauma resuscitation","year":2022,"lang":"en","type":"letter","venue":"Canadian Journal of Emergency Medicine","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Petro-Canada; St. Michael's Hospital","funders":"","keywords":"Medicine; Resuscitation; Medical emergency; Quality (philosophy); Intensive care medicine; Emergency 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008747749,0.0006964394,0.00122228,0.00139191,0.00797909,0.009839514,0.0031456,0.0592051,0.01108023],"category_scores_gemma":[0.04120079,0.0006848505,0.0008907864,0.001448384,0.01403276,0.01295505,0.003405887,0.04626547,0.002423871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01634753,"about_ca_system_score_gemma":0.02740088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06326732,"about_ca_topic_score_gemma":0.1613962,"domain_scores_codex":[0.9874883,0.003299629,0.001335273,0.001218166,0.005469652,0.001189016],"domain_scores_gemma":[0.9456415,0.02727556,0.003143422,0.001519165,0.01257863,0.009841638],"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":[0.0001075437,0.00007074614,0.001563048,0.0001835318,0.00001422437,0.004261346,0.001171051,0.00006901233,0.0003823665,0.01437985,0.9367169,0.04108028],"study_design_scores_gemma":[0.0001208425,0.00009155881,0.003048206,0.001288537,0.00003539618,0.006868905,0.005107819,0.0004824753,0.0002020182,0.02407991,0.9585414,0.0001329865],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003267294,0.002123177,0.0001226752,0.990051,0.004955405,0.000003652428,0.000009712196,0.00001177226,0.002395932],"genre_scores_gemma":[0.0146262,0.007473654,0.001260834,0.9105622,0.05854009,0.00003452802,0.00002058808,0.00004478318,0.007437069],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06326732,"threshold_uncertainty_score":0.1257981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1478702009555106,"score_gpt":0.3812127231231725,"score_spread":0.2333425221676619,"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."}}