{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000849429,0.0003714097,0.0004728887,0.001288021,0.0001562591,0.0004184974,0.0002384223,0.0002468972,0.0008631916],"category_scores_gemma":[0.001406541,0.0001216338,0.0005467315,0.0008431094,0.0001962747,0.0003142456,0.0003475879,0.0003440847,0.0002896382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000302565,"about_ca_system_score_gemma":0.0004597632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000696611,"about_ca_topic_score_gemma":0.0008133053,"domain_scores_codex":[0.9996352,0.0001097827,0.00002606535,0.0000665875,0.0001091161,0.00005317635],"domain_scores_gemma":[0.999607,0.0001259233,0.0001294508,0.00003585755,0.00005998971,0.00004185813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002054593,0.0002292249,0.6283897,0.0002683215,0.0003720375,0.0003838107,0.0001682487,0.02417107,0.1732945,0.00133272,0.001577411,0.1677585],"study_design_scores_gemma":[0.00006577489,0.0009761314,0.6886987,0.00003862836,0.0002849479,0.001421015,0.0001967717,0.2531878,0.04870479,0.003856145,0.002468239,0.0001008657],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639223,0.001057856,0.03239886,0.0002013772,0.00002564875,0.00006513731,0.0007880181,0.0003373836,0.001203399],"genre_scores_gemma":[0.9891657,0.0001620472,0.00976056,0.00002072795,0.000009616418,0.00003491124,0.0005092035,0.00001207702,0.0003250297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001288021,"threshold_uncertainty_score":0.004492223,"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."}}