{"id":"W1599936853","doi":"10.1002/9780470253441.ch14","title":"Classification Accuracy Based Microarray Missing Value Imputation","year":2007,"lang":"en","type":"other","venue":"","topic":"Gene expression and cancer classification","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Imputation (statistics); Missing data; Data mining; Computational biology; Value (mathematics); Computer science; Statistics; Biology; 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":[0.009256038,0.001004207,0.001500326,0.002048721,0.0006383494,0.001781756,0.002563699,0.001133292,0.01541226],"category_scores_gemma":[0.01966637,0.0005213569,0.001329747,0.002729461,0.0003178892,0.00141731,0.001256576,0.001978761,0.009661548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009298969,"about_ca_system_score_gemma":0.0009090694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001870154,"about_ca_topic_score_gemma":0.002364242,"domain_scores_codex":[0.9962981,0.001402762,0.0002069307,0.0007954088,0.001027063,0.0002697439],"domain_scores_gemma":[0.9882102,0.005303294,0.0005317231,0.003633122,0.002184183,0.0001373883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009019517,0.0004011833,0.01783332,0.0002644286,0.0005192993,0.0001231593,0.00007691627,0.06031206,0.005158845,0.01334453,0.08938343,0.8116808],"study_design_scores_gemma":[0.0001019142,0.00009907354,0.01149256,0.00006262229,0.0001903068,0.0002210194,0.00004088347,0.9139052,0.02089722,0.0245761,0.02836795,0.00004507861],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03620462,0.0009210329,0.9221769,0.001079439,0.0004037024,0.0002001657,0.009746938,0.01286131,0.01640593],"genre_scores_gemma":[0.297903,0.0007238878,0.6127118,0.0004835616,0.0004589115,0.0005977001,0.03408254,0.002465155,0.05057336],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01541226,"threshold_uncertainty_score":0.05155921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02022087940165405,"score_gpt":0.3064951691675555,"score_spread":0.2862742897659014,"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."}}