{"id":"W2164741153","doi":"10.1098/rspa.2009.0067","title":"Exact solution of an electro-osmotic flow problem in a cylindrical channel of polymer electrolyte membranes","year":2009,"lang":"en","type":"article","venue":"Proceedings of the Royal Society A Mathematical Physical and Engineering Sciences","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Electrolyte; Membrane; Poisson–Boltzmann equation; Electric field; Drag; Electro-osmosis; Polymer; Mechanics; Materials science; Ion; Charge density; Poisson's equation; Chemistry; Physics; Chromatography; Mathematical analysis; Composite material; Electrode; Mathematics; Electrophoresis; Physical chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002436289,0.0001396334,0.0003434528,0.00003146373,0.00003463384,0.00001749836,0.0002050172,0.00007702889,0.000002241316],"category_scores_gemma":[0.0000232605,0.00008943083,0.0001191105,0.0003348757,0.0001510479,0.0001262939,0.00002758436,0.0001426709,2.450344e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001374998,"about_ca_system_score_gemma":0.00000833854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004241062,"about_ca_topic_score_gemma":3.319684e-8,"domain_scores_codex":[0.9990754,0.000003015056,0.0002782289,0.0001410096,0.0002380908,0.0002642856],"domain_scores_gemma":[0.9997748,0.00004168579,0.00006110217,0.00004478407,0.00002811671,0.00004956901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000147167,0.0003304925,0.00001060082,0.003626466,0.00003961496,1.062799e-7,0.002097975,0.107339,0.8808354,0.005453433,0.00001623792,0.000235965],"study_design_scores_gemma":[0.000119288,0.0001675917,0.0001783636,0.0001729183,0.00001942145,0.000001678716,0.00003743738,0.7468938,0.2420257,0.01029709,5.654359e-7,0.00008617537],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983903,0.0003879683,0.0002103074,0.00008812112,0.00002295509,0.000130575,0.000001413752,0.00004303363,0.0007253409],"genre_scores_gemma":[0.9975471,0.00004501628,0.002347557,0.000004298355,0.00003397404,0.000004601159,1.768536e-7,0.000008465826,0.000008811569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6395548,"threshold_uncertainty_score":0.3646883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004933428403688732,"score_gpt":0.1882306156709161,"score_spread":0.1832971872672274,"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."}}