{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001357821,0.0003994264,0.0002985098,0.0002598538,0.0001166565,0.0003949222,0.0002474144,0.0002622423,0.0009115635],"category_scores_gemma":[0.00009890673,0.0001126616,0.0003298457,0.0002971502,0.0001785815,0.0002687008,0.0002636822,0.0003655663,0.0004630271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002065144,"about_ca_system_score_gemma":0.0001575097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003375828,"about_ca_topic_score_gemma":0.0006380539,"domain_scores_codex":[0.9999025,0.00001190436,0.000005649773,0.00002289064,0.00004220843,0.00001487075],"domain_scores_gemma":[0.999967,0.00000533115,0.00001034205,0.000004676501,0.000006779597,0.000005865053],"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":[0.00008523835,0.00003701588,0.0001254844,0.00009232527,0.000006107297,0.00005577793,0.000009510327,0.001804396,0.9936469,0.0001838634,0.00004441058,0.003908832],"study_design_scores_gemma":[0.00001213546,0.0001186306,0.0002984394,0.000002711776,0.000007248616,0.00003091671,0.000005922826,0.004782441,0.9931388,0.00002986921,0.00156704,0.000005698856],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666026,0.000974473,0.02699115,0.00007363818,0.0000749399,0.00005270001,0.0003061497,0.0001804968,0.004743936],"genre_scores_gemma":[0.9822203,0.0005282552,0.01491391,0.00001864238,0.000008236483,0.00002384058,0.0002517783,0.00003324771,0.002001934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009115635,"threshold_uncertainty_score":0.003049493,"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."}}