{"id":"W4388722970","doi":"10.2495/esus230071","title":"SUSTAINABLE HYDROGEN PRODUCTION, STORAGE AND TRANSPORT PATHWAYS","year":2023,"lang":"en","type":"article","venue":"WIT transactions on ecology and the environment","topic":"Catalysts for Methane Reforming","field":"Chemical Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"University of Ontario Institute of Technology","keywords":"Hydrogen production; Natural gas; Environmental science; Hydrogen economy; Hydrogen storage; Hydrogen; Fossil fuel; Waste management; Power to gas; Steam reforming; Renewable energy; Hydrogen technologies; Substitute natural gas; Syngas; Engineering; Chemistry; Electrolysis; Electrical engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0002306278,0.0003835678,0.0002509474,0.0007080322,0.0007023374,0.001465179,0.0007018289,0.001028089,0.009706167],"category_scores_gemma":[0.0002815752,0.0002557064,0.0002026402,0.001358327,0.0005633654,0.00221929,0.001183885,0.0005539057,0.003161481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00117517,"about_ca_system_score_gemma":0.001294239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001707911,"about_ca_topic_score_gemma":0.002266189,"domain_scores_codex":[0.9997742,0.00002002135,0.000009403572,0.00003729272,0.0001138973,0.00004519263],"domain_scores_gemma":[0.9999392,0.000008461089,0.000007683526,0.00000949379,0.0000235072,0.00001174775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001080645,0.0001085134,0.001411021,0.001098512,0.00002908139,0.0007268053,0.0002708919,0.02730068,0.03449072,0.7077709,0.02377298,0.2029118],"study_design_scores_gemma":[0.00002742694,0.0001212831,0.0007977836,0.0001975956,0.00001525586,0.0005576778,0.0005135293,0.01839847,0.04842307,0.2351354,0.695764,0.00004855288],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.1083515,0.05854085,0.2446459,0.01054179,0.001389778,0.0006724028,0.005583051,0.001975647,0.5682991],"genre_scores_gemma":[0.7237469,0.06794514,0.07643753,0.0006928849,0.000245913,0.000452441,0.002389554,0.0002448028,0.1278449],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.009706167,"threshold_uncertainty_score":0.03247035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006272982911155215,"score_gpt":0.1763532386664834,"score_spread":0.1700802557553282,"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."}}