{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003072785,0.000384859,0.000628119,0.0002568386,0.00005727155,0.00008301297,0.000248597,0.0003858744,0.000451523],"category_scores_gemma":[0.000005050777,0.0003615302,0.0000430705,0.0004082309,0.00004027344,0.00005050759,0.0001369635,0.00009235058,0.00004082971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000158445,"about_ca_system_score_gemma":0.00002968555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002813569,"about_ca_topic_score_gemma":0.00005799886,"domain_scores_codex":[0.9980118,0.00006424166,0.0006583781,0.0004187562,0.0001769809,0.0006698214],"domain_scores_gemma":[0.9993576,0.00003904654,0.00008464779,0.0004208283,0.00002143784,0.00007641606],"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":[0.0001264781,0.00005651695,0.000008189316,0.001376752,0.00008012989,0.00002071933,0.000119531,0.004258241,0.9933949,0.0002385332,0.0002278273,0.00009219862],"study_design_scores_gemma":[0.00100632,0.00002174032,0.00001652019,0.00004848902,0.00005823488,0.000002317073,0.00001562498,0.0001867947,0.989051,0.0003371269,0.008895524,0.0003602418],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679033,0.00113717,0.000003098094,0.00005339402,0.0006196488,0.000559034,0.00001813956,0.0004009457,0.02930524],"genre_scores_gemma":[0.9940091,0.003226039,0.00005143791,0.0001220622,0.00008996858,0.001224719,0.00008077775,0.00008711162,0.001108739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0281965,"threshold_uncertainty_score":0.9998837,"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."}}