{"id":"W3114923849","doi":"10.31163/2618-964x-2020-3-4-667-672","title":"INVESTIGATION OF QUALITY CHARACTERISTICS OF UNIVERSAL SORBENTS USED AT UFA REFINERIES","year":2020,"lang":"en","type":"article","venue":"ÈKOBIOTEH","topic":"Industrial Engineering and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sorbent; Xylene; Oil refinery; Kerosene; Pulp and paper industry; Diesel fuel; Bottling line; Gasoline; Materials science; Porosity; Adsorption; Chromatography; Waste management; Chemical engineering; Benzene; Chemistry; Bottle; Organic chemistry; Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000573084,0.0000852298,0.0002001609,0.00003924458,0.00001320052,0.000003158122,0.0001016092,0.0001371802,0.00001458336],"category_scores_gemma":[0.0001202771,0.0000895082,0.00003471713,0.000158542,0.00006876379,0.00004541692,0.00004103782,0.0001120143,0.000005624272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003595303,"about_ca_system_score_gemma":0.00001123953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002324766,"about_ca_topic_score_gemma":0.000001729341,"domain_scores_codex":[0.9994993,0.00001023831,0.0002324024,0.00007524734,0.00008914267,0.00009371353],"domain_scores_gemma":[0.999724,0.00002714651,0.00006217084,0.0001267292,0.00002687614,0.00003310243],"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":[0.00003291432,0.000006582187,0.0076481,0.0004896974,0.00007856509,0.000002413711,0.001197302,0.00375333,0.9788687,0.004931912,0.0008246639,0.002165885],"study_design_scores_gemma":[0.000462432,0.00008923713,0.02221324,0.0000582137,0.00002086045,5.322445e-7,0.0001582477,0.004446027,0.9699337,0.00007325021,0.00235062,0.000193667],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984256,0.00002460193,0.0005258977,0.000224593,0.0001390535,0.00004951178,0.00006751574,0.0003316278,0.0002116163],"genre_scores_gemma":[0.9994235,0.00001474592,0.0004535825,0.000008549787,0.00003418748,8.461152e-7,0.00002574006,0.00001327824,0.00002559067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01456514,"threshold_uncertainty_score":0.3650039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05215284889230838,"score_gpt":0.2171668039009196,"score_spread":0.1650139550086112,"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."}}