{"id":"W3026201938","doi":"10.1097/pq9.0000000000000290","title":"Quality Assurance and Performance Improvement Project for Suspected Appendicitis","year":2020,"lang":"en","type":"article","venue":"Pediatric Quality and Safety","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McMaster Children's Hospital","funders":"Children's Hospital Foundation; McMaster University","keywords":"Medicine; Appendicitis; Referral; Radiological weapon; Quality management; Emergency medicine; Triage; Multidisciplinary approach; Cohort; Prospective cohort study; Radiology; General surgery; Surgery; Internal medicine; Family medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.03218786,0.0004307063,0.000368499,0.001421768,0.001066779,0.00162621,0.001183323,0.000507461,0.002779534],"category_scores_gemma":[0.04689665,0.0003134992,0.0004947204,0.001555643,0.0007023872,0.001074772,0.003721793,0.001532829,0.0004923717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003744664,"about_ca_system_score_gemma":0.02673566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01036808,"about_ca_topic_score_gemma":0.006384565,"domain_scores_codex":[0.9761512,0.01294799,0.002834418,0.00134214,0.004970382,0.001753883],"domain_scores_gemma":[0.9265754,0.009687403,0.02531949,0.004852195,0.0182409,0.0153246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005163757,0.002201612,0.7879112,0.0007786793,0.0001723939,0.0001469002,0.001369558,0.001091848,0.001079255,0.0008574746,0.01306127,0.1908133],"study_design_scores_gemma":[0.000442722,0.002817896,0.9790258,0.0008635266,0.00006477613,0.0002179749,0.0009125691,0.002725004,0.0007469217,0.0004645362,0.0116948,0.00002355232],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9144319,0.003201364,0.02116864,0.02588926,0.0004835762,0.01345078,0.006616593,0.001023732,0.01373413],"genre_scores_gemma":[0.9577564,0.001094024,0.02889032,0.001851594,0.0001921489,0.004294378,0.004574828,0.00003872742,0.001307608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03218786,"threshold_uncertainty_score":0.1702277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05520963071054438,"score_gpt":0.3342207042611692,"score_spread":0.2790110735506248,"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."}}