{"id":"W2046826491","doi":"10.1002/cjce.5450780311","title":"Batch kinetics and modelling of propionic acid fermentation","year":2000,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fermentation; Propionate; Chemistry; Kinetics; Lactose; Substrate (aquarium); Chromatography; Nuclear chemistry; Biochemistry; Biology","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":[0.0004558585,0.0009096144,0.001292894,0.00037076,0.0002887595,0.001232776,0.001152713,0.001769251,0.001217055],"category_scores_gemma":[0.0009255163,0.0005278511,0.001386407,0.0004780639,0.0002940648,0.0004286162,0.0002634904,0.0009423923,0.000586055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001510672,"about_ca_system_score_gemma":0.0009609149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01952141,"about_ca_topic_score_gemma":0.004599036,"domain_scores_codex":[0.9997914,0.00004071872,0.00002212159,0.00004829569,0.00006452165,0.00003290623],"domain_scores_gemma":[0.9997017,0.0001436937,0.00003990351,0.00001796305,0.00008448071,0.00001227536],"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":[0.0000954073,0.00005336214,0.0007276426,0.0001859472,0.00002535336,0.00009676402,0.00003104632,0.9684889,0.02734,0.0007702673,0.00008834857,0.002096961],"study_design_scores_gemma":[0.00001017469,0.0000732405,0.0002777602,0.00000654043,0.000009901405,0.00001234369,0.000009321276,0.9897221,0.009244784,0.0001745252,0.0004476788,0.00001165519],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7348699,0.002276175,0.2455761,0.0004661967,0.0002330463,0.0005670703,0.002028445,0.0006845511,0.0132986],"genre_scores_gemma":[0.9720637,0.001334193,0.02045527,0.00003938211,0.00001318969,0.0004702587,0.0006194473,0.00002838882,0.004976219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01952141,"threshold_uncertainty_score":0.03881556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006813174212119826,"score_gpt":0.1765436254637252,"score_spread":0.1697304512516053,"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."}}