{"id":"W2366185561","doi":"","title":"Research on Control Strategy and Simulation of Stirred Tank Reactor Based on SIMATIC PCS7","year":2009,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Industrial Technology and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Simatic S5 PLC; Computer science; Siemens; PID controller; Continuous stirred-tank reactor; Process (computing); Control (management); Control system; Temperature control; Kettle (birds); Control theory (sociology); Process engineering; Control engineering; Chemical engineering; Artificial intelligence; Engineering; Operating system","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002217009,0.0001010381,0.000168592,0.0001982626,0.0000693527,0.00002275452,0.0001328703,0.0001595566,0.000004650545],"category_scores_gemma":[0.000002086556,0.00009864705,0.00002719227,0.0002452267,0.00003746089,0.00003104333,0.000004920312,0.0002561412,0.00002329041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004372528,"about_ca_system_score_gemma":0.00001531473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003107829,"about_ca_topic_score_gemma":0.000001219354,"domain_scores_codex":[0.9992713,0.00004667822,0.0002310565,0.000166582,0.0001152428,0.0001691032],"domain_scores_gemma":[0.9992918,0.0003136932,0.00003718005,0.0002510025,0.0000708691,0.00003547356],"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":[0.000045546,0.0001245587,0.00002443819,0.00003246408,0.00002444496,9.412763e-7,0.00002900634,0.8310034,0.02568081,0.005884,0.0006660197,0.1364844],"study_design_scores_gemma":[0.001299388,0.0002625738,0.001146889,0.00005450882,0.00001150752,9.303245e-7,0.00001504452,0.9789826,0.002768491,0.001403802,0.01393206,0.0001222273],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07162347,0.0001274527,0.9192125,0.0007809719,0.00002829193,0.002536114,0.00005138858,0.0004680712,0.005171791],"genre_scores_gemma":[0.9988524,0.000001398369,0.0008252034,0.00006683425,0.00009381519,0.0001180556,0.00001094378,0.00001027714,0.00002106646],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9272289,"threshold_uncertainty_score":0.402271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03064646314385663,"score_gpt":0.3027248781804305,"score_spread":0.2720784150365739,"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."}}