{"id":"W3119699060","doi":"10.1103/physrevresearch.5.023125","title":"Network structure and dynamics of effective models of nonequilibrium quantum transport","year":2023,"lang":"en","type":"article","venue":"Physical Review Research","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Advanced Scientific Computing Research; Natural Sciences and Engineering Research Council of Canada; University of Pennsylvania; U.S. Department of Energy; Division of Materials Research; Office of Science; National Science Foundation","keywords":"Mesoscopic physics; Statistical physics; Physics; Non-equilibrium thermodynamics; Quantum; Topology (electrical circuits); Physical system; Computer science; Quantum mechanics; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003531529,0.0001233782,0.0005189988,0.00003869339,0.00005046808,0.000003941243,0.0001662223,0.00002172015,0.00002485133],"category_scores_gemma":[0.00002891126,0.00009947088,0.00009626293,0.0006392177,0.0001555287,0.0000655507,0.000100762,0.000317946,0.000003258392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001447853,"about_ca_system_score_gemma":0.00003606839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004212774,"about_ca_topic_score_gemma":0.000002724612,"domain_scores_codex":[0.9986337,0.0001407245,0.0002503687,0.0002392789,0.0003866491,0.0003492111],"domain_scores_gemma":[0.9987878,0.0006063993,0.00007640882,0.0002408052,0.0001930552,0.00009548754],"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":[0.0000223347,0.00005449339,0.0001547831,0.001059931,0.00003800251,0.000001138598,0.00004174528,0.001560047,0.0008422286,0.9709669,0.00003262122,0.02522578],"study_design_scores_gemma":[0.00008280006,0.000082921,0.0003786138,0.0003881854,0.00001793966,7.644825e-8,0.00001267987,0.4184437,0.00007278367,0.5804417,0.00002213728,0.00005655801],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8693684,0.00386087,0.1200744,0.0003248487,0.00009208165,0.002123591,0.00170242,0.00003703006,0.002416422],"genre_scores_gemma":[0.9988392,0.0006478934,0.000248883,0.000005320653,0.00007650696,0.00003779396,0.0001022459,0.0000213808,0.00002078538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4168836,"threshold_uncertainty_score":0.4056305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03396406386834357,"score_gpt":0.3795773580061637,"score_spread":0.3456132941378202,"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."}}