{"id":"W4413435275","doi":"10.3390/catal15080795","title":"High-Pressure Catalytic Ethanol Reforming for Enhanced Hydrogen Production Using Efficient and Stable Nickel-Based Catalysts","year":2025,"lang":"en","type":"article","venue":"Catalysts","topic":"Catalysts for Methane Reforming","field":"Chemical Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Catalysis; Nickel; Hydrogen production; Steam reforming; Catalytic reforming; Ethanol; Chemistry; Materials science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006454092,0.0005156258,0.0007402403,0.0005413614,0.0003297385,0.00004090058,0.0004113456,0.0003024902,0.000004337347],"category_scores_gemma":[0.0008006652,0.0004982641,0.0002280157,0.0009492653,0.0001378421,0.000309763,0.0002449457,0.0003444654,0.00001382729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005839878,"about_ca_system_score_gemma":0.0002403149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006408655,"about_ca_topic_score_gemma":0.00005222329,"domain_scores_codex":[0.9969423,0.000029726,0.0007464399,0.001045686,0.0003827477,0.0008531188],"domain_scores_gemma":[0.9980403,0.0001608476,0.0002700644,0.001082278,0.000240682,0.0002058561],"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":[0.0001070876,0.00007538848,0.0000367804,0.001303609,0.0002559357,0.000004500022,0.0002858537,0.03067201,0.9642746,0.0001382958,0.00003813436,0.002807781],"study_design_scores_gemma":[0.00116532,0.0000235991,0.00001497944,0.0004755394,0.0005669808,0.00002089774,0.0001233947,0.04614655,0.9501959,0.0000579061,0.0007053075,0.0005036102],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984926,0.001844379,0.01035028,0.0001906906,0.0007881377,0.001271817,0.00009303639,0.0003513324,0.0001842945],"genre_scores_gemma":[0.9961285,0.000006845847,0.001062841,0.00003805467,0.0002085591,0.0002116772,0.0005157439,0.0001012564,0.001726509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01547454,"threshold_uncertainty_score":0.9997469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01201788639056137,"score_gpt":0.2578224865337352,"score_spread":0.2458046001431739,"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."}}