{"id":"W4306687454","doi":"10.1016/j.jvir.2022.10.021","title":"Nationwide Outcomes following Percutaneous Cholecystostomy for Acute Calculous Cholecystitis and the Impact of Coronavirus Disease 2019: Results of the Multicentre Audit of Cholecystostomy and Further Interventions (MACAFI study)","year":2022,"lang":"en","type":"article","venue":"Journal of Vascular and Interventional Radiology","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Thomas Hospital","funders":"National Institute for Health and Care Research; Cancer Research UK","keywords":"Medicine; Cholecystostomy; Cholecystitis; Acute cholecystitis; Pandemic; Psychological intervention; Mortality rate; Percutaneous; Cholecystectomy; Surgery; Coronavirus disease 2019 (COVID-19); General surgery; Internal medicine; Gallbladder; Disease","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":[0.00102611,0.0001594625,0.0006984889,0.0001839203,0.0001430193,0.000009478881,0.0001806467,0.00004346532,0.00005489965],"category_scores_gemma":[0.0006174654,0.00009098503,0.001674626,0.0001185408,0.000328806,0.00007579548,0.0001428385,0.0002595866,7.493512e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005003412,"about_ca_system_score_gemma":0.0001203868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002329081,"about_ca_topic_score_gemma":0.00003694183,"domain_scores_codex":[0.9979777,0.0003954027,0.0009447561,0.0001792169,0.00035209,0.0001508139],"domain_scores_gemma":[0.9983825,0.0003423021,0.0007350443,0.0001979193,0.0002438062,0.00009842237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02673903,0.007959899,0.8845533,0.001068244,0.04401476,0.0003046859,0.01132241,0.002190864,0.006911808,0.0006870961,0.001934501,0.01231336],"study_design_scores_gemma":[0.02769856,0.003569321,0.9607275,0.0002992516,0.003177902,0.001488352,0.001888438,0.0003420628,0.0000298147,0.000397865,0.0002658426,0.0001150836],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988368,0.008905728,0.0001893426,0.001138318,0.0002036943,0.0008510827,0.0003236639,0.000002614822,0.00001749781],"genre_scores_gemma":[0.9994186,0.0002401995,0.00007291028,0.00005234392,0.00002622743,0.00002182949,0.00002307893,0.00001373407,0.0001311083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07617418,"threshold_uncertainty_score":0.3710262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01733209861786078,"score_gpt":0.3452560296499,"score_spread":0.3279239310320393,"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."}}