{"id":"W4391138536","doi":"10.1002/cjce.25178","title":"Production of gasohol by azeotropic distillation","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Process Optimization and Integration","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Azeotropic distillation; Gasoline; Distillation; Biofuel; Process engineering; Pulp and paper industry; Extractive distillation; Environmental science; Chemistry; Waste management; Organic chemistry; Engineering","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":[0.00007673202,0.00005809318,0.00007463741,0.00008925215,0.00001250625,0.00003319075,0.00007622079,0.00003616868,0.00002430336],"category_scores_gemma":[0.00009695083,0.0000440676,0.0000341512,0.0001712396,0.00001766988,0.0001320044,0.000001393378,0.0001643814,0.000001678469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001170706,"about_ca_system_score_gemma":0.00007401406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000042351,"about_ca_topic_score_gemma":0.00001807357,"domain_scores_codex":[0.9996122,0.000002688096,0.0001850562,0.00003487066,0.00008009036,0.00008506803],"domain_scores_gemma":[0.9997729,0.00001481506,0.00002018244,0.00004880164,0.00006081549,0.00008249496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001924048,0.000001745286,0.00002156441,0.0001553342,0.00004667074,0.000002460454,0.0003417688,0.6522356,0.3344555,0.001196038,0.008616189,0.00292527],"study_design_scores_gemma":[0.00005727467,0.00001160967,0.00002910199,0.0002051654,0.00002475296,0.00005904939,0.000008006945,0.5699274,0.4212437,0.0001256046,0.008215047,0.00009329398],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8862492,0.01076542,0.09631,0.001763274,0.003414191,0.0001766977,0.00001985055,0.0001682201,0.001133147],"genre_scores_gemma":[0.9995099,0.00001497663,0.0002720569,0.000005470001,0.0001448834,9.787941e-7,0.000004145294,0.00001398515,0.00003355844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1132607,"threshold_uncertainty_score":0.1797025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004218343162514682,"score_gpt":0.1723879909018912,"score_spread":0.1681696477393766,"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."}}