{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002386154,0.0004537619,0.000644186,0.0003727725,0.0004451633,0.000692675,0.001085476,0.0009937632,0.001429788],"category_scores_gemma":[0.0005992237,0.0004424386,0.0007823373,0.0002947705,0.0004767299,0.000515818,0.0004111312,0.0004528778,0.0002376498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001094211,"about_ca_system_score_gemma":0.00123976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01400661,"about_ca_topic_score_gemma":0.007168511,"domain_scores_codex":[0.9998943,0.0000178183,0.000005017243,0.00001774534,0.00004463154,0.00002062932],"domain_scores_gemma":[0.999772,0.0001116774,0.00002408786,0.0000189716,0.00005439274,0.00001890784],"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":[0.000008780582,0.00000946666,0.0001735068,0.0000120208,0.000006118276,0.00002327634,0.000006005233,0.9955757,0.002142461,0.001199476,0.00004841481,0.0007948089],"study_design_scores_gemma":[0.000002770102,0.000003758557,0.0000692433,0.000001001943,0.000001223569,0.000003924685,0.000002197781,0.9990017,0.0005237582,0.0002556029,0.000133249,0.000001652747],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3433712,0.001002798,0.6322258,0.0003340444,0.0001184068,0.0001904226,0.001076009,0.000885518,0.0207959],"genre_scores_gemma":[0.9573372,0.0004594105,0.03742261,0.00003461585,0.00001949918,0.0002523931,0.000293778,0.00006477148,0.00411559],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01400661,"threshold_uncertainty_score":0.02785015,"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."}}