{"id":"W2992227989","doi":"10.1136/bmjoq-2018-000470","title":"Appropriate use of CT for patients presenting with suspected renal colic: a quality improvement study","year":2019,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Renal colic; Medicine; Emergency department; Audit; Population; Radiology; Psychological intervention; Emergency medicine; Pediatrics","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":[0.02880619,0.0002608176,0.0006695346,0.002728794,0.0007959609,0.002158957,0.0008444726,0.0007123941,0.001320276],"category_scores_gemma":[0.07719299,0.0004108184,0.001407469,0.005562682,0.001049597,0.002492643,0.002508146,0.001236712,0.0001715658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004450984,"about_ca_system_score_gemma":0.00638006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007592151,"about_ca_topic_score_gemma":0.007910985,"domain_scores_codex":[0.9815199,0.00874242,0.003928586,0.001139213,0.003464708,0.001205178],"domain_scores_gemma":[0.8771266,0.03222211,0.05987298,0.003619676,0.01731913,0.009839561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004999664,0.0005688324,0.97945,0.0003657688,0.0001821209,0.00005054765,0.0009846548,0.000187159,0.00007529616,0.00007101613,0.0008113906,0.01675329],"study_design_scores_gemma":[0.0002110975,0.001946672,0.9934477,0.0003780256,0.0001642868,0.0001044971,0.001606642,0.0008085353,0.0001352861,0.00005606468,0.001117888,0.00002338617],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918937,0.001661058,0.0009215684,0.002298905,0.00004951889,0.0009526865,0.0008545468,0.00003224961,0.001335711],"genre_scores_gemma":[0.9959054,0.0006270182,0.001955403,0.0003368397,0.00004035015,0.0004410736,0.0006182646,0.000007526723,0.00006811371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02880619,"threshold_uncertainty_score":0.1523435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1167446091029862,"score_gpt":0.433651023530099,"score_spread":0.3169064144271129,"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."}}