{"id":"W3039552797","doi":"10.5489/cuaj.6823","title":"Acute care for renal colic in Canadian healthcare — a commentary on emergency department patient flow metrics and treatment options","year":2020,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Emergency department; Renal colic; Medicine; Health care; Medical emergency; Intensive care medicine; Patient care; Emergency medicine; Nursing; Alternative medicine; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01878863,0.001264871,0.003144408,0.004887435,0.01166894,0.01307365,0.007778953,0.03261233,0.008807641],"category_scores_gemma":[0.1259905,0.001493786,0.004142239,0.008997573,0.009532821,0.01065896,0.006573454,0.05638643,0.001288454],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09780139,"about_ca_system_score_gemma":0.2125626,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8622711,"about_ca_topic_score_gemma":0.934099,"domain_scores_codex":[0.9773372,0.004378628,0.003654416,0.001675087,0.008586883,0.004367938],"domain_scores_gemma":[0.8495039,0.05689291,0.009018793,0.001633039,0.05542327,0.02752811],"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":[0.00004857721,0.00001715532,0.0009379308,0.0004518397,0.00008631147,0.00009752839,0.0004301053,0.00008542103,0.00001807483,0.006039532,0.9788958,0.01289154],"study_design_scores_gemma":[0.0005156348,0.00006631395,0.01098622,0.02662488,0.0006575608,0.0002570952,0.006823977,0.0005121997,0.0001007009,0.01460378,0.9384958,0.0003557811],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002190061,0.01744841,0.00004004191,0.9641662,0.01659121,0.000007815596,0.0001968895,0.000009736486,0.001320657],"genre_scores_gemma":[0.01038821,0.02762114,0.0005167573,0.9113971,0.04833439,0.00006513864,0.0003549538,0.00004441599,0.00127787],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9021986,"threshold_uncertainty_score":0.7096021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02427872461064111,"score_gpt":0.2794774612326618,"score_spread":0.2551987366220207,"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."}}