{"id":"W3115163930","doi":"","title":"Stabilization of cycles with stochastic prediction-based and target-oriented control","year":2020,"lang":"en","type":"article","venue":"Arrow@dit (Dublin Institute of Technology)","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Stochastic control; Noise (video); Perturbation (astronomy); Mathematics; Stochastic process; Control theory (sociology); Equilibrium point; Applied mathematics; Population; Control (management); Stochastic modelling; White noise; Computer science; Mathematical optimization; Optimal control; Statistics; Differential equation; Artificial intelligence; Mathematical analysis; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007669152,0.0005401459,0.0004697313,0.0004686733,0.0003666533,0.0008198477,0.0008301894,0.0007703075,0.001664921],"category_scores_gemma":[0.003449294,0.0002080707,0.0006206349,0.000319074,0.001413432,0.000689285,0.001553148,0.0006431116,0.000197636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006225283,"about_ca_system_score_gemma":0.0006688779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001917637,"about_ca_topic_score_gemma":0.0008759784,"domain_scores_codex":[0.9995782,0.0001000795,0.00002229165,0.0001135948,0.0001205329,0.00006526946],"domain_scores_gemma":[0.9988625,0.0004843518,0.0002909097,0.00009954237,0.00017853,0.00008420261],"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":[0.0001122343,0.00007760897,0.001687198,0.00009555922,0.00006856392,0.0001917018,0.0002421861,0.8028697,0.02220192,0.1445881,0.000662141,0.02720296],"study_design_scores_gemma":[0.0000141394,0.00009131857,0.0001951867,0.000007351308,0.000009981649,0.00002461402,0.00001715329,0.9753249,0.001722015,0.02202286,0.0005585678,0.00001183221],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1129079,0.0001415303,0.8778232,0.0002663957,0.0000711329,0.000063923,0.00003261311,0.0001586332,0.008534658],"genre_scores_gemma":[0.9794556,0.0001066814,0.01740328,0.00007825763,0.00002136855,0.0001015996,0.00002221202,0.00002941736,0.002781629],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001917637,"threshold_uncertainty_score":0.005569696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01405520779444905,"score_gpt":0.2382328853276842,"score_spread":0.2241776775332352,"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."}}