{"id":"W4401505397","doi":"10.2139/ssrn.4923538","title":"Towards Sustainable Hydrogen Production: Integrating Electrified and Convective Steam Reforming, and Carbon Capture and Storage","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Hydrogen production; Steam reforming; Carbon capture and storage (timeline); Production (economics); Environmental science; Waste management; Hydrogen storage; Process engineering; Carbon fibers; Hydrogen; Chemistry; Materials science; Economics; Engineering; Climate change; Geology; Microeconomics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002925835,0.0002978744,0.0003291882,0.000194096,0.0002017609,0.0009548982,0.000348172,0.0008147291,0.00558865],"category_scores_gemma":[0.0005892529,0.0001679523,0.0002576775,0.0003925131,0.0004914477,0.001839637,0.0009030277,0.0006244772,0.0007968712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004049512,"about_ca_system_score_gemma":0.0004832273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000853972,"about_ca_topic_score_gemma":0.001000861,"domain_scores_codex":[0.999891,0.00001859394,0.000003626896,0.00002017653,0.00005388911,0.00001267796],"domain_scores_gemma":[0.9999123,0.00003790283,0.000006760948,0.00001453969,0.00002053208,0.000007950049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002377991,0.0002387749,0.00118992,0.0008412229,0.0001611694,0.0002665907,0.0001774609,0.05961661,0.04282542,0.6293753,0.01089681,0.2541728],"study_design_scores_gemma":[0.00008947223,0.0002198388,0.001908218,0.00009250389,0.00006182896,0.000232548,0.0002502003,0.2473453,0.05010447,0.6358027,0.06384624,0.00004668702],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.237765,0.01817965,0.5175176,0.01678629,0.002520758,0.0001539427,0.0004164468,0.0008829954,0.2057773],"genre_scores_gemma":[0.9185843,0.008221306,0.03978093,0.0004606493,0.0003359717,0.00003721059,0.0002089993,0.00008325429,0.03228745],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00558865,"threshold_uncertainty_score":0.01869589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005363251846851171,"score_gpt":0.219660393870506,"score_spread":0.2142971420236548,"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."}}