{"id":"W2013019350","doi":"10.1134/s0040601510100095","title":"Modern computerized automation systems for thermal power engineering and prospects for their future development","year":2010,"lang":"en","type":"article","venue":"Thermal Engineering","topic":"Electric Power Systems and Control","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tornado Spectral Systems (Canada)","funders":"","keywords":"Automation; Ethernet; Industrial Ethernet; Engineering; Process automation system; Controller (irrigation); Embedded system; Thermal power station; Distributed control system; Control system; Systems engineering; Control engineering; Computer science; Electrical engineering; Operating system; Mechanical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002337736,0.0003203826,0.000338762,0.0001090511,0.00007380523,0.0001061901,0.0001548638,0.000163556,0.000002428176],"category_scores_gemma":[0.00001170765,0.0002909185,0.00007047254,0.00008183083,0.000005482351,0.0001650851,0.00001991945,0.0002037857,0.000001521179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005021914,"about_ca_system_score_gemma":0.00002181383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001869482,"about_ca_topic_score_gemma":0.000001107374,"domain_scores_codex":[0.9988805,0.000004254686,0.000319527,0.0002182686,0.000106968,0.0004704727],"domain_scores_gemma":[0.9995248,0.00008004095,0.00004161753,0.0001926608,0.00005253387,0.0001082995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001916171,0.00001062182,0.00001057828,0.0004923299,0.0001495795,0.000001102306,0.001015631,0.2688393,0.7169601,0.001860884,0.00002681244,0.0106139],"study_design_scores_gemma":[0.0009829246,0.00003699344,0.001186704,0.0000602694,0.00001264526,0.00001539347,0.00001385446,0.9772663,0.01064693,0.000003761542,0.009404673,0.0003696127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6236805,0.001461875,0.3708591,0.00001596942,0.002002667,0.001071496,0.00001451274,0.0008434586,0.00005036081],"genre_scores_gemma":[0.9910282,0.000005528894,0.0074448,0.000007340228,0.000725481,0.0006300633,0.00001300915,0.0001180855,0.00002747061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.708427,"threshold_uncertainty_score":0.9999543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003090555040816209,"score_gpt":0.1593870186701022,"score_spread":0.156296463629286,"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."}}