{"id":"W1972183755","doi":"10.2495/afm100161","title":"A universal multi-dimensional charge and mass transfer model","year":2010,"lang":"en","type":"article","venue":"WIT transactions on engineering sciences","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Mass transfer; Electric field; Charge conservation; Electrolyte; Mass transport; Charge (physics); Mechanics; Diffusion; Conductor; Anode; Convection; Ionic bonding; Materials science; Field (mathematics); Physics; Ion; Thermodynamics; Electrode; Engineering physics","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":[0.00005397051,0.00009013263,0.00007218662,0.00005316884,0.0001533014,0.00002178188,0.00007049004,0.00002252535,0.0001089138],"category_scores_gemma":[9.848397e-7,0.00008044222,0.00002761511,0.00009673005,0.00005931235,0.00009885668,9.976656e-7,0.0001851382,0.000003874708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004533101,"about_ca_system_score_gemma":0.00002010182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006775101,"about_ca_topic_score_gemma":0.000002456307,"domain_scores_codex":[0.9995114,0.000002542177,0.00006687731,0.0001696678,0.00009679966,0.0001527042],"domain_scores_gemma":[0.999814,0.0000339588,0.000005853016,0.00005953959,0.00001364902,0.00007303309],"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":[0.000004267684,0.00005401024,0.000009863681,0.000003221655,0.00001198505,5.508684e-7,0.0000635029,0.5262942,0.06450313,0.404882,3.78855e-7,0.004172902],"study_design_scores_gemma":[0.0001812716,0.00002710737,0.00001722913,0.000005701411,0.000007096463,6.342435e-7,0.00002293594,0.9950995,0.00162012,0.002885698,0.0000288138,0.000103819],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08748361,0.000002488219,0.9120062,0.00004664501,0.0001308748,0.0000493528,0.00008469052,0.00002769079,0.0001684244],"genre_scores_gemma":[0.9401426,8.080931e-7,0.05970747,0.000008865499,0.00001223795,0.000006091492,0.000001238615,0.000007365854,0.000113341],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.852659,"threshold_uncertainty_score":0.3280339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008359148666370025,"score_gpt":0.2182179858346353,"score_spread":0.2098588371682652,"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."}}