{"id":"W4401223710","doi":"10.1097/sla.0000000000006473","title":"Interobserver Variability in the International Study Group for Pancreatic Surgery (ISGPS)-Defined Complications After Pancreatoduodenectomy","year":2024,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Pancreatic fistula; Pancreaticoduodenectomy; Chyle; Complication; Gastric emptying; Pancreas; Surgery; General surgery; Internal medicine","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":[0.03955004,0.000469156,0.0005863936,0.002203798,0.0004086667,0.0009291614,0.0008197509,0.0005897072,0.0006413494],"category_scores_gemma":[0.08408291,0.0002887766,0.000951193,0.001139041,0.0009904442,0.0007240598,0.001755972,0.0004502182,0.0002041356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000525684,"about_ca_system_score_gemma":0.0003265052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001084532,"about_ca_topic_score_gemma":0.001464716,"domain_scores_codex":[0.9555797,0.02771258,0.00570905,0.00362941,0.006600781,0.0007685055],"domain_scores_gemma":[0.8862808,0.07323474,0.01952861,0.009068804,0.01080255,0.001084512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005070726,0.00003577857,0.9870504,0.00007609648,0.0004970634,0.00005237472,0.001418719,0.000502394,0.0005199492,0.00009892704,0.0003723391,0.008868863],"study_design_scores_gemma":[0.00002419693,0.0002219611,0.9943495,0.00005310859,0.0001225545,0.0003617688,0.0006177389,0.002641263,0.0008213097,0.0002306386,0.0005306948,0.00002531523],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892995,0.0009910684,0.006810381,0.00007868584,0.00007746941,0.0001438315,0.0003489185,0.00006634321,0.002183729],"genre_scores_gemma":[0.9981889,0.00005817915,0.001175204,0.00003187109,0.00002221032,0.00008452392,0.0003095131,0.00001811432,0.0001114975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03955004,"threshold_uncertainty_score":0.2091632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2979787389486441,"score_gpt":0.4263984776713497,"score_spread":0.1284197387227056,"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."}}