{"id":"W1992471335","doi":"10.1108/09615530510625110","title":"A hybrid differencing scheme for mass transport in electrochemical systems","year":2005,"lang":"en","type":"article","venue":"International Journal of Numerical Methods for Heat &amp Fluid Flow","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Electromigration; Scheme (mathematics); Diffusion; Upwind scheme; Applied mathematics; Weighting; Hybrid system; Work (physics); Stability (learning theory); Computer science; Mathematics; Materials science; Mathematical analysis; Thermodynamics; Physics; Discretization","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":[0.001432779,0.0001827014,0.000461742,0.0002178297,0.00005166976,0.00006706089,0.0004031686,0.00008760539,0.0001346359],"category_scores_gemma":[0.0004448184,0.0001557224,0.0003231611,0.00008401222,0.00003491252,0.00031324,0.00001868191,0.0002084669,0.000006336941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003968959,"about_ca_system_score_gemma":0.00009477253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009461861,"about_ca_topic_score_gemma":0.000001152716,"domain_scores_codex":[0.9978307,0.0001374164,0.001002058,0.0002547912,0.0004492867,0.0003257186],"domain_scores_gemma":[0.9984446,0.0005477857,0.0001783967,0.0001167499,0.0005601765,0.0001522678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006022619,0.0001705378,0.0001847462,0.00001818104,0.000007698578,0.000002914743,0.0000705399,0.0004687855,0.9898831,0.000129201,0.0002325202,0.008229568],"study_design_scores_gemma":[0.002165238,0.0003588435,0.0001524028,0.0002132962,0.0000430138,0.0003223206,0.0000286528,0.09258647,0.8896472,0.001051136,0.0131667,0.0002647653],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.265619,0.0002001614,0.7321147,0.0005768246,0.001189281,0.0002305828,0.00003979443,0.00001652782,0.00001313469],"genre_scores_gemma":[0.4586182,0.00001966502,0.5403963,0.0001199691,0.0007037703,0.00006073636,0.00002204754,0.0000195464,0.00003975519],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1929992,"threshold_uncertainty_score":0.6350173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03526746499670978,"score_gpt":0.3702786418887865,"score_spread":0.3350111768920767,"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."}}