{"id":"W4403742061","doi":"10.1007/s00423-024-03510-w","title":"Acute cholecystitis management at a tertiary care center: are we following current guidelines?","year":2024,"lang":"en","type":"article","venue":"Langenbeck s Archives of Surgery","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Acute cholecystitis; Tertiary care; Cardiac surgery; Vascular surgery; Cardiothoracic surgery; Abdominal surgery; Center (category theory); General surgery; Cholecystitis; Current (fluid); Intensive care medicine; Surgery; Cholecystectomy; Gallbladder","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":[0.00007288205,0.0002312178,0.0004237131,0.0003695725,0.00005775185,0.00002485792,0.0001153334,0.00003833453,0.00009342273],"category_scores_gemma":[0.00001886128,0.0001892155,0.0006578205,0.0001793917,0.00005891802,0.00007176257,0.0001874772,0.0001498815,0.00004387313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004074332,"about_ca_system_score_gemma":0.00005032665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001926209,"about_ca_topic_score_gemma":0.00002582332,"domain_scores_codex":[0.9984137,0.00003318531,0.000452819,0.000406002,0.0003372417,0.0003570498],"domain_scores_gemma":[0.9992948,0.0001100014,0.00006722657,0.0003567597,0.00003044297,0.000140756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002122841,0.0002553676,0.3750199,0.00719358,0.001930017,0.003166095,0.002863531,0.000006206586,0.00222889,0.00005123827,0.1262651,0.4808078],"study_design_scores_gemma":[0.001771998,0.0000672781,0.2824792,0.0149863,0.001482943,0.0002276097,0.002356359,0.0003483782,0.00209523,0.0002502799,0.6932095,0.0007250059],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8198881,0.1541821,0.0003615782,0.00771941,0.003514746,0.0009345419,0.0004293166,0.0004340787,0.01253611],"genre_scores_gemma":[0.9790246,0.0167784,0.0007756787,0.0004872294,0.0003437842,0.00007754862,0.0006263795,0.00007297649,0.001813325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5669444,"threshold_uncertainty_score":0.7715985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03896849537206725,"score_gpt":0.3141716168682066,"score_spread":0.2752031214961393,"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."}}