{"id":"W4296280165","doi":"10.1002/sus2.56","title":"High‐entropy alloy stabilized and activated Pt clusters for highly efficient electrocatalysis","year":2022,"lang":"en","type":"article","venue":"SusMat","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":136,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Natural Science Foundation of China","keywords":"Materials science; Noble metal; Catalysis; Alloy; Nanoparticle; Chemical engineering; Platinum; Electrocatalyst; Galvanic cell; Nanotechnology; Metal; Electrochemistry; Physical chemistry; Chemistry; Metallurgy; Electrode","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":[0.00006831346,0.0002471742,0.0001440766,0.0001498984,0.0001131506,0.0002106347,0.0002361374,0.0002544833,0.0008982813],"category_scores_gemma":[0.0001295627,0.0001415677,0.0001522657,0.0001224193,0.0001298004,0.000265847,0.0002365437,0.0003166741,0.0002899692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002844981,"about_ca_system_score_gemma":0.0001213984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003715765,"about_ca_topic_score_gemma":0.0008031941,"domain_scores_codex":[0.9999266,0.000006376472,0.000006464089,0.00002259893,0.00002427035,0.00001375661],"domain_scores_gemma":[0.9999669,0.000005361762,0.00000690968,0.000005224975,0.000009107262,0.000006578603],"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":[0.00004177382,0.00001342704,0.00007777059,0.00005105605,0.000006117689,0.00004049777,0.00001479532,0.0003859291,0.99569,0.0004953793,0.0001667336,0.003016389],"study_design_scores_gemma":[0.000005918469,0.00003920226,0.0002423301,0.000001408269,0.000004275898,0.00002964978,0.000005463952,0.00385718,0.9943569,0.00004249184,0.001411798,0.000003264654],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9717723,0.001187076,0.02056566,0.0001734184,0.00009011969,0.00004175217,0.0001875667,0.0003376858,0.0056443],"genre_scores_gemma":[0.9947153,0.0001750459,0.003407985,0.00002084127,0.000006492688,0.00001411751,0.00007133629,0.00001957713,0.001569253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008982813,"threshold_uncertainty_score":0.003005028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005744189622674658,"score_gpt":0.2069346638595314,"score_spread":0.2011904742368567,"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."}}