{"id":"W4416599643","doi":"10.1149/ma2025-02472378mtgabs","title":"Nanoalloy Catalysts: Correlations of Structure, Electronic, and Catalytic Properties","year":2025,"lang":"","type":"article","venue":"ECS Meeting Abstracts","topic":"Machine Learning in Materials Science","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Bimetallic strip; Catalysis; Spectroscopy; Electronic structure; Alloy; Nanostructure","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":[0.0002950429,0.0002328424,0.0003319909,0.0005134519,0.0000989006,0.0006441161,0.0003723305,0.0003792701,0.00110962],"category_scores_gemma":[0.001035737,0.0001659229,0.0001171747,0.0005240059,0.0002551915,0.0006499555,0.000235654,0.0003390693,0.0002153618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002513552,"about_ca_system_score_gemma":0.0001072093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005188274,"about_ca_topic_score_gemma":0.0006936603,"domain_scores_codex":[0.9998692,0.00001658316,0.00000689774,0.00004042334,0.00005481145,0.00001195408],"domain_scores_gemma":[0.9996626,0.0001352355,0.00009324003,0.00003687273,0.00005541607,0.00001662885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006252819,0.0003084274,0.1518741,0.001007586,0.0005330233,0.0005749157,0.0002375569,0.03768768,0.6452343,0.04583016,0.004012255,0.1120747],"study_design_scores_gemma":[0.00005775888,0.0003457158,0.2728707,0.00005989935,0.0002347356,0.0009724631,0.0003570297,0.3283341,0.3221461,0.06284659,0.0116719,0.0001030046],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.973527,0.007682954,0.01245291,0.000462883,0.00004565344,0.00001292259,0.0004323399,0.0002839261,0.005099384],"genre_scores_gemma":[0.9963984,0.001033216,0.001654821,0.00003375479,0.00001685166,0.000006974896,0.0003380537,0.00001560793,0.0005022581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00110962,"threshold_uncertainty_score":0.003712058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008974804709544825,"score_gpt":0.2422035170567921,"score_spread":0.2332287123472472,"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."}}