{"id":"W4410845417","doi":"10.1016/j.cllc.2025.05.006","title":"KRAS ctDNA Detection in Patients With Resectable Lung Adenocarcinoma","year":2025,"lang":"en","type":"article","venue":"Clinical Lung Cancer","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"Fondation de l'Hôpital Général de Montréal; Fonds de Recherche du Québec - Santé; American Society on Aging; American Surgical Association Foundation","keywords":"Medicine; KRAS; Adenocarcinoma; Internal medicine; Stage (stratigraphy); Liquid biopsy; Oncology; Clinical trial; Biopsy; Gastroenterology; Cancer; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002741576,0.0003440042,0.0004012407,0.0009104724,0.0003552769,0.0006890056,0.000281944,0.0007120167,0.001950075],"category_scores_gemma":[0.001988862,0.0002421442,0.0003871791,0.0006717981,0.000336235,0.0005629548,0.0002558368,0.0005317843,0.0003356519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003798194,"about_ca_system_score_gemma":0.0004041807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001686405,"about_ca_topic_score_gemma":0.003632499,"domain_scores_codex":[0.9997374,0.00005605884,0.00003817907,0.00004748853,0.00005938745,0.00006148005],"domain_scores_gemma":[0.9992861,0.0002901402,0.0001826934,0.00002486086,0.00007457972,0.000141554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007290766,0.00004633013,0.9892656,0.00003285204,0.00004016803,0.0008010043,0.00003020178,0.0001105338,0.001193084,0.00003579654,0.0004239198,0.007291402],"study_design_scores_gemma":[0.00004357273,0.0005761235,0.9902022,0.00004636051,0.0001472946,0.004978073,0.0003622979,0.0009377512,0.001193581,0.0001873935,0.001311456,0.00001386999],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912163,0.003636262,0.0001708853,0.0005538808,0.0000666036,0.00001245045,0.0003178286,0.00002272867,0.004002922],"genre_scores_gemma":[0.9986405,0.0004151013,0.000091377,0.0001564155,0.00004799861,0.000004469005,0.0002554267,0.00000324368,0.0003854416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001950075,"threshold_uncertainty_score":0.006523669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01307508835563993,"score_gpt":0.3976272195076861,"score_spread":0.3845521311520462,"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."}}