{"id":"W2163632117","doi":"10.1149/1.3432410","title":"Estimation of Chemical and Transport Processes in Porous, Stoichiometric LSM Cathodes Using Steady-State Polarization and Impedance Modeling","year":2010,"lang":"en","type":"article","venue":"Journal of The Electrochemical Society","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"National Research Council Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Desorption; Polarization (electrochemistry); Electrolyte; Diffusion; Oxygen transport; Chemistry; Analytical Chemistry (journal); Adsorption; Thermodynamics; Stoichiometry; Oxygen; Materials science; Electrode; Physical chemistry; Chromatography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005657417,0.0001085383,0.0002304204,0.00004315324,0.00004906617,0.00001843717,0.0001844117,0.00008718576,0.000002943462],"category_scores_gemma":[0.0003198987,0.00008057347,0.0000475927,0.0004543435,0.0001291946,0.000311175,0.00004250042,0.0003629696,5.005685e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000066505,"about_ca_system_score_gemma":0.0001258792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008937146,"about_ca_topic_score_gemma":0.000001973094,"domain_scores_codex":[0.9988747,0.00002316363,0.0004654539,0.0001418089,0.000302725,0.0001921023],"domain_scores_gemma":[0.9992107,0.00008930217,0.0004058631,0.00009181727,0.0001510122,0.00005135395],"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":[0.00003203489,0.00004305131,0.002284645,0.0001220864,0.000006025869,2.635333e-7,0.0006549681,0.001065576,0.9954543,0.000008137129,5.018866e-7,0.0003284738],"study_design_scores_gemma":[0.0003373992,0.00002286266,0.0001805284,0.00006611595,0.00002992333,0.00005722684,0.00005118185,0.06663337,0.9306702,0.001865851,0.000001109882,0.00008421169],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9309337,0.0004814482,0.06838285,0.00004387452,0.000059453,0.0000885316,0.000002493244,0.000004775631,0.000002896747],"genre_scores_gemma":[0.9071764,0.00008679766,0.09265707,0.00002755889,0.00003682312,8.283432e-7,6.957696e-7,0.00001035845,0.000003430382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0655678,"threshold_uncertainty_score":0.3285691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01147958866919098,"score_gpt":0.2686567098493119,"score_spread":0.2571771211801209,"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."}}