{"id":"W4403471710","doi":"10.1021/acs.energyfuels.4c03491","title":"Reaction Fundamentals and Reactor Configuration for Methane Dehydroaromatization: Present State and Future Prospects","year":2024,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Catalysis and Oxidation Reactions","field":"Chemical Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Methane; State (computer science); Environmental science; Chemistry; Biochemical engineering; Computer science; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002046994,0.001244521,0.001068246,0.00120405,0.0004730726,0.001340077,0.001315692,0.001218363,0.002624844],"category_scores_gemma":[0.001039709,0.0008856686,0.001316263,0.001243819,0.0007154721,0.00306708,0.000802724,0.002129081,0.001877144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001067991,"about_ca_system_score_gemma":0.0009262684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001261364,"about_ca_topic_score_gemma":0.001620918,"domain_scores_codex":[0.9993956,0.0001021592,0.00006772251,0.00016916,0.0001746747,0.00009075445],"domain_scores_gemma":[0.9996758,0.0001461341,0.000068126,0.00002763937,0.0000641059,0.00001819633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006351716,0.0003751435,0.002721819,0.05373273,0.0003076696,0.001065557,0.0006794501,0.02256216,0.2430916,0.1082534,0.01260644,0.5539688],"study_design_scores_gemma":[0.00007006992,0.001889344,0.002225216,0.003401408,0.0005724779,0.002076824,0.0005050532,0.01848312,0.1833947,0.02735938,0.7597595,0.00026283],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01774387,0.9288747,0.0366041,0.00113834,0.0004256763,0.0001090394,0.0002453374,0.0001949283,0.01466397],"genre_scores_gemma":[0.08831848,0.8858564,0.0213991,0.0004683195,0.000312251,0.0001557154,0.0003667604,0.00007139368,0.003051431],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002624844,"threshold_uncertainty_score":0.01082563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009908308350248344,"score_gpt":0.2432027471088073,"score_spread":0.233294438758559,"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."}}