{"id":"W4200326917","doi":"10.1116/5.0065123","title":"Fluctuation theorem for nonunital dynamics","year":2021,"lang":"en","type":"article","venue":"AVS Quantum Science","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"Ministry of Education - Singapore; National Research Foundation Singapore; European Cooperation in Science and Technology; Royal Society; John Templeton Foundation","keywords":"Formalism (music); Statistical physics; Quantum; Open system (computing); Dynamical systems theory; Helmholtz free energy; Dimension (graph theory); Physics; Mathematics; Theoretical physics; Computer science; Quantum mechanics; Pure mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001945062,0.0007585233,0.0007015296,0.001387117,0.0007894434,0.001240577,0.001551614,0.0009369391,0.004114765],"category_scores_gemma":[0.004867718,0.0002231703,0.0008392771,0.0007805132,0.002657546,0.00349135,0.001341363,0.001318144,0.000605929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001094436,"about_ca_system_score_gemma":0.0006897302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001194604,"about_ca_topic_score_gemma":0.0006111335,"domain_scores_codex":[0.9991605,0.000191432,0.00005138922,0.0001406926,0.0003370063,0.0001190967],"domain_scores_gemma":[0.9984809,0.0006488377,0.0002108195,0.0001985011,0.0002641504,0.0001968873],"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":[0.000006563853,0.000008458504,0.0001104676,0.00001897914,0.000006247958,0.00007702992,0.00006866291,0.006291701,0.001017654,0.9900936,0.0003601825,0.001940321],"study_design_scores_gemma":[0.000005819166,0.00001978053,0.0002724371,0.00001204218,0.000004903974,0.0001110462,0.00002324477,0.2411968,0.0006963714,0.7563588,0.001275336,0.00002344458],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1115516,0.001263948,0.852779,0.001217385,0.0003483664,0.00007230948,0.0001787083,0.0003104787,0.03227818],"genre_scores_gemma":[0.9431061,0.0006627029,0.04571388,0.0003340743,0.0003899827,0.0001404756,0.0001020328,0.0001848376,0.009365863],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004114765,"threshold_uncertainty_score":0.01376528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01018800209315839,"score_gpt":0.2783362704140617,"score_spread":0.2681482683209033,"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."}}