{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00160928,0.0003815535,0.0006344271,0.001266303,0.0006356896,0.001296882,0.001081424,0.001469217,0.001036365],"category_scores_gemma":[0.006531388,0.0005390132,0.001586173,0.003134144,0.0004403722,0.001322447,0.002504422,0.001251488,0.0002151048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001652504,"about_ca_system_score_gemma":0.001685056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.089521,"about_ca_topic_score_gemma":0.1026094,"domain_scores_codex":[0.9973822,0.0007419414,0.0004181887,0.000357007,0.0004796112,0.000621039],"domain_scores_gemma":[0.9948863,0.0004394171,0.003002706,0.0003497612,0.0007212239,0.00060058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001987662,0.00004036574,0.998301,0.00003113374,0.0001680484,0.00003851326,0.00006131331,0.00004576241,0.00004195784,0.00002502456,0.0004696386,0.0005785986],"study_design_scores_gemma":[0.00001042196,0.00003097305,0.9996262,0.000009861015,0.00004194408,0.00002588567,0.0001222459,0.00005492448,0.000008227299,0.00000794873,0.00005785303,0.000003656406],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921262,0.0005802773,0.00005960076,0.0002808833,0.00002584638,0.00002634675,0.006329945,0.000006631862,0.0005641215],"genre_scores_gemma":[0.9946654,0.0003045993,0.00007929663,0.0001312268,0.0000262144,0.00002950094,0.004634021,0.000003695181,0.0001259958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.089521,"threshold_uncertainty_score":0.1779999,"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."}}