{"id":"W4416149870","doi":"10.1001/jamasurg.2025.4941","title":"International Reference Values for Surgical Outcomes of Total Pancreatectomy","year":2025,"lang":"en","type":"article","venue":"JAMA Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Perioperative; Total pancreatectomy; Reference values; Pancreatectomy; MEDLINE; Retrospective cohort study","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":[0.0006143097,0.00008636871,0.0006044713,0.0002185619,0.00003442283,0.000009855386,0.00006600712,0.0001257791,0.0003571075],"category_scores_gemma":[0.001427032,0.00006444433,0.0001813029,0.0001327001,0.00011069,0.0000500506,0.00004971259,0.0001263777,0.00001026561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005687939,"about_ca_system_score_gemma":0.0003352038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006848127,"about_ca_topic_score_gemma":0.000001044309,"domain_scores_codex":[0.9990321,0.00004950889,0.0003383216,0.0001675854,0.0002205925,0.0001918465],"domain_scores_gemma":[0.9965227,0.00291727,0.00006465967,0.0001806924,0.0002543808,0.00006034509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008394713,0.0001659729,0.9726137,0.0001117329,0.0003674411,0.00003676561,0.00002474974,2.578805e-7,0.0001970019,0.001917822,0.01421833,0.009506767],"study_design_scores_gemma":[0.00223741,0.00007139969,0.9645903,0.0001618726,0.0001220201,0.00003250557,0.0000704033,0.0003181225,0.001130937,0.0005296153,0.03066485,0.00007063994],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9278373,0.0001404908,0.0001861679,0.003683992,0.0002852977,0.000234974,0.00003138876,0.00002825153,0.06757214],"genre_scores_gemma":[0.9812492,0.000169132,0.0008313369,0.0001472325,0.0001048589,0.00007942488,0.00005886284,0.00000670093,0.01735331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05341184,"threshold_uncertainty_score":0.3910076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05384773005077705,"score_gpt":0.3880342404535644,"score_spread":0.3341865104027874,"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."}}