{"id":"W4412721399","doi":"10.1002/ueg2.70074","title":"The Brescia International Multidisciplinary Consensus Guidelines on the Optimal Pathology Assessment and Multidisciplinary Pathways of Non‐Pancreatic Neoplasms in and Around the Ampulla of Vater (PERIPAN)","year":2025,"lang":"en","type":"article","venue":"United European Gastroenterology Journal","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"Associazione Italiana per la Ricerca sul Cancro","keywords":"Medicine; Multidisciplinary approach; Ampulla of Vater; Ampulla; General surgery; Workflow; Common bile duct; Medical physics; Multidisciplinary team; Radiology; Pathology; Internal medicine; Carcinoma","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":[0.1326789,0.001925538,0.003035279,0.01530029,0.004014569,0.008644677,0.009672692,0.01041803,0.003326337],"category_scores_gemma":[0.1612001,0.00152409,0.007902299,0.009003947,0.006068887,0.005417478,0.01327053,0.01180697,0.003351489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01087098,"about_ca_system_score_gemma":0.06195048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01892363,"about_ca_topic_score_gemma":0.01522763,"domain_scores_codex":[0.8680903,0.07296061,0.03123159,0.003443489,0.01940516,0.004868732],"domain_scores_gemma":[0.7796328,0.0701715,0.01899536,0.009093688,0.1126759,0.009430736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002545415,0.0002701136,0.008381323,0.01710703,0.0005240428,0.00145032,0.0108524,0.003135253,0.00272187,0.03885956,0.5398563,0.3765873],"study_design_scores_gemma":[0.0002823846,0.0002277234,0.01719913,0.08340152,0.0006889105,0.003241275,0.01011332,0.002826623,0.002148544,0.04256273,0.8369538,0.0003541069],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01235938,0.1293065,0.2674554,0.4658083,0.02975674,0.01373759,0.005788382,0.001579395,0.07420826],"genre_scores_gemma":[0.08698065,0.07411509,0.7123466,0.0694624,0.004947497,0.02087693,0.0125984,0.0009988568,0.01767357],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1326789,"threshold_uncertainty_score":0.7016814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03813267724501422,"score_gpt":0.355123446519555,"score_spread":0.3169907692745408,"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."}}