{"id":"W4390728731","doi":"10.1016/j.jclepro.2024.140670","title":"Optimizing continuous medium-chain fatty acid production from biohydrogenic palm oil mill effluent: Operational parameters and microbial dynamics","year":2024,"lang":"en","type":"article","venue":"Journal of Cleaner Production","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Moncton","funders":"National Research Council of Thailand","keywords":"Pome; Chemistry; Caproic Acid; Food science; Fermentation; Chemical oxygen demand; Fatty acid; Volatile suspended solids; Butyric acid; Continuous stirred-tank reactor; Caprylic acid; Lactic acid; Pulp and paper industry; Bacteria; Waste management; Biochemistry; Wastewater; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006629571,0.0005980332,0.0005064662,0.0003697237,0.0003767977,0.00168687,0.0004600192,0.0005298932,0.0004681366],"category_scores_gemma":[0.001060599,0.0002628035,0.0003895377,0.0004678437,0.0002856478,0.0006956424,0.0005267675,0.0005916192,0.0001873873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008310189,"about_ca_system_score_gemma":0.0008319705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003386706,"about_ca_topic_score_gemma":0.005471321,"domain_scores_codex":[0.9995674,0.00006974884,0.00005496716,0.00009357872,0.0001260113,0.00008823783],"domain_scores_gemma":[0.9997182,0.0001182451,0.00004791076,0.00001841586,0.00006062718,0.00003647362],"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":[0.0009707674,0.0004772792,0.002376957,0.0001007038,0.00002888892,0.00008184447,0.00004553884,0.004355098,0.9823849,0.00005444883,0.00004821649,0.009075454],"study_design_scores_gemma":[0.00004112128,0.0006958159,0.003560903,0.00001011675,0.00004302238,0.0000383604,0.0001232335,0.008376257,0.9866883,0.00004151785,0.0003660606,0.00001519891],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979475,0.0001682913,0.001351481,0.00003645846,0.000008041258,0.0000186929,0.00009292201,0.00001614017,0.0003604254],"genre_scores_gemma":[0.9981736,0.0001728357,0.001256329,0.000007931004,0.000002779908,0.00001226643,0.0001093227,0.000008255233,0.0002566155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003386706,"threshold_uncertainty_score":0.006734014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007355926735151802,"score_gpt":0.2017168002587916,"score_spread":0.1943608735236398,"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."}}