{"id":"W4389429119","doi":"10.1007/s10311-023-01673-4","title":"Hydrogen generation by heterogeneous catalytic steam reforming of short-chain alcohols: a review","year":2023,"lang":"en","type":"review","venue":"Environmental Chemistry Letters","topic":"Catalysts for Methane Reforming","field":"Chemical Engineering","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"","keywords":"Steam reforming; Catalysis; Hydrogen; Hydrogen production; Raw material; Methanol; Chemistry; Energy carrier; Hydrogen fuel; Carbon fibers; Chemical engineering; Methane reformer; Waste management; Inorganic chemistry; Materials science; Organic chemistry","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003524236,0.0008678987,0.00207436,0.00006098298,0.00006335347,0.000008609833,0.0006682759,0.0003986683,0.000125853],"category_scores_gemma":[0.0000605544,0.0008218834,0.001050452,0.0002601862,0.0001244397,0.0001152934,0.000374502,0.0006537068,0.0001633725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001426039,"about_ca_system_score_gemma":0.00003178653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002166359,"about_ca_topic_score_gemma":5.286592e-7,"domain_scores_codex":[0.9962755,0.00004229878,0.001524613,0.0008742665,0.000670062,0.0006132367],"domain_scores_gemma":[0.9981036,0.00007029094,0.0005512177,0.001053073,0.000003726976,0.0002180697],"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":[0.000001213621,0.00004772972,5.592184e-7,0.06737316,0.0005463063,0.00006219937,0.0000195108,0.00005706902,0.7934524,6.555256e-8,0.0003579233,0.1380819],"study_design_scores_gemma":[0.0001781579,0.000009796365,1.543859e-8,0.02733492,0.001732973,0.0004821552,0.00001177211,0.0001669747,0.5706377,2.591228e-7,0.3982649,0.001180364],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006571799,0.991782,0.00001395548,0.00002400709,0.00007705156,0.0007524799,0.0005706405,0.0001433945,0.00006468349],"genre_scores_gemma":[0.0004070643,0.990225,0.00001952711,0.00007427648,0.000306214,0.0002804706,0.007815657,0.0003032729,0.0005685544],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.397907,"threshold_uncertainty_score":0.9994232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03392261191091703,"score_gpt":0.2730345815194304,"score_spread":0.2391119696085134,"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."}}