{"id":"W4200528659","doi":"10.1039/d1ta08475e","title":"Recent advances, practical challenges, and perspectives of intermediate temperature solid oxide fuel cell cathodes","year":2021,"lang":"en","type":"article","venue":"Journal of Materials Chemistry A","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":215,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Alberta Innovates","keywords":"Oxide; Cathode; Fuel cells; Materials science; Perovskite (structure); Solid oxide fuel cell; Nanotechnology; Composite number; Crystal structure; Metal; Chemical engineering; Metallurgy; Crystallography; Composite material; Chemistry; Engineering; Physical chemistry; Electrode; Anode","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008163668,0.0002365204,0.0006447217,0.00002844796,0.00004120993,0.00007539015,0.0002335277,0.0001525667,0.001053109],"category_scores_gemma":[0.0008206547,0.0002030076,0.00006612164,0.00006291542,0.0002217453,0.000494905,0.0002021656,0.0002328762,0.000006312308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001003406,"about_ca_system_score_gemma":0.0002581859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.640961e-7,"about_ca_topic_score_gemma":5.85069e-7,"domain_scores_codex":[0.9979105,0.0001832753,0.000862784,0.0003283483,0.0004253498,0.0002897264],"domain_scores_gemma":[0.9976046,0.0001746637,0.001093933,0.0003051129,0.0006577477,0.0001639103],"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":[0.0002634005,0.0002835197,0.000004244897,0.001204175,0.00002282992,0.0003727216,0.0012189,0.00002038247,0.9961301,0.00001909195,0.0001134138,0.00034719],"study_design_scores_gemma":[0.0007242238,0.00007130599,0.00007359889,0.0002626336,0.00005307586,0.001163856,0.00538394,5.203033e-7,0.9800015,0.0005630941,0.01151903,0.0001832223],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8906441,0.1070649,0.00002490172,0.000427471,0.000531862,0.00006463004,0.00005299161,0.00001118289,0.001178053],"genre_scores_gemma":[0.7425079,0.2413167,0.01532337,0.00004771238,0.0005022673,0.000004861998,0.000005220015,0.00003123967,0.0002607098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1481361,"threshold_uncertainty_score":0.99986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02475602531632795,"score_gpt":0.3019842069571706,"score_spread":0.2772281816408426,"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."}}