{"id":"W3204290951","doi":"10.1097/pq9.0000000000000479","title":"A QI Partnership to Decrease CT Use for Pediatric Appendicitis in the Community Hospital Setting","year":2021,"lang":"en","type":"article","venue":"Pediatric Quality and Safety","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Middlesex London Health Unit","funders":"National Center for Advancing Translational Sciences","keywords":"Medicine; Psychological intervention; Audit; Quality management; Baseline (sea); General partnership; Teamwork; Pediatric emergency medicine; Standardization; Community hospital; Quality assurance; Emergency department; Family medicine; Nursing; Service (business)","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":[],"consensus_categories":[],"category_scores_codex":[0.003332226,0.0002117589,0.0004290688,0.0001423517,0.0004020405,0.00009498384,0.0001695402,0.00006468881,0.00007021724],"category_scores_gemma":[0.004489781,0.000172859,0.0001550518,0.0006085159,0.00003827772,0.0001358937,0.0001955681,0.0004282518,0.00001449872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007053254,"about_ca_system_score_gemma":0.000179462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000863462,"about_ca_topic_score_gemma":0.0004068021,"domain_scores_codex":[0.9973994,0.0008136306,0.0006284276,0.0003587339,0.0003688029,0.000431026],"domain_scores_gemma":[0.9962798,0.002575177,0.0001472664,0.0005163319,0.0000966344,0.0003848236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002356159,0.001279418,0.9646344,0.0009249013,0.00003570255,0.0002413368,0.003569539,0.000009643811,0.000002071942,0.007898964,0.01430922,0.0068592],"study_design_scores_gemma":[0.002399692,0.0003027442,0.9763958,0.00003077026,0.000336524,0.00003129728,0.004603848,0.0000279981,0.000006275106,0.000827775,0.01477237,0.0002649377],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840141,0.0008189514,0.0006271229,0.01216078,0.00009317214,0.001292931,0.0001122874,0.00004251939,0.0008381296],"genre_scores_gemma":[0.9871231,0.001790412,0.0009964094,0.008980648,0.0005617313,0.0001851711,0.0002377949,0.00002022988,0.0001045543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01176138,"threshold_uncertainty_score":0.7048984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08017273548162455,"score_gpt":0.3576868604893007,"score_spread":0.2775141250076761,"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."}}