{"id":"W4321764526","doi":"10.1088/2399-6528/acbf04","title":"Optimal control in stochastic thermodynamics","year":2023,"lang":"en","type":"article","venue":"Journal of Physics Communications","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Simon Fraser University; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Dissipation; Optimal control; Parametric statistics; Thermal management of electronic devices and systems; Control (management); Computer science; Statistical physics; Mathematical optimization; Mathematics; Physics; Thermodynamics; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002235726,0.00009469548,0.0002178403,0.00007835982,0.00008654131,0.00002130878,0.000550026,0.00002103931,0.0000179232],"category_scores_gemma":[0.00001967373,0.00008861162,0.0001008219,0.0003697555,0.00005654855,0.000121253,0.00009969022,0.0003640443,0.00001957065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003578002,"about_ca_system_score_gemma":0.00006552001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008463195,"about_ca_topic_score_gemma":0.000003016134,"domain_scores_codex":[0.9991915,0.00007116138,0.0003627531,0.00006632161,0.0001357331,0.0001725164],"domain_scores_gemma":[0.9986755,0.0004188956,0.0002543185,0.000451698,0.0001392127,0.00006039759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001436032,0.0001733868,0.000180188,0.000001791611,0.00005294482,0.000001612388,0.0002145519,0.1413588,0.000981378,0.8367977,0.00002176631,0.02020153],"study_design_scores_gemma":[0.0005083092,0.0000320746,0.0004656315,0.00002314924,0.0000186863,8.076893e-7,0.000252571,0.6858349,0.000005383674,0.3127233,0.00006175572,0.00007335386],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03016017,0.00003006048,0.9680516,0.000390185,0.00008340669,0.00009362599,0.00008076079,0.00001136074,0.001098896],"genre_scores_gemma":[0.9922448,0.00001539614,0.007554907,0.00002473459,0.00008475929,0.000008874013,0.00002086886,0.00001809783,0.00002752636],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9620847,"threshold_uncertainty_score":0.3613477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01845306436221994,"score_gpt":0.2973101329595977,"score_spread":0.2788570685973778,"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."}}