{"id":"W7096396861","doi":"","title":"Session 2313 A Real Time Approach to Process Control Education – A Paradigm Shift","year":2015,"lang":"en","type":"article","venue":"","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Process (computing); Session (web analytics); Paradigm shift; Control (management); Process control; Relevance (law); Advanced process control","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000108825,0.0001504698,0.0001452453,0.00008484398,0.00002310724,0.00003993241,0.000132975,0.00006531042,0.00002080217],"category_scores_gemma":[0.0000206593,0.0001434241,0.00002360177,0.0001783333,0.000007351834,0.0001625285,0.00001451799,0.000112511,0.0003413557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001629786,"about_ca_system_score_gemma":0.00005143753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003255033,"about_ca_topic_score_gemma":4.888568e-7,"domain_scores_codex":[0.9992763,0.000013854,0.0001453113,0.0001701596,0.0001722658,0.0002221379],"domain_scores_gemma":[0.9995433,0.00001485731,0.0000127366,0.0001754663,0.00001715308,0.0002364508],"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":[0.00002557774,0.0001593815,0.0004922294,0.00009567827,0.0000331978,0.000001014161,0.004439618,0.9707791,0.01476458,0.003040345,0.005030945,0.00113838],"study_design_scores_gemma":[0.001202175,0.00014696,0.002213156,0.000101803,0.00002453771,0.0000272533,0.0008771087,0.9723375,0.01043099,0.0004851077,0.01129815,0.0008551848],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3979358,0.0002118774,0.1375437,0.0002002359,0.0007362154,0.0009635899,0.000004526283,0.002932306,0.4594718],"genre_scores_gemma":[0.9910919,0.000001080404,0.007925009,0.0000504988,0.0001464235,0.000170356,0.00001884501,0.00005285823,0.0005430295],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5931561,"threshold_uncertainty_score":0.5848667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008435461340799647,"score_gpt":0.244636103965918,"score_spread":0.2362006426251183,"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."}}