{"id":"W4400666163","doi":"10.1002/cjce.25414","title":"Transesterification reactions as a means to produce esters: A critical review","year":2024,"lang":"en","type":"review","venue":"The Canadian Journal of Chemical Engineering","topic":"Biodiesel Production and Applications","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transesterification; Organic chemistry; Catalysis; Biodiesel production; Biodiesel; Chemistry; Raw material; Ion-exchange resin; Reusability; Materials science; Computer science","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":[0.0003491841,0.0002944808,0.0006724794,0.0002685342,0.00005251671,0.0001128529,0.0004336205,0.0001502412,0.0000435912],"category_scores_gemma":[0.0004504121,0.0002157287,0.0003387301,0.000710681,0.00004947343,0.00008484295,0.000008470596,0.001041781,0.0002042301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003919262,"about_ca_system_score_gemma":0.0004621037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005815601,"about_ca_topic_score_gemma":0.00002520542,"domain_scores_codex":[0.9985958,0.00002102778,0.0007425799,0.0001837192,0.000166351,0.0002905603],"domain_scores_gemma":[0.998818,0.00007031122,0.00005673223,0.0003824061,0.0001134278,0.0005591602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000209697,0.00002842849,2.648851e-8,0.2294818,0.000922663,0.00008690458,0.0007760693,0.00179426,0.001575924,0.005837071,0.09599907,0.6634957],"study_design_scores_gemma":[0.00001394777,0.000007884306,2.782423e-8,0.02900564,0.0008178531,0.001063975,0.000002834158,0.00009858443,0.0001157716,0.00003067013,0.9686324,0.0002104336],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002797385,0.9933351,0.0006022151,0.004620269,0.0007260504,0.0004202894,0.00003276639,0.0000828436,0.0001776576],"genre_scores_gemma":[0.0003480355,0.9978999,0.0005665543,0.0001346618,0.0007344789,0.0001288927,0.00001141122,0.00009667327,0.000079336],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8726333,"threshold_uncertainty_score":0.8797161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05217686934706552,"score_gpt":0.2995907018672017,"score_spread":0.2474138325201362,"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."}}