{"id":"W2115157373","doi":"10.1200/jco.2009.26.4325","title":"Prognostic and Predictive Gene Signature for Adjuvant Chemotherapy in Resected Non–Small-Cell Lung Cancer","year":2010,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":479,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research","funders":"National Cancer Institute; American Society of Clinical Oncology; GlaxoSmithKline; Ontario Ministry of Health and Long-Term Care; AstraZeneca","keywords":"Medicine; Vinorelbine; Oncology; Internal medicine; Gene signature; Hazard ratio; Cisplatin; Lung cancer; Stage (stratigraphy); Microarray; Gene expression profiling; Chemotherapy; Adjuvant chemotherapy; Gene expression; Breast cancer; Confidence interval; Cancer; Gene; Biology","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":[0.0005169557,0.000323674,0.0005449553,0.0002913889,0.0001261756,0.000390659,0.0001886159,0.0002300937,0.0006240776],"category_scores_gemma":[0.0006031684,0.0001118987,0.0003037659,0.0003036154,0.0002487274,0.0001159055,0.0001644835,0.0003448765,0.0001535191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002950415,"about_ca_system_score_gemma":0.000376023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000351315,"about_ca_topic_score_gemma":0.001299484,"domain_scores_codex":[0.9998088,0.00004990229,0.00001422893,0.00004427752,0.00005302505,0.00002976274],"domain_scores_gemma":[0.9996046,0.00008506412,0.0001756863,0.00002041726,0.00003658939,0.00007771782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0154366,0.0004887212,0.8530338,0.0002483844,0.0003017565,0.0001192025,0.00004915772,0.001307348,0.0877943,0.000057236,0.001030227,0.0401333],"study_design_scores_gemma":[0.0004583795,0.003079016,0.9806945,0.0000330122,0.0004205422,0.0003920096,0.00005829481,0.003383783,0.0101444,0.0001592134,0.001161311,0.00001532043],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979275,0.0009843053,0.0002134639,0.00009817704,0.00001387313,0.00002616051,0.0004336465,0.00001035347,0.0002924293],"genre_scores_gemma":[0.9978947,0.0001903278,0.0004808943,0.00008170421,0.0000183622,0.00002191615,0.001132233,0.000003312848,0.0001766515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006240776,"threshold_uncertainty_score":0.002733946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03988199868462287,"score_gpt":0.4382248684288923,"score_spread":0.3983428697442694,"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."}}