{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003208723,0.0003517453,0.0006040438,0.0008160772,0.0008889269,0.0008040035,0.0002967689,0.000720826,0.001570595],"category_scores_gemma":[0.001699205,0.0001506174,0.000325578,0.0006351828,0.0002834004,0.0008338832,0.0005714739,0.00105135,0.0004061106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002595519,"about_ca_system_score_gemma":0.0004334709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002263934,"about_ca_topic_score_gemma":0.0003059775,"domain_scores_codex":[0.9997376,0.00007875473,0.00004962443,0.00002381363,0.00004940062,0.00006082583],"domain_scores_gemma":[0.9995147,0.0001040502,0.0001297713,0.00001464377,0.00004984395,0.0001870893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001792136,0.0006104711,0.5532635,0.001066853,0.0001275941,0.2348786,0.000978817,0.00102498,0.005931178,0.0007098778,0.009807835,0.1898081],"study_design_scores_gemma":[0.0002800325,0.003311968,0.3075686,0.001485719,0.000205626,0.6401001,0.004021643,0.003169196,0.004644849,0.003499133,0.03162652,0.00008664872],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9076666,0.05468907,0.006258629,0.008556722,0.0005050739,0.0002719458,0.0002425673,0.0002364886,0.0215729],"genre_scores_gemma":[0.9905403,0.005319417,0.002067782,0.0007574831,0.0004503996,0.00005720147,0.0001448041,0.00001005166,0.0006526365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001570595,"threshold_uncertainty_score":0.005254149,"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."}}