{"id":"W2403693244","doi":"10.1503/cjs.013914","title":"The need for a robust 24/7 subspecialty “clearing house” response for telementored trauma care","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services; Royal College of Physicians and Surgeons of Canada; Sunnybrook Health Science Centre; McGill University Health Centre; Canadian Armed Forces; University of Calgary","funders":"","keywords":"Medicine; Subspecialty; Psychological intervention; Medical emergency; Major trauma; Trauma care; Intensive care medicine; Nursing; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001414136,0.00013083,0.0003808556,0.0002721483,0.0003709463,0.00004295771,0.0001042605,0.00006253144,0.00001251612],"category_scores_gemma":[0.002060732,0.00009477914,0.0003770837,0.000165034,0.00008777825,0.00007754938,0.0000053609,0.0001389056,0.000001421941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004216469,"about_ca_system_score_gemma":0.002724116,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009764472,"about_ca_topic_score_gemma":0.03335373,"domain_scores_codex":[0.9986638,0.00005383372,0.0004941596,0.000109683,0.0001964489,0.0004820784],"domain_scores_gemma":[0.9972638,0.0005992158,0.0001762272,0.0001561274,0.001013253,0.0007913912],"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":[0.007999307,0.00002185239,0.08239456,0.0001500959,0.0005021857,0.0002686117,0.01077534,0.00009587216,0.00009904005,0.00008540719,0.8012632,0.09634455],"study_design_scores_gemma":[0.001959562,0.0004179909,0.1002171,0.0001720504,0.0001918757,0.0001316334,0.03136156,0.00001833444,0.0002487699,0.0000744214,0.8650241,0.000182601],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978709,0.00805041,0.0002337723,0.007272925,0.00462646,0.0004955134,0.00006800094,0.00001937024,0.0005245165],"genre_scores_gemma":[0.9972668,0.00006399848,0.000500671,0.0002151881,0.001459701,0.0000240083,0.00000501337,0.00004999176,0.0004145826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09616195,"threshold_uncertainty_score":0.9842851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1616885851229991,"score_gpt":0.2976542075516469,"score_spread":0.1359656224286478,"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."}}