{"id":"W1966526194","doi":"","title":"Is HIDA Scan Necessary for Sonographically Suspicious Cholecystitis","year":2013,"lang":"en","type":"article","venue":"Journal of Current Surgery","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Acute cholecystitis; Cholecystitis; Ultrasound; Abdominal ultrasound; Radiology; Cholecystectomy; Predictive value; Computed tomography; Gallbladder; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003965134,0.0001703984,0.0005670427,0.0004359122,0.00006438058,0.00005243947,0.0001084088,0.00008084347,0.0006071162],"category_scores_gemma":[0.0001923293,0.0001290037,0.0007327615,0.0002562706,0.0000751081,0.0002557585,0.00001744206,0.0003312752,0.00002263305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003367184,"about_ca_system_score_gemma":0.0003190709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001350397,"about_ca_topic_score_gemma":0.000002116753,"domain_scores_codex":[0.9983127,0.00003376866,0.0007301592,0.0001489197,0.0004280175,0.000346462],"domain_scores_gemma":[0.9982418,0.0002589597,0.0003877662,0.000171609,0.0006304226,0.0003093877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000171325,0.0005196957,0.2942162,0.000331818,0.0002052038,0.00002545911,0.0001585573,0.000001191553,0.0007044396,0.00003122988,0.5731041,0.1305308],"study_design_scores_gemma":[0.004832578,0.0009522167,0.702098,0.001731797,0.0006439709,0.000989857,0.000554956,0.000122704,0.00209393,0.003343053,0.2819887,0.0006482913],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786381,0.006501124,0.0007996513,0.01092909,0.00222713,0.0004187804,0.000009699604,0.00002404259,0.0004524596],"genre_scores_gemma":[0.9962927,0.001447889,0.0001690123,0.00117788,0.0007593638,0.00002072517,0.00001398346,0.00002565236,0.00009284206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4078818,"threshold_uncertainty_score":0.6647496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03792567677414636,"score_gpt":0.3091123681287385,"score_spread":0.2711866913545922,"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."}}