{"id":"W2076726604","doi":"10.1002/aic.12689","title":"Micro‐modeling of porous composite anodes for solid oxide fuel cells","year":2011,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Anode; Materials science; Porosity; Solid oxide fuel cell; Composite number; Electrochemistry; Oxide; Microstructure; Chemical engineering; Composite material; Metallurgy; Chemistry; Electrode","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":[0.0008049128,0.00018951,0.0003442795,0.00009043067,0.000155174,0.00004787414,0.0005144503,0.00008139808,0.0003960457],"category_scores_gemma":[0.00003932518,0.0001676683,0.0001237439,0.00007589834,0.000101579,0.0003765169,0.0001111401,0.0001771997,0.00007067621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006580071,"about_ca_system_score_gemma":0.00007271807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002127995,"about_ca_topic_score_gemma":0.000003549597,"domain_scores_codex":[0.998254,0.00006730533,0.0006985145,0.0002298681,0.0002836176,0.0004666851],"domain_scores_gemma":[0.9987084,0.00007592549,0.0004886959,0.0002833796,0.0003035197,0.0001400665],"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":[0.0001528307,0.0001138011,0.0001906849,0.00007452633,0.00002337722,0.0000120258,0.000886384,0.002645235,0.9953573,0.00004293675,0.0003887092,0.0001121318],"study_design_scores_gemma":[0.0007382256,0.000144862,0.00005505542,0.00007076097,0.00005574451,0.0001119944,0.0002833334,0.001573176,0.9910583,0.005110153,0.0005945751,0.0002038403],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8704728,0.000743077,0.1257373,0.00002144887,0.0008986284,0.0001990828,0.00003035757,0.0000289912,0.001868314],"genre_scores_gemma":[0.7452788,0.0001247815,0.2539406,0.0001714322,0.0001525862,0.000005026083,0.000001554904,0.00003176689,0.0002934593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1282032,"threshold_uncertainty_score":0.6837313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04355432702888495,"score_gpt":0.28737182197839,"score_spread":0.243817494949505,"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."}}