{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003568527,0.0001556442,0.0002931707,0.0003597116,0.0002133586,0.0004634073,0.00021066,0.0005158205,0.001207903],"category_scores_gemma":[0.001178709,0.0000848973,0.0002974169,0.0005312255,0.0002088319,0.0002837359,0.0002989088,0.0008271462,0.0004501619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002931718,"about_ca_system_score_gemma":0.0003067121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001411594,"about_ca_topic_score_gemma":0.006040209,"domain_scores_codex":[0.9998503,0.00002609962,0.00001181662,0.0000504491,0.0000391567,0.00002215828],"domain_scores_gemma":[0.9995216,0.0001243087,0.0001078995,0.00003277609,0.0000996759,0.0001136363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001055848,0.00005793435,0.860842,0.0001542861,0.0001900236,0.0003862528,0.0001298352,0.0002476409,0.01476524,0.0005123346,0.01788767,0.103771],"study_design_scores_gemma":[0.0000528555,0.0002531515,0.9749712,0.0001481445,0.0002892424,0.001367333,0.0002779999,0.001853917,0.002385355,0.001911962,0.01644443,0.00004440772],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9298198,0.01809743,0.002453177,0.03121899,0.001147772,0.00005900071,0.008461366,0.0001865573,0.00855596],"genre_scores_gemma":[0.9815757,0.004544713,0.00173246,0.004232988,0.0009396921,0.00002714028,0.004511924,0.00003003078,0.002405351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001411594,"threshold_uncertainty_score":0.004040897,"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."}}