{"id":"W4410764962","doi":"10.1016/j.lungcan.2025.108596","title":"Clinicopathologic characteristics, co-mutation landscape, and survival outcomes of KRAS-G12D mutant lung adenocarcinoma in comparison to KRAS-G12C and EGFR-mutated subtypes","year":2025,"lang":"en","type":"article","venue":"Lung Cancer","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"Institut universitaire de cardiologie et de pneumologie de Québec, Université Laval; Fondation Institut Universitaire de Cardiologie et de Pneumologie de Québec","keywords":"KRAS; Medicine; Mutant; Adenocarcinoma; Mutation; Cancer research; Lung cancer; Oncology; Internal medicine; Cancer; Genetics; Gene; Biology; Colorectal cancer","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001890865,0.0002133898,0.0007298754,0.000259313,0.00006738735,0.00002739404,0.0000582331,0.0001087883,0.0000620404],"category_scores_gemma":[0.0001103079,0.0001736172,0.00004757827,0.0003124612,0.00007690614,0.00007278121,0.00004345627,0.0001568645,0.000002139413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001901245,"about_ca_system_score_gemma":0.0002132897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005495171,"about_ca_topic_score_gemma":0.0004929909,"domain_scores_codex":[0.9985943,0.00006660252,0.0005374304,0.0003856913,0.0001709104,0.0002451044],"domain_scores_gemma":[0.999222,0.0001826591,0.0001623021,0.0001955611,0.0001273054,0.0001101078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003111856,0.0001391358,0.9932417,0.0003288678,0.0002462513,0.00005313535,0.00145944,0.00002492237,0.0007226578,0.0001751069,0.0003732451,0.002924396],"study_design_scores_gemma":[0.003091982,0.000178654,0.992171,0.0003204598,0.0006560639,0.000007653091,0.0005492815,0.001936167,0.0007346667,0.0000321565,0.0001720619,0.0001497811],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909917,0.005100138,0.0001632816,0.001369248,0.0004264608,0.0008179633,0.000157559,0.00004188248,0.0009318251],"genre_scores_gemma":[0.9981805,0.0004106174,0.0001994822,0.0004499709,0.00004349724,0.0001154697,0.0001239821,0.00001887796,0.0004575647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007188896,"threshold_uncertainty_score":0.7079906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01598881384185044,"score_gpt":0.387611226309064,"score_spread":0.3716224124672135,"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."}}