{"id":"W3136280493","doi":"10.1007/s13304-021-01020-8","title":"Clinical relevant pancreatic fistula after pancreatoduodenectomy: when negative amylase levels tell the truth","year":2021,"lang":"en","type":"article","venue":"Updates in Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Radboud Universitair Medisch Centrum; Universitair Medisch Centrum Groningen; Universiteit Maastricht; Erasmus Medisch Centrum; Maastricht Universitair Medisch Centrum; Radboud Universiteit","keywords":"Medicine; Pancreatic fistula; Pancreaticoduodenectomy; Amylase; General surgery; Surgery; Pancreas; Resection; Internal medicine; Enzyme","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002284663,0.0002970496,0.001480529,0.0001693145,0.0001100447,0.00004557247,0.0001776832,0.0002480866,0.00265385],"category_scores_gemma":[0.01060802,0.000196317,0.0003696021,0.0005426821,0.0005876001,0.0001129669,0.0002039923,0.0008321213,0.000383369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001730035,"about_ca_system_score_gemma":0.001311962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001395154,"about_ca_topic_score_gemma":0.0002086751,"domain_scores_codex":[0.9958429,0.001188216,0.001094029,0.0006560516,0.0005015691,0.0007172833],"domain_scores_gemma":[0.979421,0.01887486,0.0001630801,0.0009950917,0.0002582205,0.0002877914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007121145,0.0004099136,0.9789842,0.00009532041,0.0002855237,0.003118166,0.0004573658,8.136112e-7,0.00002777386,0.00008003257,0.01136518,0.004463645],"study_design_scores_gemma":[0.001312016,0.00009636692,0.9843645,0.0003912372,0.0003307313,0.0002248545,0.0004566347,0.0003147259,0.0005126555,0.001537335,0.01021877,0.0002401529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893945,0.002113946,0.00006844766,0.003624025,0.000474763,0.0004186177,0.00005827129,0.00005605051,0.003791335],"genre_scores_gemma":[0.990003,0.002044705,0.001967489,0.001987012,0.0004429733,0.000189322,0.00008461274,0.00004664966,0.003234179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01768665,"threshold_uncertainty_score":0.9982579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06728775508146856,"score_gpt":0.3676635495866047,"score_spread":0.3003757945051362,"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."}}