{"id":"W4416566293","doi":"10.1149/ma2025-031165mtgabs","title":"Understanding Nickel Nanoparticle Exsolution and Growth in Lcfcr-Based Perovskite Anodes Operating on Fully Reformed Natural Gas","year":2025,"lang":"","type":"article","venue":"ECS Meeting Abstracts","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Anode; Perovskite (structure); Oxide; Carbon fibers; Deposition (geology); Nickel; Nanoparticle; Natural gas; Cathode","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":[0.000102472,0.0001811314,0.0001785748,0.0001393651,0.000229319,0.0004905213,0.000443977,0.0003752252,0.001072287],"category_scores_gemma":[0.0001601172,0.0002080246,0.0001424707,0.000103424,0.000269835,0.0005302118,0.0001225902,0.0003633971,0.0004066293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009257385,"about_ca_system_score_gemma":0.0002152985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00413319,"about_ca_topic_score_gemma":0.00469387,"domain_scores_codex":[0.9999142,0.000003059795,0.000003249775,0.00002612514,0.00003581009,0.00001771158],"domain_scores_gemma":[0.9999456,0.00001296953,0.00001966754,0.000004137731,0.00001278254,0.000004870685],"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":[0.00005991577,0.00005771481,0.00144339,0.0001650347,0.00000578414,0.0002435213,0.0001758458,0.002476979,0.9896264,0.0007617945,0.0003088575,0.004674674],"study_design_scores_gemma":[0.00001561315,0.0001141613,0.01259749,0.0000191198,0.00001011358,0.0002386845,0.000265198,0.08228894,0.8993083,0.0006131536,0.004511278,0.00001789312],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984041,0.002082633,0.003840621,0.0003701169,0.00004072612,0.00004165713,0.0005398167,0.0002487887,0.008794661],"genre_scores_gemma":[0.9936517,0.0008629113,0.00276993,0.00004854878,0.00001764324,0.00002232097,0.0002207839,0.00003714244,0.00236889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00413319,"threshold_uncertainty_score":0.008218288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04024705339904334,"score_gpt":0.2879296099168868,"score_spread":0.2476825565178435,"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."}}