{"id":"W4283219862","doi":"10.1016/j.pan.2022.06.257","title":"Progression from biochemical leak to pancreatic fistula after distal pancreatectomy. Don't cry over spilt amylase","year":2022,"lang":"en","type":"article","venue":"Pancreatology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Pancreatic fistula; Distal pancreatectomy; Leak; Complication; Surgery; Fistula; Pancreatectomy; Lymphadenectomy; Gastroenterology; Internal medicine; Pancreas; Cancer; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004837578,0.0005103271,0.001617309,0.0003639059,0.0003909004,0.00003230012,0.0003920834,0.0003159745,0.01176464],"category_scores_gemma":[0.0005320209,0.0004425165,0.0002915033,0.0006383804,0.0004242208,0.00007451059,0.000818937,0.0009874953,0.000421858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005085586,"about_ca_system_score_gemma":0.0004443521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001444232,"about_ca_topic_score_gemma":0.00009773007,"domain_scores_codex":[0.9954877,0.0005514988,0.0007243331,0.001152324,0.0008918091,0.001192256],"domain_scores_gemma":[0.9971812,0.0006680143,0.0001580556,0.001062458,0.000122302,0.0008079364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009151525,0.0009937407,0.9409643,0.0001187388,0.0005142035,0.003104604,0.0006256432,0.000002084043,0.02683765,0.000228065,0.01552798,0.001931489],"study_design_scores_gemma":[0.009556557,0.003999129,0.8950327,0.0002799677,0.002031842,0.001785425,0.0008904581,0.0006605607,0.0082953,0.0009210815,0.07545068,0.001096299],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875924,0.002213772,0.0002821827,0.00218603,0.0002827405,0.001478396,0.0003478463,0.0002244241,0.005392214],"genre_scores_gemma":[0.9892923,0.0001005982,0.003012993,0.002040344,0.0003914031,0.002456689,0.0005249112,0.00009271091,0.002088116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0599227,"threshold_uncertainty_score":0.9998026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01496433604956177,"score_gpt":0.3279902411941443,"score_spread":0.3130259051445826,"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."}}