{"id":"W2077901119","doi":"10.1149/1.3570091","title":"Effect of Porous Microstructural Properties on the Results of a Cell-Level Model in Solid Oxide Fuel Cells","year":2011,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Queen's University","funders":"","keywords":"Solid oxide fuel cell; Materials science; Cathode; Porosity; Anode; Oxide; Electrode; Fuel cells; Macro; Porous medium; Composite material; Chemical engineering; Metallurgy; Computer science; Chemistry; Engineering; Electrical 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004822365,0.0001923795,0.0002941127,0.00008659006,0.00007259927,0.000009529284,0.0003570339,0.00007281225,0.0001363202],"category_scores_gemma":[0.00002659796,0.000122964,0.00008657879,0.0001557332,0.000264168,0.0001603169,0.00001504119,0.0001712778,0.00003208784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004765394,"about_ca_system_score_gemma":0.00005146037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002757141,"about_ca_topic_score_gemma":0.00007851446,"domain_scores_codex":[0.998514,0.0001570978,0.0005330677,0.0002679205,0.0002478147,0.0002801256],"domain_scores_gemma":[0.9990678,0.0001622126,0.000209684,0.0004591223,0.00006144393,0.00003975843],"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":[0.0007171154,0.0001207269,0.000005232198,0.0001368591,0.000006887038,0.000001825005,0.003129605,0.03286286,0.9628907,0.00001353386,0.00001930912,0.00009529932],"study_design_scores_gemma":[0.0008452162,0.0002903462,0.00008197226,0.0000697912,0.00002746196,0.000002488338,0.0001832893,0.001331012,0.9967676,0.0002660244,0.00001156118,0.0001231737],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923034,0.00005375642,0.003899667,0.00002184091,0.0002657141,0.0005039955,0.000258787,0.00002443541,0.002668418],"genre_scores_gemma":[0.9938152,0.00003256266,0.005354995,0.00002562376,0.000008442358,0.00004152058,0.000001368029,0.00002180249,0.0006984698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03387691,"threshold_uncertainty_score":0.5014328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03927443935845411,"score_gpt":0.2545894305499378,"score_spread":0.2153149911914837,"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."}}