{"id":"W2968255904","doi":"10.1097/jp9.0000000000000026","title":"Management of pancreatic fluid collections in patients with acute pancreatitis","year":2019,"lang":"en","type":"article","venue":"Journal of Pancreatology","topic":"Pancreatitis Pathology and Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Acute pancreatitis; Medicine; Percutaneous; Pancreatic pseudocyst; Surgery; Debridement (dental); Pancreatitis; Lumen (anatomy); Pancreatic abscess","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":[0.0001807002,0.0002115157,0.001171721,0.0005164028,0.00004060463,0.000004999555,0.0001064568,0.0001467888,0.000286277],"category_scores_gemma":[0.00001919514,0.0001537427,0.0001524117,0.0005677233,0.0001212291,0.0001090924,0.00002978128,0.0002410989,0.00002932556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001551687,"about_ca_system_score_gemma":0.000145689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004009265,"about_ca_topic_score_gemma":0.0000114697,"domain_scores_codex":[0.9983577,0.000120793,0.0007130201,0.0002135714,0.0002911018,0.0003038342],"domain_scores_gemma":[0.9987074,0.0001116662,0.0004735686,0.0003219842,0.0002672001,0.0001182414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002840693,0.0008462603,0.9895528,0.0001196868,0.002028018,0.002706673,0.00009926823,0.0000136749,0.0001671125,0.0009541092,0.0001826375,0.0004890956],"study_design_scores_gemma":[0.01379036,0.004714644,0.9747773,0.0006059994,0.001955112,0.002629542,0.0001137569,0.000007049424,0.0008459108,0.0001671902,0.0002656151,0.0001275068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854003,0.0004399117,0.00009658212,0.0001119089,0.0001830477,0.0005804123,0.00001874292,0.00001052588,0.01315862],"genre_scores_gemma":[0.9917986,0.0006912196,0.005602219,0.00006245337,0.0000218457,0.0000195499,0.00001843407,0.00002241673,0.001763219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01477546,"threshold_uncertainty_score":0.6269447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004743721050799813,"score_gpt":0.2361983336239192,"score_spread":0.2314546125731194,"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."}}