{"id":"W4387884057","doi":"10.1039/d3qi01656k","title":"Recent advances towards increasing the Pt utilization efficiency for hydrogen evolution reaction: a review","year":2023,"lang":"en","type":"review","venue":"Inorganic Chemistry Frontiers","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Institute for Nanotechnology","funders":"Ministry of Colleges and Universities; Natural Sciences and Engineering Research Council of Canada; Mitacs; University of Waterloo; Canada Foundation for Innovation","keywords":"Nanotechnology; Catalysis; Ideal (ethics); Materials science; Heterojunction; Chemistry; Biochemical engineering; Engineering; Political science; Optoelectronics; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004478965,0.0007692025,0.0009123403,0.001765962,0.0002271155,0.0006902628,0.0005501531,0.0006582832,0.003410777],"category_scores_gemma":[0.0006046947,0.0003164061,0.0004969344,0.001901989,0.0002139624,0.001063437,0.0004964929,0.001037919,0.001394331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003619222,"about_ca_system_score_gemma":0.0007388579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000701154,"about_ca_topic_score_gemma":0.001430674,"domain_scores_codex":[0.9998931,0.00001324377,0.00001433627,0.00002636512,0.00003754851,0.00001547386],"domain_scores_gemma":[0.9997554,0.0001266325,0.00003640283,0.000007473428,0.00005565113,0.00001838616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007431259,0.00008634926,0.0002421535,0.04033647,0.000147107,0.0002413941,0.00007117733,0.0005965374,0.007128845,0.005869239,0.02809136,0.9171151],"study_design_scores_gemma":[0.00001261083,0.0001181123,0.0006079823,0.002106494,0.0001885658,0.0005956443,0.00004582298,0.0001439906,0.001990166,0.001526963,0.9926419,0.00002171734],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003064047,0.9976245,0.0002540651,0.0002329795,0.0001500806,0.000005502292,0.00003672092,0.00001374939,0.001376093],"genre_scores_gemma":[0.001282266,0.9976804,0.0002441944,0.000157847,0.00008386948,0.000006878802,0.00004202716,0.000002132816,0.0005003602],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003410777,"threshold_uncertainty_score":0.01141024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03391249186608746,"score_gpt":0.2960339747019006,"score_spread":0.2621214828358132,"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."}}