{"id":"W4403797093","doi":"10.48550/arxiv.2409.18065","title":"Global thermodynamic manifold for conservative control of stochastic systems","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Dynamics and Control of Mechanical Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Alliance de recherche numérique du Canada; Simon Fraser University","keywords":"Tensor (intrinsic definition); Mathematics; Control (management); Pure mathematics; Applied mathematics; Computer science; Artificial intelligence","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":[0.0006280542,0.0007366408,0.000564303,0.0007039121,0.0006773137,0.001095183,0.0005754281,0.0007162727,0.002933233],"category_scores_gemma":[0.002128198,0.0001808968,0.0005951917,0.0002674665,0.002426099,0.001832979,0.001754006,0.001042268,0.0002844433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001202645,"about_ca_system_score_gemma":0.0007007999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001160547,"about_ca_topic_score_gemma":0.000789454,"domain_scores_codex":[0.9996893,0.00008733608,0.00001568966,0.00007013249,0.0001037501,0.00003367],"domain_scores_gemma":[0.9995255,0.0001385754,0.0001024734,0.00008241575,0.0000855804,0.00006551035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000110192,0.0000103208,0.0001796471,0.00002945044,0.000007300356,0.00004712199,0.00007973489,0.1104805,0.002474271,0.8818421,0.0004848069,0.004353758],"study_design_scores_gemma":[0.00000593712,0.00003455937,0.0001872832,0.000008274662,0.00000347579,0.00003246673,0.00003072394,0.5282058,0.0006821658,0.4674508,0.003343532,0.0000149634],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06001125,0.0005289933,0.9253631,0.0006612678,0.00009239687,0.00005243575,0.000108123,0.0002067109,0.01297577],"genre_scores_gemma":[0.9235792,0.000563844,0.06845441,0.0001227517,0.0001284054,0.00016762,0.0001175271,0.000152208,0.006714152],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002933233,"threshold_uncertainty_score":0.009812653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02531152474846236,"score_gpt":0.166936850600052,"score_spread":0.1416253258515896,"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."}}