{"id":"W4391885186","doi":"10.1007/s10140-024-02214-4","title":"“Rule out appendicitis”: a Canadian emergency radiology perspective on medicolegal risks, imaging pitfalls, and strategies to improve care","year":2024,"lang":"en","type":"article","venue":"Emergency Radiology","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Appendicitis; Presentation (obstetrics); Emergency department; Perspective (graphical); Acute appendicitis; Medical imaging; Medical emergency; Intensive care medicine; General surgery; Medical physics; Radiology; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003012284,0.000476433,0.0006986046,0.0007661906,0.0002537807,0.000040543,0.0002464688,0.000216859,0.002724353],"category_scores_gemma":[0.0001754328,0.0004355047,0.000194599,0.0003144291,0.0001734378,0.0001790349,0.0001045025,0.0004547867,0.0004443017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007396426,"about_ca_system_score_gemma":0.0004802707,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06854192,"about_ca_topic_score_gemma":0.06349291,"domain_scores_codex":[0.9967567,0.0001580396,0.0005982256,0.001198893,0.0002468403,0.001041264],"domain_scores_gemma":[0.9985378,0.0000588525,0.00007629363,0.0004548246,0.00009235812,0.0007798227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003352301,0.0002581812,0.08131603,0.0007187669,0.001891446,0.005770387,0.03664931,0.00006524964,0.004033675,0.3014806,0.4862471,0.08123408],"study_design_scores_gemma":[0.002572669,0.004643238,0.3792005,0.0004626551,0.001079292,0.001233617,0.07538297,0.0006835587,0.0002531059,0.009298079,0.5232975,0.0018928],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6534307,0.1010645,0.001346413,0.0341598,0.01906024,0.003521985,0.0004733668,0.0005609445,0.186382],"genre_scores_gemma":[0.9889547,0.007068581,0.0001529953,0.001101947,0.001230454,0.0003089152,0.00016105,0.00008117992,0.0009401672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.335524,"threshold_uncertainty_score":0.9998097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01664360026683858,"score_gpt":0.3318490263443781,"score_spread":0.3152054260775395,"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."}}