{"id":"W3120903882","doi":"10.1097/ta.0000000000003055","title":"Tourniquet application by schoolchildren—a randomized crossover study of three commercially available models","year":2021,"lang":"en","type":"article","venue":"The Journal of Trauma: Injury, Infection, and Critical Care","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Children's Hospital","funders":"","keywords":"Tourniquet; Medicine; Crossover study; Anesthesia; Physical therapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005679985,0.001612869,0.003079131,0.001141024,0.001025262,0.000989207,0.001223925,0.00207178,0.004303317],"category_scores_gemma":[0.004646446,0.001191622,0.0019444,0.0007134087,0.0015389,0.001065131,0.0006202952,0.002442138,0.0005269492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001268824,"about_ca_system_score_gemma":0.002919137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003218853,"about_ca_topic_score_gemma":0.00470991,"domain_scores_codex":[0.9967526,0.001500938,0.0002800836,0.0005101401,0.0004564934,0.0004997985],"domain_scores_gemma":[0.9965204,0.0009025501,0.0007958803,0.0003167551,0.0003414886,0.001122805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.5725753,0.384223,0.01639348,0.000679063,0.001042002,0.0001552572,0.0006346204,0.0003746986,0.004334257,0.0001536232,0.0006623206,0.01877235],"study_design_scores_gemma":[0.336455,0.636191,0.02496819,0.00004077706,0.0004367851,0.00003334312,0.0001928129,0.000283858,0.00064711,0.00006254997,0.0006579296,0.00003076811],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952828,0.000200915,0.0002010072,0.00006547222,0.00008806941,0.003820839,0.0001353711,0.00001699755,0.0001885551],"genre_scores_gemma":[0.9844326,0.0005561903,0.002789526,0.0002562459,0.0001988513,0.0104716,0.0003073734,0.000009051981,0.0009787618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005679985,"threshold_uncertainty_score":0.03003895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02314948923357696,"score_gpt":0.3146286733405788,"score_spread":0.2914791841070019,"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."}}