{"id":"W3188937960","doi":"10.1021/acs.energyfuels.1c00228","title":"Investigation of Hydrogen and Methane Production from Flue Gas Released from the Steel Industry","year":2021,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Chemical Looping and Thermochemical Processes","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Flue gas; Methane; Combustion; Hydrogen production; Hydrogen; Chemistry; Brayton cycle; Environmental science; Waste management; Nuclear engineering; Thermodynamics; Heat exchanger; Organic chemistry; Engineering","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":[0.00003730775,0.0000895378,0.0001247391,0.000009496367,0.00001964495,0.00001042748,0.00006861133,0.0001449258,0.0000550047],"category_scores_gemma":[0.0001571871,0.00007460239,0.00002443434,0.0001429714,0.0000513055,0.00005437565,0.00002735186,0.0001785145,0.000001480744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001439205,"about_ca_system_score_gemma":0.00002171709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003237629,"about_ca_topic_score_gemma":0.00002021284,"domain_scores_codex":[0.9994717,0.0000275576,0.0001453495,0.0001681191,0.0001001942,0.00008714387],"domain_scores_gemma":[0.9995575,0.0001337275,0.0000310133,0.0001879348,0.00003785959,0.00005198671],"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":[0.000004302079,0.000004364809,0.0004669857,0.000018323,0.00005062672,0.000001122082,0.0001196326,0.0001477766,0.9965713,0.00005108348,0.0001883061,0.002376147],"study_design_scores_gemma":[0.0001162819,0.000003065471,0.0005195574,0.000073886,0.00002882853,0.000001295799,0.00004752052,0.0001219453,0.9868953,0.01141016,0.0007013056,0.00008085374],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951956,0.003874905,0.00004768282,0.0003547021,0.00009409045,0.00001839174,0.0000180747,0.00007342683,0.0003231295],"genre_scores_gemma":[0.9990433,0.0001415457,0.0002450994,0.00009113983,0.0002704918,0.00000713641,0.0001166251,0.0000161155,0.00006851035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01135908,"threshold_uncertainty_score":0.3042197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01373274599850182,"score_gpt":0.1935567224307796,"score_spread":0.1798239764322778,"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."}}