{"id":"W4293216782","doi":"10.1016/j.cattod.2022.08.029","title":"Preface for Special Issue on “Green catalysis for the production and upgrading of clean fuels and chemicals”","year":2022,"lang":"en","type":"article","venue":"Catalysis Today","topic":"Catalysis and Hydrodesulfurization Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; University of Saskatchewan","funders":"","keywords":"Dibenzothiophene; Benzothiophene; Catalysis; Flue-gas desulfurization; Chemistry; Sulfur; Raw material; Organic chemistry; Chemical engineering; Thiophene","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":[0.001514525,0.001854917,0.001915916,0.002608194,0.001691056,0.00340184,0.002273466,0.004483489,0.1871132],"category_scores_gemma":[0.005442846,0.0005268734,0.001387912,0.00142957,0.0005561284,0.002711424,0.001542649,0.004746599,0.08518683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001489071,"about_ca_system_score_gemma":0.002028416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00154772,"about_ca_topic_score_gemma":0.003732958,"domain_scores_codex":[0.9987701,0.00009080851,0.00008783468,0.0001871961,0.000742427,0.0001216204],"domain_scores_gemma":[0.9937908,0.001111894,0.0004328269,0.0002561283,0.003130821,0.001277467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002831003,0.00001683702,0.00001199942,0.00012729,0.000003823731,0.00002143626,0.000002881433,0.00001828776,0.0003055411,0.0002135212,0.991595,0.007654986],"study_design_scores_gemma":[0.00002050955,0.00004168321,0.0004161863,0.00008336479,0.000009755774,0.00005155222,0.000009749097,0.00006828459,0.0003414504,0.0009958898,0.9979517,0.000009868213],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0001350395,0.00658454,0.0004876169,0.02015651,0.9532167,0.0000955582,0.0005522321,0.0001311656,0.01864059],"genre_scores_gemma":[0.00137323,0.00920777,0.0005170036,0.01711359,0.7028679,0.0001231437,0.001505615,0.0002719982,0.2670197],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1871132,"threshold_uncertainty_score":0.6259558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01296898823316561,"score_gpt":0.2288796111219405,"score_spread":0.2159106228887749,"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."}}