{"id":"W3159990387","doi":"10.1103/physreve.104.l022101","title":"Steps minimize dissipation in rapidly driven stochastic systems","year":2021,"lang":"en","type":"article","venue":"Physical review. E","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Dissipation; Computer science; Statistical physics; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001583894,0.0005739877,0.0007848809,0.0005726009,0.0005021622,0.001246517,0.000983701,0.00119813,0.001800861],"category_scores_gemma":[0.006838267,0.0004963509,0.0004304315,0.0002496556,0.002189814,0.001780228,0.001311986,0.0009969206,0.0002387725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001061471,"about_ca_system_score_gemma":0.0008905453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009805462,"about_ca_topic_score_gemma":0.0006181885,"domain_scores_codex":[0.9993564,0.0002528985,0.00003040647,0.0001088891,0.0001529628,0.00009844398],"domain_scores_gemma":[0.9966097,0.002300801,0.000427256,0.0002314541,0.0002034656,0.0002273391],"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":[0.0001318907,0.00007994565,0.0008655408,0.0001370251,0.00005697634,0.0001638794,0.0002340892,0.3671134,0.01176013,0.6102279,0.0008277629,0.008401343],"study_design_scores_gemma":[0.00004855327,0.0001097166,0.0004280602,0.0000173297,0.00001481346,0.00003198237,0.00003128008,0.7229328,0.001442261,0.2741673,0.0007429961,0.00003289348],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3887061,0.001421893,0.5917601,0.001924057,0.0001787937,0.0001571566,0.0001422008,0.000589454,0.01512032],"genre_scores_gemma":[0.977344,0.0005212731,0.01743441,0.0002068001,0.00005656702,0.0001772019,0.00004596099,0.0001138356,0.004099955],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001800861,"threshold_uncertainty_score":0.008376479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01179545744793435,"score_gpt":0.3164454715104091,"score_spread":0.3046500140624748,"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."}}