{"id":"W2328156983","doi":"10.1149/05701.2821ecst","title":"Detailed Transport-Reaction Models for SOFC Ni-YSZ Patterned Anodes: A Critical Inquiry","year":2013,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Anode; Solid oxide fuel cell; Electrolyte; Materials science; Yttria-stabilized zirconia; Oxide; Triple phase boundary; Diffusion; Mass transfer; Substrate (aquarium); Fuel cells; Electrode; Chemical engineering; Nanotechnology; Mechanics; Composite material; Chemistry; Thermodynamics; Metallurgy; Physical chemistry; Engineering","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":[0.0006931029,0.0008405016,0.001145974,0.0006401702,0.0007194888,0.001421666,0.002249008,0.002273317,0.002311857],"category_scores_gemma":[0.001253139,0.0005480452,0.00145166,0.0006880655,0.001123544,0.002741244,0.000807793,0.001263584,0.0006358097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001847916,"about_ca_system_score_gemma":0.001345269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00651677,"about_ca_topic_score_gemma":0.002662936,"domain_scores_codex":[0.9998692,0.00003151963,0.000009183223,0.00002582956,0.00004177685,0.00002249031],"domain_scores_gemma":[0.9997526,0.0001395664,0.00002924746,0.0000259445,0.00004342699,0.000009316544],"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":[0.0000203813,0.00004009767,0.0003528607,0.0001658244,0.00002110469,0.0001730455,0.0001035505,0.7100543,0.004643296,0.2800823,0.001218922,0.003124353],"study_design_scores_gemma":[0.00000557223,0.000008495057,0.0001283301,0.00001272276,0.000007600757,0.00002628447,0.00002380365,0.9682681,0.0004756798,0.02966882,0.001367823,0.000006783943],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1967801,0.0158097,0.6690189,0.01237716,0.0005185452,0.0003182215,0.002229889,0.000543009,0.1024045],"genre_scores_gemma":[0.8964154,0.01712758,0.0440942,0.0009462757,0.0004178782,0.0007420145,0.0008719503,0.0002537244,0.03913102],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00651677,"threshold_uncertainty_score":0.01340771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04364592694598354,"score_gpt":0.3049791727275672,"score_spread":0.2613332457815837,"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."}}