{"id":"W4322618686","doi":"10.18331/brj2023.10.1.3","title":"Exergy-based sustainability analysis of biogas upgrading using a hybrid solvent (imidazolium-based ionic liquid and aqueous monodiethanolamine)","year":2023,"lang":"en","type":"article","venue":"Biofuel Research Journal","topic":"Ionic liquids properties and applications","field":"Chemical Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Karachi","keywords":"Ionic liquid; Diethanolamine; Tetrafluoroborate; Biogas; Solvent; Aqueous solution; Chemistry; Chemical engineering; Materials science; Waste management; Organic chemistry; Catalysis","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":[0.002137822,0.000185367,0.000387684,0.001361572,0.0004817028,0.0001027826,0.0003624704,0.0001022104,0.00009174843],"category_scores_gemma":[0.0007737135,0.000158881,0.0002977099,0.0026105,0.0002789063,0.0001050678,0.0001808823,0.0006394276,0.000005313026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006292333,"about_ca_system_score_gemma":0.0007060326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002690592,"about_ca_topic_score_gemma":0.000007480994,"domain_scores_codex":[0.9973586,0.000164725,0.0005570847,0.0003544595,0.0007393949,0.0008256942],"domain_scores_gemma":[0.9979617,0.0003690314,0.0001353879,0.0004229498,0.0007900058,0.0003209088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000800546,0.0004365798,0.001810938,0.000683798,0.0009186859,0.000179127,0.0004045378,0.1062082,0.8825148,0.001443127,0.0002327583,0.004366796],"study_design_scores_gemma":[0.0005952137,0.0002234098,0.0003143022,0.00009915958,0.0001657213,0.00001548419,0.0003834666,0.8277999,0.1690654,0.0004569507,0.000680154,0.0002009293],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901186,0.0006972644,0.007596833,0.001137176,0.00004270628,0.0002534265,0.00003441089,0.00007905022,0.00004051751],"genre_scores_gemma":[0.9989781,0.0001655086,0.0005499609,0.0000185165,0.0001166229,0.00003635137,0.00002402203,0.00003279819,0.00007807931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7215916,"threshold_uncertainty_score":0.6478981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08237970517144105,"score_gpt":0.3673752189923841,"score_spread":0.284995513820943,"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."}}