{"id":"W4409791020","doi":"10.61091/jcmcc127a-433","title":"A Multidimensional Data Mining and Analysis Approach for Grid Operation and Maintenance Integrating Computing and Information Theory","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Advanced Computational Techniques and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Grid; Data science; Data mining; Grid computing; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001178959,0.0009987245,0.001169602,0.004158696,0.0007965739,0.002042368,0.001417351,0.000748101,0.0008176547],"category_scores_gemma":[0.002710599,0.0004393701,0.00181621,0.004319101,0.0006310886,0.002490995,0.001392796,0.001267363,0.0003034938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001160986,"about_ca_system_score_gemma":0.001415547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00571398,"about_ca_topic_score_gemma":0.004291561,"domain_scores_codex":[0.9988925,0.0002094378,0.0001488751,0.0002703117,0.0004234304,0.00005547893],"domain_scores_gemma":[0.9992074,0.0002425992,0.0001282123,0.0001389684,0.0002506849,0.00003207834],"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":[0.00008907993,0.0002169953,0.01184555,0.000799965,0.0005687243,0.0004206712,0.0005619768,0.217322,0.005862426,0.07093336,0.00829299,0.6830863],"study_design_scores_gemma":[0.0000130418,0.0000523294,0.002374359,0.00007091621,0.00006319123,0.0001669322,0.0001604375,0.9514787,0.002211046,0.03529914,0.008062974,0.00004698289],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00339253,0.0008875938,0.9938899,0.0003191884,0.00004659307,0.00007570798,0.0001675089,0.0003160331,0.000904902],"genre_scores_gemma":[0.1721072,0.002395014,0.8226803,0.0002112782,0.0001547172,0.0004347469,0.0007728579,0.00004400668,0.001199758],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00571398,"threshold_uncertainty_score":0.01136142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01603881358970622,"score_gpt":0.2963721821667447,"score_spread":0.2803333685770385,"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."}}