{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002191487,0.0001959189,0.0003389975,0.0001433057,0.00005690297,0.0000156726,0.00007590632,0.00009379209,0.00001855757],"category_scores_gemma":[0.0003290418,0.0001565415,0.00006060874,0.00008267407,0.0001275975,0.00005535932,0.0001636292,0.0003102659,0.00001249782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008507812,"about_ca_system_score_gemma":0.00007811363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005380175,"about_ca_topic_score_gemma":0.0005769231,"domain_scores_codex":[0.9983392,0.0001925574,0.0003374161,0.0005966898,0.0001324121,0.0004016866],"domain_scores_gemma":[0.999224,0.00008087225,0.00006123148,0.0004377495,0.0000591334,0.0001370293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01359539,0.001332919,0.75801,0.0003917086,0.00006504205,0.02518883,0.002818366,0.00001374001,0.1962041,0.00005926322,0.0003714587,0.001949208],"study_design_scores_gemma":[0.0151344,0.001427865,0.9456666,0.001189584,0.00004777909,0.0002798999,0.0007953272,0.003661096,0.02979547,0.001434873,0.0003722581,0.0001948092],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940917,0.0009890519,0.0005050623,0.002698155,0.00002773784,0.0009584192,0.00006939633,0.00009503251,0.0005654017],"genre_scores_gemma":[0.975245,0.00002346074,0.01813475,0.0001877456,0.00002695435,0.0001622513,0.00007404599,0.0000181189,0.006127706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1876567,"threshold_uncertainty_score":0.6383578,"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."}}