{"id":"W4295957335","doi":"10.1200/po.22.00072","title":"Transcriptomics in Tumor and Normal Lung Tissues Identify Patients With Early-Stage Non–Small-Cell Lung Cancer With High Risk of Postsurgery Recurrence Who May Benefit From Adjuvant Therapies","year":2022,"lang":"en","type":"article","venue":"JCO Precision Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"Spectrum Pharmaceuticals; Merck KGaA; AstraZeneca; Eli Lilly and Company","keywords":"Medicine; Internal medicine; Oncology; Lung cancer; Stage (stratigraphy); Adjuvant; Lung; Chemotherapy","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":[0.0002534031,0.0002574362,0.0007791938,0.0001976179,0.0001174248,0.00001840952,0.0001387434,0.00008159807,0.0004778006],"category_scores_gemma":[0.00001237338,0.0001833921,0.00006219542,0.0002428665,0.00009190725,0.0001247485,0.0001033452,0.00036076,0.00000103833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006394482,"about_ca_system_score_gemma":0.0002767075,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01202449,"about_ca_topic_score_gemma":0.004280456,"domain_scores_codex":[0.9981111,0.0001570724,0.0004668374,0.0005340957,0.000423814,0.0003071373],"domain_scores_gemma":[0.9986376,0.0003976599,0.0003824233,0.0003174366,0.0001445296,0.0001203345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004492714,0.001034727,0.964886,0.00009613048,0.0002776329,0.0001333553,0.004133376,0.0002678946,0.0001015247,0.000007503781,0.0003490235,0.02422011],"study_design_scores_gemma":[0.008857474,0.003151167,0.9831021,0.0004970238,0.000515266,0.000004995202,0.000373281,0.0002354673,0.001439549,0.00001840286,0.001597937,0.0002072898],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915885,0.005633983,0.00002788346,0.000310102,0.000354374,0.00119766,0.0007898018,0.00001724543,0.00008043496],"genre_scores_gemma":[0.9945304,0.003591469,0.000849484,0.0001670287,0.00004076697,0.0004910638,0.0001042213,0.00003838779,0.0001871717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02401282,"threshold_uncertainty_score":0.9945545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008945787073170643,"score_gpt":0.2801589057826575,"score_spread":0.2712131187094869,"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."}}