{"id":"W2887287520","doi":"10.1136/tsaco-2018-000164","title":"Point-of-care biliary ultrasound in the emergency department (BUSED): implications for surgical referral and emergency department wait times","year":2018,"lang":"en","type":"article","venue":"Trauma Surgery & Acute Care Open","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Emergency department; Referral; Medical emergency; Medicine; Emergency medicine; Point of care ultrasound; Nursing","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004101148,0.000308458,0.0006105365,0.0001404288,0.0002115496,0.00003643358,0.0003793197,0.0001271741,0.001061156],"category_scores_gemma":[0.00008281694,0.0002179337,0.0003091236,0.0004094782,0.0001421613,0.0002059645,0.0001072265,0.0001398683,0.00001713117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007578123,"about_ca_system_score_gemma":0.0001736634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001689828,"about_ca_topic_score_gemma":0.0006894254,"domain_scores_codex":[0.997865,0.000130816,0.0007526428,0.0005049081,0.0002567533,0.0004899277],"domain_scores_gemma":[0.9983183,0.0003028688,0.0001499551,0.0006858975,0.0003820531,0.0001609807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002087011,0.001118056,0.6642135,0.0006045107,0.0008498624,0.00005213769,0.01534712,0.00000105665,0.0007481,0.001186967,0.2695794,0.04421232],"study_design_scores_gemma":[0.003106255,0.001269643,0.8539612,0.0001380293,0.0008526772,0.0002463915,0.02060071,0.000004698466,0.001878829,0.0007648556,0.1165387,0.000638079],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809707,0.003024186,0.000009261314,0.002310603,0.0004062404,0.003253621,0.0005870992,0.00002991098,0.009408351],"genre_scores_gemma":[0.9945444,0.002145004,0.0001857602,0.0001878176,0.0001619062,0.0006997595,0.001674885,0.00004203979,0.0003583839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1897477,"threshold_uncertainty_score":0.999852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04096610961214491,"score_gpt":0.3407991715461032,"score_spread":0.2998330619339583,"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."}}