{"id":"W1994133850","doi":"10.1021/ie010135t","title":"Hydrogen Production by Steam Reforming of Vegetable Oils Using Nickel-Based Catalysts","year":2001,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Catalysis and Hydrodesulfurization Studies","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Renewable Energy Laboratory; Université de Sherbrooke","keywords":"Steam reforming; Catalysis; Vegetable oil; Hydrogen; Hydrogen production; Chemistry; Soybean oil; Biomass (ecology); Methane reformer; Chemical engineering; Pulp and paper industry; Materials science; Organic chemistry; Food science; Agronomy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007444299,0.0002168715,0.000352227,0.0001757884,0.0001250498,0.00003049108,0.0002497738,0.0002259366,0.00003213678],"category_scores_gemma":[0.0003480747,0.000236916,0.00009004246,0.001190185,0.00007403526,0.0001691557,0.00007471917,0.0005679229,0.000007545075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003473499,"about_ca_system_score_gemma":0.00009240162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008679201,"about_ca_topic_score_gemma":0.000001812969,"domain_scores_codex":[0.9980491,0.00001824812,0.0004613119,0.0003132858,0.0006062583,0.0005518316],"domain_scores_gemma":[0.9990942,0.00006837885,0.00005409015,0.0004453656,0.0002045077,0.0001333931],"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":[0.00001243132,0.00002708829,0.0002229318,0.0001304055,0.00007240989,0.000003814682,0.00003488299,0.2193669,0.7792773,4.688009e-7,0.0004484419,0.0004029177],"study_design_scores_gemma":[0.0004188263,0.00001036694,0.000004697701,0.0001413292,0.00002555335,0.00001126149,0.00005516748,0.03571803,0.958226,0.000001440452,0.005179407,0.0002078662],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975063,0.001148578,0.0001073768,0.00003745672,0.0001720356,0.0001839954,0.00002577972,0.0001839326,0.0006345433],"genre_scores_gemma":[0.9987621,0.00009222498,0.00002564132,8.015055e-7,0.0005347678,0.00003235538,0.00008028157,0.00006021835,0.0004115849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1836488,"threshold_uncertainty_score":0.9661155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08413814305668063,"score_gpt":0.3075975802315128,"score_spread":0.2234594371748322,"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."}}