{"id":"W4391805372","doi":"10.1380/ejssnt.2024-004","title":"<i>In situ</i> Study on Structure of a Diluted Pt/HOPG Model Catalyst System Prepared by the Two-phase Liquid Reduction Method Using a Novel BCLA/HERFD+BI-XAFS Method","year":2024,"lang":"en","type":"article","venue":"e-Journal of Surface Science and Nanotechnology","topic":"Catalytic Processes in Materials Science","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Japan Society for the Promotion of Science; Hokkaido University; Canadian Institute for Theoretical Astrophysics","keywords":"In situ; Catalysis; Liquid phase; Materials science; Phase (matter); Reduction (mathematics); Chemical engineering; Chemistry; Nuclear chemistry; Organic chemistry; Physics; Engineering; Thermodynamics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008293089,0.000222339,0.0001900036,0.0001605076,0.0002103705,0.0002530121,0.0003658878,0.000305774,0.001432953],"category_scores_gemma":[0.0001028158,0.000151749,0.0001461439,0.0001189621,0.0001837099,0.0002362284,0.0001177155,0.0004039663,0.0002715797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002755068,"about_ca_system_score_gemma":0.0001008425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001032545,"about_ca_topic_score_gemma":0.0009526772,"domain_scores_codex":[0.9999068,0.000006532944,0.000005211116,0.00003296461,0.00003185827,0.00001658841],"domain_scores_gemma":[0.9999496,0.00001390984,0.00001284839,0.000007418314,0.00001011651,0.000006122401],"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":[0.00001607194,0.000006704155,0.00003662022,0.00001008385,0.000001606389,0.00002479372,0.000008534507,0.00005015286,0.9993951,0.00003240528,0.00001749688,0.0004004186],"study_design_scores_gemma":[0.000002810812,0.00002542215,0.0003054688,6.358014e-7,0.00000264203,0.00002305975,0.000007666139,0.001067096,0.9983406,0.00001166225,0.0002112749,0.000001626944],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926299,0.0002688276,0.005020834,0.00007789717,0.00001799947,0.00001392176,0.0002366832,0.0001260949,0.001607865],"genre_scores_gemma":[0.9926803,0.0001738531,0.00511494,0.00002908724,0.00000757109,0.00002250141,0.0002494703,0.00003525683,0.001686965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001432953,"threshold_uncertainty_score":0.004793704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02254394671535729,"score_gpt":0.3352715452757441,"score_spread":0.3127275985603868,"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."}}