{"id":"W4415766809","doi":"10.1016/j.knosys.2025.114812","title":"Anomaly detection based self-healing mechanism using dynamic diffusion spatial-temporal graph convolutional network in industrial IoT","year":2025,"lang":"en","type":"article","venue":"Knowledge-Based Systems","topic":"Smart Grid Security and Resilience","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Anomaly detection; Graph; Kalman filter; Fault detection and isolation; Key (lock); Anomaly (physics); Resilience (materials science)","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":[0.0003996401,0.0003509028,0.0003997112,0.0005475951,0.0003280303,0.0005460714,0.0009351536,0.0004826726,0.0005067707],"category_scores_gemma":[0.00110876,0.0001838824,0.0003578745,0.0005562718,0.0004186885,0.001044654,0.0006719954,0.0005597376,0.00008319919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008214156,"about_ca_system_score_gemma":0.0005215331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01148748,"about_ca_topic_score_gemma":0.008634217,"domain_scores_codex":[0.9997907,0.0000229876,0.000009751529,0.00007225235,0.00005764054,0.00004654879],"domain_scores_gemma":[0.9996625,0.0001044253,0.0000530365,0.00004536781,0.0001102131,0.00002445091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004288175,0.0001849353,0.009528442,0.000110375,0.0001324156,0.0003029389,0.0001582175,0.7115275,0.02762618,0.01938712,0.003458998,0.227154],"study_design_scores_gemma":[0.00000126755,0.00001011979,0.0005142221,0.000001350337,0.000007085864,0.00001718648,0.000006416837,0.9959435,0.001640835,0.001697105,0.0001576458,0.00000324117],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2290889,0.0006985332,0.7652535,0.0004918628,0.0001302023,0.00003433808,0.0001871024,0.001178812,0.002936814],"genre_scores_gemma":[0.9808231,0.0001717452,0.01735626,0.00004371869,0.00001632346,0.00001074405,0.0001148565,0.00002033538,0.001442878],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01148748,"threshold_uncertainty_score":0.02284122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01216964926937178,"score_gpt":0.2254088945209709,"score_spread":0.2132392452515991,"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."}}