{"id":"W4385569005","doi":"10.1016/j.biortech.2023.129630","title":"Single cell protein and oil production from solid cocoa fatty acid distillates co-fed ethanol","year":2023,"lang":"en","type":"article","venue":"Bioresource Technology","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Agency for Science, Technology and Research","keywords":"Yarrowia; Bioconversion; Chemistry; Single-cell protein; Food science; Fatty acid; Biofuel; Raw material; Residue (chemistry); Bioenergy; Substrate (aquarium); Biomass (ecology); Distillation; Biochemistry; Yeast; Organic chemistry; Fermentation; Biotechnology; Biology; Agronomy","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":[0.0001763958,0.0004974159,0.0004842653,0.0002708854,0.0001931327,0.0004812883,0.0002031252,0.0002260866,0.0005509715],"category_scores_gemma":[0.0001989168,0.0001373205,0.0003496284,0.0005217994,0.0002317693,0.0003807794,0.000340285,0.0003544333,0.0003721499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000408567,"about_ca_system_score_gemma":0.0003127994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001809965,"about_ca_topic_score_gemma":0.002408095,"domain_scores_codex":[0.9998534,0.00001671211,0.00001341736,0.00003241717,0.00004505247,0.00003896944],"domain_scores_gemma":[0.9998988,0.00001974106,0.00001456458,0.00001453085,0.00002493209,0.00002752851],"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":[0.0001137634,0.00001655466,0.00008544825,0.00002230627,0.000003350408,0.0000298748,0.000008977496,0.0001364843,0.9987914,0.00003718142,0.00001461975,0.0007401612],"study_design_scores_gemma":[0.000004578293,0.00004432254,0.000532873,0.000001520198,0.00000615406,0.00002183815,0.00001315856,0.0008090143,0.9983014,0.00001449934,0.0002481048,0.00000248795],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954188,0.0003540507,0.002777242,0.00006024704,0.00003157079,0.00001713687,0.0004958761,0.00005347635,0.0007917621],"genre_scores_gemma":[0.9923406,0.0003622368,0.003158083,0.00001371183,0.000008664153,0.00002460144,0.000957575,0.00004555952,0.003089052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001809965,"threshold_uncertainty_score":0.003598869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007769942381975444,"score_gpt":0.2172085182701606,"score_spread":0.2094385758881851,"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."}}