{"id":"W2019186541","doi":"10.48550/arxiv.1112.1453","title":"The Vlasov-Poisson-Boltzmann System for Soft Potentials","year":2011,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Gas Dynamics and Kinetic Theory","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"National Natural Science Foundation of China; Chinese University of Hong Kong; Croucher Foundation; Fundamental Research Funds for the Central Universities; City University of Hong Kong","keywords":"Physics; Poisson–Boltzmann equation; Singularity; Vlasov equation; Plasma; Boltzmann equation; Plasma modeling; Boltzmann relation; Boltzmann constant; Classical mechanics; Ion; Quantum mechanics; Mathematical analysis; Direct simulation Monte Carlo; Mathematics; Monte Carlo method","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":[0.0009853551,0.0007405776,0.0009019146,0.0009408936,0.0008691135,0.001728265,0.00125602,0.001145174,0.002120567],"category_scores_gemma":[0.003583839,0.0003334863,0.0004609402,0.0006422343,0.002210989,0.002105384,0.002468767,0.001533879,0.0004799288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001793885,"about_ca_system_score_gemma":0.001321853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003900873,"about_ca_topic_score_gemma":0.001691989,"domain_scores_codex":[0.9995161,0.0001731925,0.00002018079,0.00006490825,0.0001521147,0.00007352741],"domain_scores_gemma":[0.9993429,0.0002751487,0.00009979722,0.00004433668,0.0001100613,0.0001277155],"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":[0.00002383417,0.000009620532,0.000275647,0.00003067252,0.000007459276,0.00006921078,0.0001027438,0.05238748,0.001379008,0.943725,0.0003429799,0.001646268],"study_design_scores_gemma":[0.00001603475,0.00001248916,0.0001652354,0.000009643644,0.000003128956,0.00004819028,0.00004639959,0.5321486,0.0003673122,0.4663338,0.0008371516,0.00001201619],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.300702,0.001959741,0.659178,0.002960473,0.000188426,0.0001067336,0.0002293715,0.0001657205,0.03450956],"genre_scores_gemma":[0.926322,0.001235575,0.04810154,0.000329321,0.0001751484,0.0002009568,0.0002444097,0.00009511365,0.02329595],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003900873,"threshold_uncertainty_score":0.01301563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09461836635077152,"score_gpt":0.2045262902829495,"score_spread":0.109907923932178,"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."}}