{"id":"W4415703654","doi":"10.1158/2159-8290.cd-25-0581","title":"A Prognostic Signature for Lung Adenocarcinoma in Patients Who Have Never Smoked","year":2025,"lang":"en","type":"article","venue":"Cancer Discovery","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Princess Margaret Cancer Centre; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"Division of Cancer Epidemiology and Genetics, National Cancer Institute; National Cancer Institute; Moffitt Cancer Center; Memorial Sloan-Kettering Cancer Center","keywords":"Transcriptome; Adenocarcinoma; Lung; Stage (stratigraphy); Signature (topology); Lung 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":[0.00002814048,0.0001430985,0.0002431374,0.0001249858,0.00005398545,0.0000337834,0.00005442957,0.00008526631,0.00003988951],"category_scores_gemma":[0.00005210289,0.0001160512,0.00009144195,0.0001970387,0.00003401162,0.0002671336,0.00002515248,0.0001141877,0.000001075267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005806783,"about_ca_system_score_gemma":0.0005282118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002123929,"about_ca_topic_score_gemma":0.0001631235,"domain_scores_codex":[0.9991506,0.00001171403,0.0001820545,0.0002975622,0.0001206665,0.000237369],"domain_scores_gemma":[0.9995629,0.00006007795,0.00004692956,0.0001853098,0.00009446683,0.00005028353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003726139,0.0002117274,0.9735002,0.0002877292,0.0002178927,0.000006401079,0.000265011,0.00007466066,0.00001949094,0.0003549228,0.02173051,0.002958848],"study_design_scores_gemma":[0.005950269,0.000141965,0.9883806,0.0007612513,0.0005049632,2.629764e-7,0.0001119443,0.0003344116,0.0003046786,0.0001674548,0.003223669,0.0001185037],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830025,0.00797082,0.0006808176,0.001985326,0.0005423657,0.002539946,0.0003129893,0.00002656899,0.002938619],"genre_scores_gemma":[0.9772773,0.00005911868,0.00006597393,0.001907222,0.00008827858,0.001030006,0.0002320096,0.00001987283,0.01932024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01850684,"threshold_uncertainty_score":0.4732428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008720699792768776,"score_gpt":0.3163689174485795,"score_spread":0.3076482176558107,"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."}}