{"id":"W4232236898","doi":"10.32920/ryerson.14655948","title":"Internet Based Control System Design","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Network Time Synchronization Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Synchronizing; The Internet; Computer science; Controller (irrigation); Control theory (sociology); Observer (physics); State (computer science); Control engineering; Stability (learning theory); Control (management); Transmission (telecommunications); Engineering; Telecommunications; Artificial intelligence; Operating system","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":[0.0004107844,0.0002785959,0.0004041521,0.0001757527,0.00003662883,0.000711016,0.00257795,0.0003826695,0.000117596],"category_scores_gemma":[0.0000712235,0.0002562756,0.0001232599,0.0003124104,0.0000463826,0.0001352462,0.001299213,0.0004225728,0.000123649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002654706,"about_ca_system_score_gemma":0.0004397592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000332986,"about_ca_topic_score_gemma":0.000003326605,"domain_scores_codex":[0.9979882,0.00025837,0.0003673039,0.000799633,0.000301253,0.0002852184],"domain_scores_gemma":[0.9975889,0.0001962704,0.0002175742,0.001707577,0.0002331549,0.00005646362],"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":[0.00001313803,0.0001556777,0.0004535462,0.0009109699,0.0003962468,0.0004537394,0.000205949,0.6511537,0.0001418254,0.2177024,0.05666643,0.07174638],"study_design_scores_gemma":[0.0002621677,0.00002502204,0.00002248501,0.0002562519,0.00001169168,0.000007975994,0.00002367883,0.9925058,0.005994834,0.0003736483,0.0002436685,0.0002727252],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00002969241,0.0004582075,0.9901631,0.0007584221,0.001059292,0.0004938544,0.000001559604,0.003756598,0.0032792],"genre_scores_gemma":[0.6257066,0.000002896353,0.3734146,0.0002219095,0.00003911891,0.00008786464,0.000007112799,0.00001346565,0.0005064236],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6256769,"threshold_uncertainty_score":0.999989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02319586840591517,"score_gpt":0.2158903868317694,"score_spread":0.1926945184258542,"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."}}