{"id":"W2559871276","doi":"10.1002/cjce.22758","title":"Numerical modelling and simulation of hydrogen production via four different chemical reforming processes: Process performance and energy requirements","year":2016,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Chemical Looping and Thermochemical Processes","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Steam reforming; Methane reformer; Hydrogen production; Methane; Hydrogen; Process engineering; Pressure swing adsorption; Waste management; Environmental science; Thermodynamics; Chemistry; Nuclear engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001116948,0.0001786391,0.0002565374,0.00007803068,0.00003691811,0.00001424012,0.0001595772,0.00009807073,0.000003247998],"category_scores_gemma":[0.0001994475,0.0001135853,0.00003442118,0.000162587,0.00006440236,0.0002162388,0.00001406841,0.0001830403,1.60715e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001977107,"about_ca_system_score_gemma":0.00006056951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004047588,"about_ca_topic_score_gemma":0.000003536278,"domain_scores_codex":[0.9990144,0.0000047155,0.0003912769,0.0001330638,0.0001903639,0.0002661877],"domain_scores_gemma":[0.9992976,0.00009065964,0.00009683247,0.00009979605,0.0001453747,0.0002697248],"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":[0.00002566266,0.000007828485,0.0001421569,0.0007351078,0.00005922065,0.000001965103,0.0002151582,0.3332719,0.6596813,0.00000641216,0.00000258372,0.005850686],"study_design_scores_gemma":[0.0001759688,0.00001457375,0.000002964664,0.0004797637,0.00002448209,0.00006598324,0.000003098816,0.243438,0.7553451,0.0002903402,0.00002808129,0.0001316652],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900905,0.0006193795,0.009013716,0.0001339331,0.00005651938,0.00003787685,0.000001555731,0.00002730597,0.000019223],"genre_scores_gemma":[0.9996384,0.00004830983,0.0001026347,0.000006974079,0.0001611476,0.000004353938,9.66858e-7,0.00003174531,0.000005434842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09566383,"threshold_uncertainty_score":0.4631875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0125606913558066,"score_gpt":0.1908296548732751,"score_spread":0.1782689635174685,"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."}}