{"id":"W3094529378","doi":"10.14309/01.ajg.0000714372.35913.25","title":"S3081 The Common Clinical Manifestations and Interventions for Post-Pancreaticoduodenectomy-Related Adverse Events","year":2020,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Humber River Regional Hospital","funders":"","keywords":"Medicine; Endoscopic retrograde cholangiopancreatography; Pancreaticoduodenectomy; Adverse effect; Pancreatitis; Surgery; General surgery; Internal medicine; Resection","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":[0.001044668,0.0002615634,0.0005113771,0.0008539293,0.0003097107,0.0005268392,0.0002001617,0.0002724916,0.008960136],"category_scores_gemma":[0.002319781,0.00008935027,0.0005360848,0.001642867,0.0002368337,0.0003622657,0.0004366252,0.0004046145,0.001244078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003309481,"about_ca_system_score_gemma":0.0008157122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004034933,"about_ca_topic_score_gemma":0.0007017436,"domain_scores_codex":[0.9991176,0.000208736,0.0002462729,0.0001210807,0.0002074055,0.00009891739],"domain_scores_gemma":[0.9953317,0.0008382807,0.002831257,0.0001426598,0.0004260274,0.0004299953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009465354,0.0001016948,0.9571412,0.0004577081,0.0001255418,0.001362378,0.00009632965,0.0001709482,0.001257625,0.00009662104,0.002065743,0.03617771],"study_design_scores_gemma":[0.00004456387,0.0005831621,0.98152,0.000260459,0.0001086631,0.008315846,0.0001937848,0.0004241357,0.001039616,0.0002094318,0.00728626,0.00001407998],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9747443,0.006073573,0.001303668,0.000463844,0.00009446228,0.0001784004,0.01030588,0.00006664315,0.006769244],"genre_scores_gemma":[0.9905149,0.001639185,0.0009378322,0.0001736136,0.0001126578,0.00007899165,0.00532415,0.00001325507,0.001205488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008960136,"threshold_uncertainty_score":0.02997464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03327532467076236,"score_gpt":0.3463921260159574,"score_spread":0.313116801345195,"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."}}