{"id":"W4410732800","doi":"10.1021/acsaem.5c00800","title":"Ethanol Electrolysis at Carbon-Supported PtRh Alloy Nanoparticles in a Proton Exchange Membrane Cell","year":2025,"lang":"en","type":"article","venue":"ACS Applied Energy Materials","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; Memorial University of Newfoundland","keywords":"Electrolysis; Alloy; Proton exchange membrane fuel cell; Proton; Nanoparticle; Carbon fibers; Materials science; Membrane; Chemical engineering; Chemistry; Radiochemistry; Metallurgy; Nanotechnology; Electrode; Composite material; Electrolyte; Nuclear physics; Physical 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":[0.0001635972,0.0002413351,0.0005264821,0.0001814183,0.000260451,0.0004175517,0.0005568519,0.0006593487,0.0007797011],"category_scores_gemma":[0.0001672332,0.0002139547,0.0002493666,0.0002025222,0.0001950244,0.0004751968,0.0002006798,0.0004198664,0.0003955339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005152745,"about_ca_system_score_gemma":0.000186167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00165623,"about_ca_topic_score_gemma":0.002212533,"domain_scores_codex":[0.9998312,0.00001481328,0.00001405531,0.00003347424,0.00008091212,0.00002551268],"domain_scores_gemma":[0.9999548,0.00001128094,0.000005925701,0.000005466238,0.00001516398,0.000007319771],"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":[0.0001168832,0.00004257545,0.0001835115,0.00008077543,0.00001192449,0.0002290219,0.00002484795,0.0006615152,0.9953266,0.0002033155,0.0001502299,0.002968894],"study_design_scores_gemma":[0.00001863487,0.0001136457,0.0005942882,0.000003832803,0.000009638441,0.00006220224,0.00002015559,0.007450842,0.9907904,0.00004227028,0.0008880052,0.000005964896],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936767,0.0007046655,0.002881387,0.0002502475,0.00008204335,0.00002771921,0.0001729458,0.0001406499,0.00206353],"genre_scores_gemma":[0.9965662,0.0003207617,0.001776392,0.00002916081,0.000009616938,0.000008908501,0.00006741534,0.000008397848,0.001213158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00165623,"threshold_uncertainty_score":0.003738523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003993719782730168,"score_gpt":0.1788851990590997,"score_spread":0.1748914792763696,"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."}}