{"id":"W2122047971","doi":"10.1016/j.cpem.2011.04.003","title":"Ensuring Diagnostic Accuracy in Pediatric Emergency Medicine","year":2011,"lang":"en","type":"article","venue":"Clinical Pediatric Emergency Medicine","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Medicine; Emergency department; Pediatric emergency medicine; Clinical Practice; Quality management; Appendicitis; Medical emergency; Patient care; Intensive care medicine; Emergency medicine; Emergency physician; Family medicine; General surgery; Nursing; Management system; Operations management","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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003956475,0.0008235666,0.00201599,0.001228564,0.0001702002,0.00000219628,0.0007418044,0.0004792019,0.05361259],"category_scores_gemma":[0.02968522,0.0006398281,0.0004986227,0.002834666,0.0003052619,0.0002691835,0.0003778519,0.001360193,0.0007919066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001219576,"about_ca_system_score_gemma":0.000160984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008960919,"about_ca_topic_score_gemma":0.0001730416,"domain_scores_codex":[0.9894713,0.0003867585,0.005955057,0.001548696,0.001322899,0.001315319],"domain_scores_gemma":[0.9934415,0.002222922,0.001312473,0.001369279,0.0004181124,0.001235724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001277153,0.001255477,0.7796808,0.00057423,0.00007124523,0.0002786189,0.0006389709,0.000001539837,0.000004592309,0.000464084,0.2152179,0.001684798],"study_design_scores_gemma":[0.005148172,0.002661106,0.9747639,0.0001547009,0.002004837,0.00001515178,0.0003902747,0.00004188592,0.000003189585,0.001761927,0.01243626,0.000618571],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8643109,0.02614757,0.0003261472,0.004124691,0.01764471,0.00226494,0.000009469505,0.0003415327,0.08483007],"genre_scores_gemma":[0.6843836,0.2981548,0.0001493291,0.0004304028,0.01391174,0.0001956275,0.00006981918,0.0001084932,0.002596203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2720072,"threshold_uncertainty_score":0.9999861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1803368002733056,"score_gpt":0.4187474855505334,"score_spread":0.2384106852772278,"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."}}