{"id":"W2949891360","doi":"10.1186/s13017-019-0247-0","title":"2019 WSES guidelines for the management of severe acute pancreatitis","year":2019,"lang":"en","type":"review","venue":"World Journal of Emergency Surgery","topic":"Pancreatitis Pathology and Treatment","field":"Medicine","cited_by":957,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Foothills Medical Centre; University of Calgary","funders":"","keywords":"Medicine; Acute pancreatitis; Pancreatitis; Intensive care unit; Intensive care medicine; Percutaneous; Intervention (counseling); Organ dysfunction; General surgery; Acute abdomen; Pancreatic abscess; Sepsis; Surgery","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":[0.001074907,0.0004424331,0.003313154,0.0005135584,0.00008042895,0.000005380071,0.0002502364,0.0001524705,0.0007997538],"category_scores_gemma":[0.0001373748,0.0002442003,0.002807244,0.0004778913,0.00005073842,0.00007746472,0.00005859827,0.0003085248,0.00004574837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008141146,"about_ca_system_score_gemma":0.0003781556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001249209,"about_ca_topic_score_gemma":0.000007499425,"domain_scores_codex":[0.9964769,0.0001317827,0.002417337,0.0002514494,0.0003981905,0.0003243577],"domain_scores_gemma":[0.9954805,0.000909364,0.00218759,0.0005773255,0.000739385,0.0001058032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001105606,0.0001452679,0.001686677,0.01339361,0.01302664,0.0006105704,0.00001077626,0.000002506438,2.804847e-7,0.0001859251,0.3429441,0.6278831],"study_design_scores_gemma":[0.0004004093,0.0001259586,0.000849603,0.02309428,0.02846609,0.001336273,0.00001326174,5.428496e-7,0.00000171046,0.0000757847,0.945437,0.0001991028],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002972361,0.9919063,0.0001061639,0.0005095683,0.004740854,0.001051033,0.0002166981,0.000009014677,0.001430662],"genre_scores_gemma":[0.00001724243,0.9688414,0.001849052,0.00007695986,0.0006613714,0.00007473392,0.00009480907,0.00005767764,0.02832673],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.627684,"threshold_uncertainty_score":0.9958201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1673401210235392,"score_gpt":0.4177034242255215,"score_spread":0.2503633032019823,"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."}}