{"id":"W4415124422","doi":"10.1109/icisc65841.2025.11187811","title":"Stacked Neural Computing Model - Based Data Quality Analysis and Classification","year":2025,"lang":"en","type":"article","venue":"","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data pre-processing; Artificial neural network; Principal component analysis; Preprocessor; Linear discriminant analysis; Feature extraction; Pattern recognition (psychology); Outlier; Missing data; Data quality","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007594272,0.00007644688,0.0002295278,0.0003862303,0.0001564839,0.0004711984,0.00110768,0.00002956765,0.00008787776],"category_scores_gemma":[0.001513767,0.0000571109,0.00004594123,0.001637563,0.00007414062,0.0004697836,0.0009023715,0.0000584722,0.00001927315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001386789,"about_ca_system_score_gemma":0.00003973622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002503898,"about_ca_topic_score_gemma":0.0008545672,"domain_scores_codex":[0.9976092,0.0003778789,0.0006028989,0.0006620937,0.0006217744,0.0001261593],"domain_scores_gemma":[0.9966718,0.001076031,0.0001547338,0.001934276,0.0001145523,0.00004862615],"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":[0.00007140998,0.0002401695,0.05452366,0.00004089534,0.0003758073,0.000001036321,0.0002426017,0.034178,0.0002660267,0.3395198,0.09255772,0.4779829],"study_design_scores_gemma":[0.0001452904,0.000002555731,0.1043471,0.000001337674,0.00009073965,1.033213e-8,0.0005349277,0.885973,0.00001004849,0.006079741,0.002755362,0.00005984773],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04441189,0.00001065024,0.9408343,0.00657445,0.0000487635,0.00009903069,0.0001419518,0.00004322984,0.007835675],"genre_scores_gemma":[0.9780027,0.000001867972,0.01652868,0.002392847,0.000005733496,0.000001087416,0.0003332228,0.00000144623,0.002732393],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9335908,"threshold_uncertainty_score":0.4543777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5657591235788999,"score_gpt":0.5444405596649767,"score_spread":0.02131856391392317,"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."}}