{"id":"W2175901375","doi":"10.1149/1.3205647","title":"Three-phase Boundary Length Evaluation in Modeled Sintered Composite Solid Oxide Fuel Cell Electrodes","year":2009,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Electrode; Triple phase boundary; Materials science; Composite number; Solid oxide fuel cell; Phase (matter); Boundary (topology); Range (aeronautics); Porosity; Composite material; Percolation (cognitive psychology); Mathematics; Mathematical analysis; Chemistry; Electrolyte","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000535788,0.0002589987,0.0002988524,0.0001916315,0.0002357412,0.0001168808,0.0002882384,0.0001002074,0.001025614],"category_scores_gemma":[0.00001233459,0.0002751954,0.00009997479,0.0003115364,0.00008503185,0.0006899019,0.000006496253,0.000269861,0.0001881128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003659817,"about_ca_system_score_gemma":0.0001536648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004639724,"about_ca_topic_score_gemma":0.0004278493,"domain_scores_codex":[0.9978087,0.000126379,0.0005315231,0.0004983952,0.0005075036,0.0005275315],"domain_scores_gemma":[0.9991238,0.00006611952,0.0001319696,0.0004379593,0.0001313061,0.0001088384],"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":[0.0001755174,0.0008557696,0.000008286042,0.00002322045,0.000007882219,0.000006489602,0.0005412169,0.07265711,0.9224589,0.00002471973,0.00005541358,0.003185449],"study_design_scores_gemma":[0.00382982,0.0003515348,0.0003283134,0.00004625566,0.000106405,0.00001225682,0.0001128076,0.1489955,0.8333499,0.01147466,0.0009639401,0.0004286089],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5773423,0.0006753055,0.4183766,0.0001658143,0.0002741968,0.0005370536,0.00003819358,0.0001192092,0.002471352],"genre_scores_gemma":[0.9815854,0.0001014397,0.01778886,0.000177919,0.00004883827,0.00006453504,0.00002943407,0.00002676016,0.0001767685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4042432,"threshold_uncertainty_score":0.99997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02434178887290576,"score_gpt":0.3186510108050814,"score_spread":0.2943092219321756,"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."}}