{"id":"W2908555518","doi":"10.1002/apj.2285","title":"Insights into the integrated effects of polymeric pretreatment and catalytic hydrotreatment of light gas oil","year":2019,"lang":"en","type":"article","venue":"Asia-Pacific Journal of Chemical Engineering","topic":"Catalysis and Hydrodesulfurization Studies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Syncrude (Canada); University of Saskatchewan","funders":"Mitacs; Syncrude","keywords":"Hydrodesulfurization; Chemistry; Glycidyl methacrylate; Catalysis; Flue-gas desulfurization; Polymer; Adsorption; Nitrogen; Chemical engineering; Organic chemistry; Sulfur; Fuel oil; Copolymer; Waste management","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00005921298,0.0002001807,0.0004994952,0.0001550093,0.00001320693,0.00001149786,0.0001219958,0.00005807959,0.000004164362],"category_scores_gemma":[0.00004182576,0.0001292426,0.0001336312,0.0003158132,0.00003866692,0.00011502,0.00003428274,0.0001547057,0.000002029108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008739381,"about_ca_system_score_gemma":0.00001687902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006455051,"about_ca_topic_score_gemma":2.403943e-7,"domain_scores_codex":[0.9990349,0.000009078279,0.0004919359,0.0001039754,0.0002218954,0.0001382629],"domain_scores_gemma":[0.999365,0.0001468893,0.0001492895,0.0001917084,0.00007437521,0.00007276515],"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":[0.00001663651,0.00005532052,0.0001117153,0.0003887713,0.0006353354,0.000007058533,0.001915612,0.007607726,0.9864946,0.00006909958,0.00003444006,0.002663665],"study_design_scores_gemma":[0.0005759024,0.00009394521,0.0001139028,0.0003217838,0.0001757372,0.00002578111,0.0001932836,0.008981943,0.9889016,0.00001557081,0.0004808034,0.0001197318],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870084,0.01191925,0.0003258091,0.00007149891,0.0001748961,0.00008094548,0.000001285714,0.00002223171,0.0003957209],"genre_scores_gemma":[0.9989328,0.0007298466,0.0002358213,0.000001761463,0.00003428854,0.000005820363,0.00000347834,0.00002479415,0.00003138791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01192443,"threshold_uncertainty_score":0.5270361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00191874575802404,"score_gpt":0.1645996473839581,"score_spread":0.1626809016259341,"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."}}