{"id":"W2001275003","doi":"10.1503/cjs.027312","title":"Does ultrasonography accurately diagnose acute cholecystitis? Improving diagnostic accuracy based on a review at a regional hospital","year":2014,"lang":"en","type":"review","venue":"Canadian Journal of Surgery","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vernon Jubilee Hospital; University of British Columbia","funders":"","keywords":"Medicine; Acute cholecystitis; Cholecystitis; Ultrasonography; Radiology; Cholecystectomy; Emergency department; Ultrasound; Gallbladder; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0131722,0.0004496126,0.001058551,0.008512518,0.0004211461,0.001738665,0.001410092,0.0008718623,0.0009944319],"category_scores_gemma":[0.1030226,0.0006020542,0.0007721338,0.003247428,0.0005863322,0.001648176,0.001191802,0.0004775133,0.0006990583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001468497,"about_ca_system_score_gemma":0.001555352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005322361,"about_ca_topic_score_gemma":0.006729476,"domain_scores_codex":[0.984291,0.007623264,0.003178131,0.001212062,0.003113396,0.0005821392],"domain_scores_gemma":[0.8750678,0.04585603,0.03117347,0.004347068,0.04085704,0.002698723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002317702,0.00004227605,0.9624018,0.0005874211,0.000227106,0.001147188,0.0005285894,0.0001982619,0.001669762,0.00003421862,0.001211292,0.03172031],"study_design_scores_gemma":[0.00004993862,0.000458612,0.9825583,0.0007226419,0.00075061,0.006999575,0.001170446,0.002371751,0.002260109,0.00005981221,0.00255141,0.00004675136],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9555793,0.03180866,0.003395546,0.002117041,0.0002918213,0.0003297421,0.0006477779,0.0002375042,0.005592562],"genre_scores_gemma":[0.9911068,0.005104649,0.002793714,0.0002778731,0.0002396826,0.00006289244,0.0002417478,0.00002264419,0.000149917],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0131722,"threshold_uncertainty_score":0.06966215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04287318130250876,"score_gpt":0.3062777426143,"score_spread":0.2634045613117912,"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."}}