{"id":"W2075889959","doi":"10.1063/1.1631439","title":"Electrokinetic microfluidic phenomena by a lattice Boltzmann model using a modified Poisson–Boltzmann equation with an excluded volume effect","year":2003,"lang":"en","type":"article","venue":"The Journal of Chemical Physics","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Lattice Boltzmann methods; Electrokinetic phenomena; Poisson–Boltzmann equation; Microchannel; Microfluidics; Boltzmann equation; Electrolyte; Thermodynamics; Poisson's equation; Statistical physics; Mechanics; Physics; Materials science; Chemistry; Nanotechnology; Ion; Quantum 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000668523,0.0007136781,0.001217157,0.0005371149,0.00059504,0.001199862,0.002263427,0.001619293,0.001416557],"category_scores_gemma":[0.001407468,0.0006947102,0.001308373,0.0007174624,0.00111836,0.002309698,0.0008640133,0.001551015,0.0005507749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001205179,"about_ca_system_score_gemma":0.00212005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005480194,"about_ca_topic_score_gemma":0.003010418,"domain_scores_codex":[0.9995658,0.0001127566,0.00002957614,0.00005195826,0.0001902576,0.00004962651],"domain_scores_gemma":[0.9996561,0.0001469562,0.00005394796,0.00003882481,0.00007192544,0.00003213188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000411627,0.0001031884,0.0006041135,0.0001195933,0.00003721518,0.0001400403,0.0001069263,0.8596194,0.01765987,0.1158778,0.0004912898,0.005199308],"study_design_scores_gemma":[0.00001417436,0.000007320931,0.00002878511,0.00000411778,0.000002870885,0.00001869697,0.000002738477,0.9954374,0.0006464949,0.003319784,0.0005099869,0.000007616413],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05222865,0.0007561743,0.9387496,0.0005935003,0.0002382108,0.0002156941,0.0001837982,0.0002000655,0.006834346],"genre_scores_gemma":[0.6387231,0.002339082,0.3427394,0.0005965866,0.0002688449,0.00174595,0.0003169327,0.0001911968,0.0130789],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005480194,"threshold_uncertainty_score":0.01089662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02284428839617423,"score_gpt":0.2470616090257173,"score_spread":0.2242173206295431,"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."}}