{"id":"W4386365700","doi":"10.1016/j.hpb.2023.08.007","title":"International Hepato-Pancreato-Billiary Association (IHPBA) registry study on COVID-19 infections in HPB surgery patients","year":2023,"lang":"en","type":"article","venue":"HPB","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"International Hepato-Pancreato-Biliary Association","keywords":"Medicine; Perioperative; Cholecystectomy; Pancreaticoduodenectomy; Psychological intervention; Complication; Pandemic; General surgery; Coronavirus disease 2019 (COVID-19); Surgical complication; Surgery; Internal medicine","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":[0.0006324286,0.0002652791,0.0003954939,0.001212969,0.0005176431,0.001037725,0.0003829618,0.0004274458,0.003633793],"category_scores_gemma":[0.002027723,0.0003763156,0.0007504792,0.002589655,0.0002353797,0.0008700594,0.001077089,0.0008962268,0.0004093428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003922266,"about_ca_system_score_gemma":0.0007627109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006216041,"about_ca_topic_score_gemma":0.009949369,"domain_scores_codex":[0.9990639,0.0002307992,0.0001452579,0.0001727271,0.0001154852,0.0002717926],"domain_scores_gemma":[0.9981165,0.0002683389,0.0009674716,0.0001540044,0.0001457545,0.0003479785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000102903,0.00001923507,0.9989352,0.00001219044,0.0000622053,0.00003667936,0.00003232769,0.000009562073,0.00005860781,0.00003533652,0.0002467025,0.0004490229],"study_design_scores_gemma":[0.00001585871,0.00005358427,0.9985585,0.0000348919,0.00006159218,0.0001922236,0.0004513501,0.00006840852,0.00004319061,0.00003247321,0.0004831299,0.000004840559],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918382,0.0006648881,0.0001191296,0.0001275914,0.0000313402,0.00002165579,0.004953348,0.000006011669,0.002237881],"genre_scores_gemma":[0.9960174,0.0003399798,0.0001035181,0.0001032247,0.00002923996,0.00003020533,0.003028451,0.000005965642,0.0003420461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006216041,"threshold_uncertainty_score":0.01235974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07113629234287247,"score_gpt":0.3935001156667824,"score_spread":0.32236382332391,"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."}}