{"id":"W4411404848","doi":"10.1016/j.modpat.2025.100825","title":"HER2, HER3, and Mismatch Repair Protein Expression in Stage IV Small Bowel Adenocarcinoma: Results From a Multicenter Series","year":2025,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Gastrointestinal Tumor Research and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital Foundation","funders":"Istituto di Ricovero e Cura a Carattere Scientifico; Ministero dell'Istruzione e del Merito; Università degli Studi di Pavia; Ministero dell’Istruzione, dell’Università e della Ricerca; Ministero della Salute; Dipartimenti di Eccellenza; Fondazione IRCCS Policlinico San Matteo","keywords":"Pathology; Adenocarcinoma; Stage (stratigraphy); Medicine; Protein expression; Series (stratigraphy); Oncology; Internal medicine; Biology; Cancer","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":[0.0006508693,0.0003077222,0.0004146887,0.0009126129,0.0002858987,0.0003942397,0.0002284542,0.0002752172,0.000706587],"category_scores_gemma":[0.001345286,0.0001705266,0.0004098123,0.0007300767,0.0002474888,0.0002567694,0.0003490862,0.0001485477,0.0002484946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002395591,"about_ca_system_score_gemma":0.0001748807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001387201,"about_ca_topic_score_gemma":0.001464123,"domain_scores_codex":[0.9995851,0.0001172979,0.00006711727,0.0001170092,0.00007024941,0.00004318029],"domain_scores_gemma":[0.999161,0.0001725437,0.0002529296,0.0001300791,0.000146458,0.0001368374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004927349,0.00008340689,0.9900244,0.00002381912,0.00008907342,0.0005852962,0.000251535,0.00004615206,0.003369913,0.000009204868,0.00009430729,0.004930223],"study_design_scores_gemma":[0.00002589956,0.0005726388,0.9950688,0.000008336225,0.0001119368,0.00240941,0.0002532297,0.0001150436,0.0008665046,0.000009291841,0.000552413,0.000006457407],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992297,0.000334531,0.00007444241,0.000005673867,0.000002342498,0.000007985564,0.0001253063,0.000003223796,0.0002168524],"genre_scores_gemma":[0.9990906,0.000243674,0.0001151416,0.00001242793,0.00001201104,0.00001334856,0.0004131414,0.000004156101,0.00009551587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001387201,"threshold_uncertainty_score":0.003442168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02191931420010002,"score_gpt":0.2773066932942999,"score_spread":0.2553873790941998,"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."}}