{"id":"W7163698614","doi":"10.13182/t130-36850","title":"Development of an NPP Safety State Estimation Method Secured from Process Data Manipulation Attacks","year":2021,"lang":"","type":"article","venue":"Transactions of the American Nuclear Society","topic":"Smart Grid Security and Resilience","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Process (computing); State (computer science); Development (topology); Data processing; Estimation; Process control; Data modeling","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":[0.0005632752,0.0004840119,0.0004759405,0.0004313241,0.0003948305,0.0006270766,0.0008494771,0.0005730581,0.00243828],"category_scores_gemma":[0.00214657,0.0002991865,0.0003600725,0.0002282463,0.0002816238,0.0007617918,0.0007523607,0.0009736059,0.0008554208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000362379,"about_ca_system_score_gemma":0.0013496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004551296,"about_ca_topic_score_gemma":0.003815533,"domain_scores_codex":[0.999642,0.00004566196,0.00002166401,0.00007910669,0.0001827358,0.00002882647],"domain_scores_gemma":[0.9992507,0.0002154735,0.0000572076,0.0001067854,0.0003453984,0.00002432699],"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":[0.0002059584,0.0001604574,0.001767652,0.0001491969,0.0000876095,0.0002237603,0.000101001,0.3668316,0.06628133,0.0143714,0.003237977,0.546582],"study_design_scores_gemma":[0.000005104182,0.00002281698,0.0001276496,0.000003240726,0.000004909795,0.0000272199,0.000006331729,0.992768,0.005140377,0.0009607725,0.0009293008,0.000004224975],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002661578,0.00002110412,0.9959947,0.00003658818,0.00001994616,0.00002932883,0.00001558709,0.0005732697,0.0006479277],"genre_scores_gemma":[0.3572675,0.0001025387,0.638086,0.00008604171,0.00005094853,0.0001432802,0.0002128213,0.0001004294,0.003950477],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004551296,"threshold_uncertainty_score":0.009049594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02404484700171223,"score_gpt":0.2996666184618069,"score_spread":0.2756217714600946,"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."}}