{"id":"W7117453479","doi":"10.1093/bjs/znaf270.316","title":"118 The Rolling Stones: A Systematic Review and Meta-Analysis of the Management of Gallstone Ileus","year":2025,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Biliary and Gastrointestinal Fistulas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gallstone ileus; Gallstones; MEDLINE; Cholecystectomy; Odds ratio; Fistula; Systematic review; Prospective cohort study","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0121472,0.002578867,0.0215447,0.007454685,0.000790865,0.003623477,0.001983158,0.002320469,0.004313881],"category_scores_gemma":[0.02654324,0.001492021,0.03916318,0.007074928,0.0007442634,0.001902221,0.001548375,0.001808342,0.0003168895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0024958,"about_ca_system_score_gemma":0.004464235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006045484,"about_ca_topic_score_gemma":0.01494968,"domain_scores_codex":[0.9888065,0.005432388,0.003500991,0.0008434683,0.001112832,0.0003038178],"domain_scores_gemma":[0.9859905,0.009422169,0.00274822,0.0003988359,0.001205198,0.0002351135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001730809,0.00003747157,0.00217603,0.5041978,0.4782392,0.0001280224,0.0000861338,0.0003369372,0.0001909138,0.0001066935,0.0005172244,0.01225264],"study_design_scores_gemma":[0.0005257505,0.0002288424,0.002763725,0.0399697,0.9544913,0.00008909826,0.00005513644,0.000128434,0.0000829058,0.0001434184,0.001496975,0.0000247249],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003228156,0.995336,0.0003140189,0.000168865,0.0001318951,0.0003381569,0.0002871584,0.00001433461,0.0001814475],"genre_scores_gemma":[0.139429,0.8549262,0.002258098,0.0008839747,0.000281188,0.001342145,0.0005893459,0.00002408644,0.0002659928],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0215447,"threshold_uncertainty_score":0.06424129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04678858052636908,"score_gpt":0.2893424141730981,"score_spread":0.2425538336467291,"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."}}