{"id":"W4388997753","doi":"10.1080/23324309.2023.2283469","title":"Application of Approximate Maximum-Entropy Moment Closure to the Wigner Equation","year":2023,"lang":"en","type":"article","venue":"Journal of Computational and Theoretical Transport","topic":"Gas Dynamics and Kinetic Theory","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Moment closure; Quartic function; Statistical physics; Moment (physics); Principle of maximum entropy; Mathematics; Wigner distribution function; Physics; Quantum; Classical mechanics; Quantum mechanics; Mechanics","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":[0.001033009,0.00008547409,0.0001962447,0.00009094177,0.00004853534,0.000009299016,0.0001236464,0.00003747804,0.00002710404],"category_scores_gemma":[0.00003951535,0.00005248807,0.00009308332,0.0002036834,0.0001382868,0.00003171321,0.00001231323,0.0001046883,0.000003852147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001085895,"about_ca_system_score_gemma":0.00002613175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.027723e-7,"about_ca_topic_score_gemma":2.374589e-7,"domain_scores_codex":[0.9988518,0.0000507275,0.0004873942,0.00008619037,0.0004147381,0.0001091466],"domain_scores_gemma":[0.9990633,0.000377236,0.0001896109,0.00008315416,0.0002114996,0.00007522195],"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":[0.0001153493,0.00007205529,0.0005068107,0.00004554567,0.00004503463,0.000003459412,0.0005131524,0.01383897,0.0001136196,0.9824558,0.00004388925,0.002246271],"study_design_scores_gemma":[0.0003686771,0.0001361763,0.009486353,0.00003196186,0.00005763332,0.00002246727,0.00009890541,0.04103309,0.00007084232,0.9484081,0.0002300201,0.00005580152],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4442726,0.00001230406,0.5530385,0.002334883,0.0000491166,0.0001370883,0.0000128613,0.000008066721,0.0001345701],"genre_scores_gemma":[0.988574,0.00001447428,0.0112115,0.00007751022,0.00007715572,0.000005915472,0.00001105964,0.0000106948,0.00001764898],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5443015,"threshold_uncertainty_score":0.2140402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01610269194403116,"score_gpt":0.2710406872156165,"score_spread":0.2549379952715853,"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."}}