{"id":"W4412541622","doi":"10.1149/ma2025-01402123mtgabs","title":"Optimization of the Morphology of Mesoporous Carbon Scaffolds and Pt Loading Methods for Use in PEMFC Cathodes","year":2025,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials science; Proton exchange membrane fuel cell; Cathode; Mesoporous material; Morphology (biology); Carbon fibers; Chemical engineering; Composite material; Nanotechnology; Fuel cells; Chemistry; Engineering; Geology; Electrical engineering; Composite number","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006437989,0.0000835748,0.0002039186,0.00008344473,0.00002070889,0.00001092912,0.0000666589,0.0001308033,0.000001163856],"category_scores_gemma":[0.0002097512,0.00006734383,0.00002667553,0.0001158157,0.00003454787,0.00003129495,0.00002797439,0.00005040773,3.616974e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001967589,"about_ca_system_score_gemma":0.0000140455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002640914,"about_ca_topic_score_gemma":0.00001001854,"domain_scores_codex":[0.999351,0.00005973797,0.0003326877,0.0001000039,0.00003492389,0.0001216868],"domain_scores_gemma":[0.99937,0.0003772671,0.00009705658,0.0001092664,0.00003277517,0.00001364583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000071981,0.000008447251,0.0005369667,0.0004712174,0.00001417451,5.307497e-7,0.0001684942,0.7664835,0.2321879,0.00000631256,0.000008967121,0.0001062914],"study_design_scores_gemma":[0.0003251632,0.00001302084,0.002456399,0.0003419253,0.00004147178,0.000002899316,0.00005478863,0.1875375,0.8088843,0.0002005099,0.00006373259,0.00007832488],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882561,0.001581163,0.0002765642,0.00002157388,0.0004335397,0.0001876449,0.000003731187,0.00002726804,0.009212422],"genre_scores_gemma":[0.910145,0.0001967411,0.08959069,0.000004651709,0.00001097648,0.0000061373,0.00000166002,0.00001356732,0.00003058627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.578946,"threshold_uncertainty_score":0.2746202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01406739319870472,"score_gpt":0.2680070803008738,"score_spread":0.2539396871021691,"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."}}