{"id":"W2324445651","doi":"10.1097/pai.0000000000000136","title":"HER2 Genetic Heterogeneity in Gastric Cancer","year":2015,"lang":"en","type":"article","venue":"Applied immunohistochemistry & molecular morphology","topic":"HER2/EGFR in Cancer Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Cancer; Immunohistochemistry; Internal medicine; Medicine; Pathology; Breast cancer; Stomach; Epithelium; Gastroenterology; Biology; Oncology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003062902,0.0003298037,0.0005581527,0.00016021,0.00004103979,0.00001602776,0.0003956095,0.0003355243,0.0003641252],"category_scores_gemma":[0.0001028255,0.0003634903,0.0001202823,0.0005597387,0.0003310934,0.00001766094,0.0002184235,0.0007284878,0.0001677822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001273711,"about_ca_system_score_gemma":0.0008952699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007391844,"about_ca_topic_score_gemma":0.000001882652,"domain_scores_codex":[0.9973781,0.00006529688,0.0004975355,0.0007409096,0.0005205356,0.0007976412],"domain_scores_gemma":[0.9982849,0.00002469161,0.0001122182,0.001035907,0.0001589072,0.0003833201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003376024,0.0001795382,0.004486427,0.00008933857,0.0000662582,0.001202044,0.00007848947,0.0001368394,0.9883099,0.00001993211,0.001990028,0.003103619],"study_design_scores_gemma":[0.005125583,0.0002812074,0.01274202,0.00008081992,0.000103858,0.00164013,0.0001310923,0.00007549543,0.9765567,0.0002243242,0.002503311,0.0005354856],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823273,0.007109838,0.0004885569,0.0005173006,0.0001784227,0.0006038237,0.00001178832,0.00007375971,0.008689227],"genre_scores_gemma":[0.9950045,0.0001338572,0.002476195,0.001035559,0.0001035456,0.0007083263,0.0000586879,0.00008187837,0.000397396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01267727,"threshold_uncertainty_score":0.9998817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02983132454866535,"score_gpt":0.3491705898217282,"score_spread":0.3193392652730628,"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."}}