{"id":"W4385200831","doi":"10.3390/curroncol30070507","title":"Ampullary Cancer: Histological Subtypes, Markers, and Clinical Behaviour—State of the Art and Perspectives","year":2023,"lang":"en","type":"review","venue":"Current Oncology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Subtyping; Ampulla of Vater; Ampulla; Pancreatic ductal adenocarcinoma; Adenocarcinoma; Pancreatic cancer; Oncology; Internal medicine; Cancer; Pathology; Carcinoma","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001122527,0.0006980221,0.001607826,0.002102362,0.0002230781,0.001469132,0.0009198774,0.0009056804,0.001722172],"category_scores_gemma":[0.001641259,0.0002501667,0.000599824,0.002518797,0.0007569819,0.001629417,0.0005719095,0.0015952,0.0006775787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007328549,"about_ca_system_score_gemma":0.001191156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001643226,"about_ca_topic_score_gemma":0.002366486,"domain_scores_codex":[0.9997154,0.00006329163,0.00004835662,0.00005974242,0.0000830076,0.00003008567],"domain_scores_gemma":[0.9988991,0.0006227348,0.0001381322,0.00002572533,0.0002614796,0.00005282787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001186395,0.00005851903,0.001434524,0.01306708,0.0001190416,0.0002401867,0.00009405451,0.0003863742,0.000574944,0.002435265,0.01672079,0.9647505],"study_design_scores_gemma":[0.00002668926,0.000247226,0.00886508,0.01942267,0.0005997984,0.00594893,0.0003710487,0.0003356091,0.0005307971,0.005092511,0.9584913,0.00006847956],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001097815,0.9992521,0.00003463794,0.0003142216,0.00006585017,9.425038e-7,0.000008347577,0.000002127679,0.000211879],"genre_scores_gemma":[0.0009622839,0.9985109,0.00008076206,0.0001451301,0.0001897785,0.000002081073,0.00002083028,7.437112e-7,0.00008741751],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002102362,"threshold_uncertainty_score":0.005936623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3719902695882499,"score_gpt":0.5490048965408881,"score_spread":0.1770146269526383,"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."}}