{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009470175,0.0002120534,0.00053623,0.00005906001,0.0002135785,0.00003395305,0.00007218718,0.00008553722,0.00005003281],"category_scores_gemma":[0.0003424621,0.0001871817,0.00008670665,0.0002237026,0.00007152673,0.0001210698,0.0001102412,0.0001616012,0.000006490629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004234921,"about_ca_system_score_gemma":0.00008260969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001789036,"about_ca_topic_score_gemma":0.00002336041,"domain_scores_codex":[0.9980768,0.00008289678,0.0006591197,0.0005321319,0.0003127582,0.0003362948],"domain_scores_gemma":[0.998982,0.0003024019,0.0002189785,0.0001883875,0.00008401713,0.0002242521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002862764,0.0004026179,0.8418159,0.009454521,0.0001995585,0.00001466479,0.001726068,0.000002541772,0.0003244726,0.01026348,0.01170976,0.1212236],"study_design_scores_gemma":[0.004376179,0.00120174,0.9733456,0.00002902297,0.0001823264,0.00000489279,0.0004115036,0.000332628,0.0001166553,0.000137303,0.01955854,0.0003036259],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798743,0.001275487,0.003963752,0.01055524,0.0000985057,0.002164948,0.00018277,0.0001181963,0.001766812],"genre_scores_gemma":[0.9850375,0.009276758,0.001243313,0.003551348,0.0005188825,0.000138818,0.0001005329,0.00001930991,0.0001135128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1315297,"threshold_uncertainty_score":0.763305,"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."}}