{"id":"W2917312653","doi":"10.1002/jsde.12266","title":"Systemic Concocting of Cross‐Linked Enzyme Aggregates of <i>Candida antarctica</i> Lipase B (Novozyme 435) for the Biomanufacturing of Rhamnolipids","year":2019,"lang":"en","type":"article","venue":"Journal of Surfactants and Detergents","topic":"Enzyme Catalysis and Immobilization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Materium Innovations (Canada)","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Chemistry; Lipase; Candida antarctica; Glutaraldehyde; Immobilized enzyme; Chromatography; Triacylglycerol lipase; Yield (engineering); Enzyme assay; Enzyme; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001173271,0.0003376918,0.0001488374,0.0001034163,0.00008538078,0.0002317549,0.0001480645,0.0002041371,0.0004437907],"category_scores_gemma":[0.0001043584,0.0001134629,0.0002307702,0.0001022267,0.0001203508,0.0001382634,0.0002160856,0.0002647071,0.0002309123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001539412,"about_ca_system_score_gemma":0.0001359629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006384112,"about_ca_topic_score_gemma":0.0009651846,"domain_scores_codex":[0.9999185,0.00001117297,0.000006366795,0.00001938343,0.00002565259,0.00001903453],"domain_scores_gemma":[0.9999377,0.00000788229,0.0000198106,0.0000106733,0.00001285049,0.00001111997],"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":[0.000008680902,0.000002213196,0.00001780127,0.000006242705,0.000001112924,0.000006114731,0.000002223726,0.00001252186,0.9997384,0.000006736912,0.000003061852,0.0001948791],"study_design_scores_gemma":[8.961423e-7,0.000030495,0.0002916347,7.342468e-7,0.000002725533,0.00001569556,0.000003237978,0.0001398378,0.9992474,0.000002859803,0.0002635376,8.308442e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993394,0.0008329519,0.004559927,0.00003766045,0.00001724035,0.00002329951,0.00008903858,0.00006220656,0.0009835644],"genre_scores_gemma":[0.993763,0.0005625772,0.003679655,0.00002893273,0.000006180269,0.0000210518,0.0001666064,0.00002062315,0.001751377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006384112,"threshold_uncertainty_score":0.001484632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01204536307910622,"score_gpt":0.2706736701901356,"score_spread":0.2586283071110294,"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."}}