{"id":"W2062740429","doi":"10.1007/s10668-012-9342-z","title":"Novel process concept for the production of H2 and H2SO4 by SO2-depolarized electrolysis","year":2012,"lang":"en","type":"article","venue":"Environment Development and Sustainability","topic":"Chemical Looping and Thermochemical Processes","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Outotec (Canada)","funders":"Tekes","keywords":"Electrolysis; Sulfuric acid; Hydrogen production; Sulfur; Hydrogen; Polymer electrolyte membrane electrolysis; Nickel; Electrolytic process; Electrochemistry; Copper; Smelting; Combustion; Chemistry; Metallurgy; Cathode; Materials science; Inorganic chemistry; Electrode; Electrolyte; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002263657,0.0001206818,0.0001435873,0.00001163013,0.00009094542,0.000008938987,0.00005388033,0.0000536959,0.000007739485],"category_scores_gemma":[0.0001382383,0.0000890851,0.0000196662,0.00004659503,0.0001329006,0.00008702744,0.0000262079,0.00007889497,1.4483e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009189942,"about_ca_system_score_gemma":0.00001628707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002392356,"about_ca_topic_score_gemma":1.484722e-7,"domain_scores_codex":[0.9993229,0.000006200717,0.0001824429,0.0001548431,0.0001013089,0.0002323285],"domain_scores_gemma":[0.9996877,0.0001073105,0.00003128851,0.00009781893,0.00001930823,0.00005651556],"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":[0.0003116372,0.0009650853,0.03672037,0.005298793,0.0006210882,1.609988e-7,0.01695775,0.0008746614,0.7508785,0.0004827567,0.0009407004,0.1859485],"study_design_scores_gemma":[0.0004686397,0.00002119914,0.004812323,0.00001370853,0.0000570837,0.000002127555,0.0007794194,0.0003571482,0.9792412,0.000859197,0.01311369,0.0002742881],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778864,0.004004385,0.01717292,0.0004010954,0.00003551376,0.0004333174,0.000003090926,0.00003916966,0.00002405698],"genre_scores_gemma":[0.9989594,0.00008908973,0.000683998,0.0000104561,0.00002980192,0.0001131271,0.00001111203,0.00001140723,0.00009163014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2283627,"threshold_uncertainty_score":0.3632785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004803648355889473,"score_gpt":0.1953758612651255,"score_spread":0.190572212909236,"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."}}