{"id":"W2159391802","doi":"10.1371/journal.pone.0068742","title":"Yin Yang Gene Expression Ratio Signature for Lung Cancer Prognosis","year":2013,"lang":"id","type":"article","venue":"PLoS ONE","topic":"Traditional Chinese Medicine Studies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"CancerCare Manitoba; Children's Hospital Research Institute of Manitoba; University of Manitoba","funders":"University of Wisconsin-Madison","keywords":"Lung cancer; Gene expression; Gene signature; Gene expression profiling; Cancer; Biology; Signature (topology); Gene; Medicine; Computational biology; Bioinformatics; Genetics; Oncology; Mathematics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000161334,0.0004227843,0.0008268596,0.0001501493,0.0002890442,0.00003884236,0.0001579766,0.0002221566,0.00269854],"category_scores_gemma":[0.0006692013,0.0003242051,0.0001560408,0.0002543972,0.0001484376,0.0002323806,0.00007769175,0.0005113172,0.0001163275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002103025,"about_ca_system_score_gemma":0.0001994134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001209106,"about_ca_topic_score_gemma":0.00003122873,"domain_scores_codex":[0.9973875,0.0000648509,0.0004998149,0.0005814275,0.0009103897,0.0005559713],"domain_scores_gemma":[0.9980071,0.0004068853,0.000208228,0.0003245424,0.0007688149,0.0002844537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001801503,0.002419204,0.03875941,0.003554445,0.001687054,0.00001093922,0.001269472,0.000005704397,0.7764722,0.00003178265,0.175146,0.0004636766],"study_design_scores_gemma":[0.006516077,0.001096926,0.09685858,0.01346359,0.004481955,0.000004866506,0.0004545508,0.004243691,0.8709897,0.0001998755,0.0009207577,0.0007694173],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8795248,0.06836845,0.0005436962,0.04105115,0.0007205499,0.007900831,0.0004548367,0.0002032305,0.001232437],"genre_scores_gemma":[0.9567838,0.001644649,0.007237105,0.001635159,0.006554925,0.006715534,0.0004864993,0.0001296114,0.0188127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1742253,"threshold_uncertainty_score":0.999921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04676815654533138,"score_gpt":0.2793528211444261,"score_spread":0.2325846645990947,"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."}}