{"id":"W2509280524","doi":"10.1149/ma2016-02/23/1678","title":"(Invited) Phenomena in Mass-Transport Electrochemical Impedance Spectroscopy at Channel Electrodes","year":2016,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Dielectric spectroscopy; Electrode; Multiphysics; Electrical impedance; Mass transport; Materials science; Analytical Chemistry (journal); Characterization (materials science); Mechanics; Electrochemistry; Chemistry; Nanotechnology; Electrical engineering; Physics; Finite element method; Engineering; Thermodynamics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004460406,0.0004459284,0.0003655166,0.0005650063,0.000633968,0.001475394,0.0009279458,0.001752431,0.0166629],"category_scores_gemma":[0.001040305,0.0002527811,0.0003042175,0.0007105539,0.001024971,0.001879692,0.0009410757,0.001028689,0.007491483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000752137,"about_ca_system_score_gemma":0.0002274394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003714619,"about_ca_topic_score_gemma":0.0005225988,"domain_scores_codex":[0.9994574,0.00004988208,0.00001585802,0.0002121763,0.0002130486,0.00005166221],"domain_scores_gemma":[0.999678,0.0001152999,0.00003592571,0.00003587228,0.000110643,0.00002431345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004706327,0.0001254309,0.001195167,0.002411349,0.0000451404,0.001987215,0.001029534,0.004121935,0.2730981,0.217087,0.1817534,0.3166752],"study_design_scores_gemma":[0.00004701874,0.0002883895,0.001832615,0.0001606073,0.00004939198,0.002758458,0.000247927,0.01228182,0.1469271,0.03985237,0.7954586,0.00009566489],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08929159,0.1179254,0.3583886,0.02229028,0.03537913,0.0003557563,0.001418693,0.003213615,0.3717369],"genre_scores_gemma":[0.5445642,0.03959898,0.05181648,0.005704142,0.009585901,0.0003459828,0.0007927492,0.0008190752,0.3467725],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0166629,"threshold_uncertainty_score":0.05574292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005351828494865261,"score_gpt":0.1931602349150474,"score_spread":0.1878084064201822,"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."}}