{"id":"W3003223196","doi":"10.1016/j.jpedsurg.2020.01.040","title":"Improving the diagnostic accuracy of appendicitis using a multidisciplinary pathway","year":2020,"lang":"en","type":"article","venue":"Journal of Pediatric Surgery","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Multidisciplinary approach; Appendicitis; General surgery; Medical physics; Radiology","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":[0.0009008099,0.0001641414,0.0006281548,0.0002513136,0.00008925352,0.0000210509,0.0001670825,0.0000606669,0.0001512772],"category_scores_gemma":[0.005401111,0.0001075749,0.0004631008,0.0005063898,0.00005468738,0.0001889905,0.0001565368,0.0003197231,0.000009461598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000556679,"about_ca_system_score_gemma":0.0003890741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004566794,"about_ca_topic_score_gemma":7.586552e-7,"domain_scores_codex":[0.9978611,0.00009905387,0.001028164,0.0001582402,0.0005925994,0.0002608768],"domain_scores_gemma":[0.9937321,0.004227178,0.001435268,0.000181441,0.0001878473,0.0002362002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003534843,0.0006238894,0.8964952,0.001100128,0.0003279265,0.003268605,0.001297318,0.0003476931,0.00341127,0.00005613724,0.04423044,0.04848794],"study_design_scores_gemma":[0.007645049,0.002845061,0.9449136,0.00160968,0.007227888,0.001608484,0.008112911,0.00713951,0.008971456,0.0002438542,0.008370706,0.001311856],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897302,0.005042436,0.001995725,0.002237222,0.0006003017,0.0002964516,0.00001000907,0.00001309549,0.00007458574],"genre_scores_gemma":[0.991828,0.002764868,0.0006558242,0.0005655188,0.004145738,0.000003924872,0.000002940788,0.00002771588,0.000005533228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04841838,"threshold_uncertainty_score":0.6466025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05239237266829539,"score_gpt":0.2871034469006977,"score_spread":0.2347110742324023,"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."}}