{"id":"W2165123946","doi":"","title":"Environmental Impact Comparison of Steam Methane Reformation and Thermochemical Processes of Hydrogen Production","year":2010,"lang":"en","type":"article","venue":"JuSER (Forschungszentrum Jülich)","topic":"Chemical and Environmental Engineering Research","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Atomic Energy of Canada Limited","keywords":"Hydrogen production; Steam reforming; Methane; Greenhouse gas; Thermochemical cycle; Natural gas; Hydrogen; Chemistry; Environmental science; Methane reformer; Waste management; Environmental chemistry; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002621661,0.0003043906,0.0002657277,0.0006111154,0.0003630058,0.000382623,0.0001727551,0.0003370942,0.00299711],"category_scores_gemma":[0.0002974507,0.00009295108,0.0004143894,0.0004321647,0.0002259127,0.0003227803,0.0003169435,0.0002029959,0.0002241914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004485719,"about_ca_system_score_gemma":0.0002069982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001403051,"about_ca_topic_score_gemma":0.002837872,"domain_scores_codex":[0.9996678,0.0000794939,0.00001046743,0.00003224227,0.0001492026,0.00006076952],"domain_scores_gemma":[0.9997244,0.0001241297,0.0000303137,0.00001720783,0.00008432198,0.00001954913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.009042379,0.0009357397,0.04647957,0.00119333,0.0004261765,0.001049915,0.0001190317,0.07876564,0.7083414,0.001654407,0.0006642569,0.1513282],"study_design_scores_gemma":[0.0001464927,0.004803977,0.0862423,0.00002013069,0.0002460627,0.0002914233,0.0002534819,0.01997398,0.882396,0.0004198353,0.005168896,0.00003737896],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925454,0.0008191846,0.001228272,0.00003587165,0.00001721569,0.00001568899,0.0002154102,0.00003412187,0.005088689],"genre_scores_gemma":[0.9976019,0.0005187967,0.000488542,0.000009351989,0.000008921927,0.000009573566,0.0002497902,0.00001209206,0.001101142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00299711,"threshold_uncertainty_score":0.01002628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007827771746884564,"score_gpt":0.2481621994741208,"score_spread":0.2403344277272362,"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."}}