{"id":"W2774952104","doi":"10.1103/physreve.97.012411","title":"Electroneutral models for dynamic Poisson-Nernst-Planck systems","year":2018,"lang":"en","type":"article","venue":"Physical review. E","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fields Institute for Research in Mathematical Sciences; York University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nernst equation; Boundary value problem; Boundary (topology); Computation; Applied mathematics; Dirichlet boundary condition; Boundary layer; Physics; Statistical physics; Computer science; Mathematical analysis; Mathematics; Mechanics; Quantum mechanics; Algorithm","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":[0.0005937758,0.0007629364,0.0008517726,0.001036498,0.0007561932,0.00121305,0.001541241,0.001621346,0.003034973],"category_scores_gemma":[0.002079366,0.0003245924,0.001097266,0.0005165701,0.00122388,0.001872521,0.001664712,0.0009825858,0.0006520256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001048302,"about_ca_system_score_gemma":0.0006396357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004488261,"about_ca_topic_score_gemma":0.001908499,"domain_scores_codex":[0.9996532,0.0000854821,0.00002198289,0.00005640036,0.0001228373,0.00006007074],"domain_scores_gemma":[0.999513,0.0001763718,0.00008634518,0.0000453158,0.0001259316,0.00005299237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002372685,0.00004828189,0.0004810052,0.00009466425,0.00002225054,0.0002763022,0.0001696915,0.465622,0.003813572,0.5243391,0.001582846,0.003526611],"study_design_scores_gemma":[0.000007770423,0.00000772865,0.000095351,0.000006410798,0.00000562007,0.00004683166,0.00002407,0.949782,0.0002842494,0.04829033,0.00144066,0.00000897606],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0817815,0.002908986,0.8623638,0.001256371,0.0002444693,0.00009902977,0.0003586393,0.0003372062,0.05064993],"genre_scores_gemma":[0.8866522,0.003533046,0.06895977,0.0008251059,0.0003071922,0.0004413541,0.000635552,0.0002357669,0.03840989],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004488261,"threshold_uncertainty_score":0.010153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02172085043438897,"score_gpt":0.346367801168735,"score_spread":0.324646950734346,"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."}}