{"id":"W7163651815","doi":"10.13182/t130-39707","title":"A Study on Control Algorithm for Daily Load-Follow Operation in the APR1400 Reactor","year":2022,"lang":"","type":"article","venue":"Transactions of the American Nuclear Society","topic":"Nuclear reactor physics and engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Control (management); Control rod; Control system; Control theory (sociology)","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":[0.0007339882,0.0002845269,0.0003860875,0.0002156173,0.000384007,0.0007803184,0.0004465969,0.000453704,0.001714886],"category_scores_gemma":[0.001568481,0.0001195548,0.0001877557,0.000193053,0.0001936329,0.0003203151,0.0001934703,0.0003588572,0.0001210623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003576705,"about_ca_system_score_gemma":0.0005190272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005478282,"about_ca_topic_score_gemma":0.003143753,"domain_scores_codex":[0.9996871,0.0000722838,0.00001531988,0.00005960471,0.0001278095,0.000037894],"domain_scores_gemma":[0.9993338,0.0003256496,0.00004522453,0.0000469799,0.00022663,0.00002167845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000714629,0.000299873,0.003850406,0.0001987034,0.00005101491,0.0001498283,0.0001684815,0.7710778,0.02686517,0.006964725,0.001210538,0.1884489],"study_design_scores_gemma":[0.00001037295,0.0001621239,0.00095636,0.000002769575,0.000007834443,0.00002147044,0.00001766201,0.9965701,0.001717568,0.0002288982,0.0003015813,0.000003318258],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5126006,0.0005817703,0.4669275,0.0002388794,0.00009185106,0.0001520573,0.00004293104,0.0004876696,0.01887677],"genre_scores_gemma":[0.9907734,0.00005559229,0.007814651,0.00001743659,0.000008432534,0.00001477651,0.00001553946,0.00001861008,0.001281633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005478282,"threshold_uncertainty_score":0.01089281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01187042186248791,"score_gpt":0.2227221600037319,"score_spread":0.210851738141244,"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."}}