{"id":"W7143331103","doi":"10.5281/zenodo.19326794","title":"Advanced Modeling and Simulation Techniques for Efficient Digital Control Systems","year":2022,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Real-time simulation and control systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Western University","funders":"","keywords":"Oversampling; Modulation (music); Digital control; Control system; Control (management); Instrumentation (computer programming); Nonlinear system; Novelty; Electronics","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","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001065918,0.0002987419,0.0003870004,0.0003688869,0.003637878,0.002228263,0.0005474681,0.00009162434,0.0008808064],"category_scores_gemma":[0.0003820532,0.0003622612,0.0001136365,0.000442163,0.00006120026,0.0004345904,0.0005425235,0.0003340093,0.0002096958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000472101,"about_ca_system_score_gemma":0.00000582032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001022926,"about_ca_topic_score_gemma":2.853482e-8,"domain_scores_codex":[0.9972389,0.0003372764,0.0007065117,0.0005972378,0.0005776107,0.0005424377],"domain_scores_gemma":[0.9983706,0.000122214,0.0001964363,0.0004337744,0.0006509569,0.0002260593],"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":[0.0002526332,0.00007831838,6.095386e-7,0.0002211593,0.00008523433,0.000002510732,0.0006362886,0.9152758,0.001412078,0.001313608,0.0007096392,0.08001212],"study_design_scores_gemma":[0.001461337,0.0002932356,0.000003596471,0.00004410256,0.00002933413,0.00002912088,0.0007629993,0.6813644,0.00001074975,0.00003030346,0.3157212,0.0002496683],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02451654,0.001379887,0.9420878,0.0002017512,0.0005457487,0.005125567,0.001867865,0.002271166,0.02200365],"genre_scores_gemma":[0.9966912,0.00002857012,0.00008539588,0.00002696833,0.0002167765,0.000001726739,0.0009283582,0.00168274,0.0003382437],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9721747,"threshold_uncertainty_score":0.9998829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01760687366286976,"score_gpt":0.2303680672189271,"score_spread":0.2127611935560574,"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."}}