{"id":"W2125702644","doi":"10.1158/1078-0432.ccr-14-1749","title":"Integrating RAS Status into Prognostic Signatures for Adenocarcinomas of the Lung","year":2015,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; University of Toronto; Ontario Institute for Cancer Research","funders":"National Cancer Institute; Canadian Institutes of Health Research; Ontario Institute for Cancer Research; Memorial Sloan-Kettering Cancer Center","keywords":"Lung cancer; Adenocarcinoma; Oncology; Medicine; Internal medicine; Mutation; Cancer research; Cancer; Gene; Biology; Genetics","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":[0.002681354,0.0006151133,0.0006315121,0.0005202175,0.0002017101,0.0006511332,0.0004458608,0.000466526,0.0005575595],"category_scores_gemma":[0.004902106,0.0002820088,0.0008335694,0.000361137,0.0005631141,0.0005063709,0.0006105326,0.0006030003,0.0002001588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007647189,"about_ca_system_score_gemma":0.0008684202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003245814,"about_ca_topic_score_gemma":0.003684002,"domain_scores_codex":[0.9994029,0.0002102148,0.00004036658,0.0001734961,0.0001109871,0.00006201332],"domain_scores_gemma":[0.997931,0.0012722,0.0003860559,0.0001627046,0.0001389973,0.0001091099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001937374,0.0004273985,0.497207,0.0001112147,0.0004010804,0.0002397522,0.0001429824,0.4235702,0.02281805,0.0008926313,0.0002870225,0.05196533],"study_design_scores_gemma":[0.00004151367,0.0005800186,0.04813205,0.00001173835,0.0001341545,0.0001846109,0.00002170282,0.9442106,0.004706552,0.001727696,0.0002231625,0.00002621193],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.966116,0.0002553078,0.03268672,0.0001504425,0.00001031725,0.00005973094,0.0003322572,0.0001240543,0.0002651527],"genre_scores_gemma":[0.993008,0.00005108705,0.006393999,0.00001414185,0.000005469898,0.00002684018,0.0003139416,0.00000637911,0.000180116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003245814,"threshold_uncertainty_score":0.01418054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.256740816745565,"score_gpt":0.5908408432994869,"score_spread":0.334100026553922,"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."}}