{"id":"W3186926722","doi":"10.1016/j.biortech.2021.125602","title":"A critical review on the environmental application of lipopeptide micelles","year":2021,"lang":"en","type":"review","venue":"Bioresource Technology","topic":"RNA Interference and Gene Delivery","field":"Biochemistry, Genetics and Molecular Biology","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fisheries and Oceans Canada; Biotechnology Research Institute; Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Fisheries and Oceans Canada; Canada Foundation for Innovation; Dairy Farmers of Ontario","keywords":"Lipopeptide; Micelle; Biochemical engineering; Nanotechnology; Environmental science; Computer science; Engineering; Chemistry; Materials science; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001448271,0.0002743836,0.0007181982,0.00008989371,0.00004813062,0.000006445302,0.0006282242,0.000551894,0.00005582342],"category_scores_gemma":[0.000221996,0.0001839579,0.000365717,0.0001727182,0.0003797048,7.295375e-7,0.0003068415,0.0002649541,0.0001066047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001758387,"about_ca_system_score_gemma":0.00005621356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002434243,"about_ca_topic_score_gemma":0.000001602198,"domain_scores_codex":[0.9986807,0.0001172464,0.0004216988,0.0004747369,0.0001111886,0.0001944741],"domain_scores_gemma":[0.9986745,0.0000598768,0.0002083801,0.0009994587,0.00002842671,0.00002939911],"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":[0.000003861593,0.0001106518,0.000007138191,0.003711027,0.000130994,0.000004775213,0.000002764047,7.381126e-8,0.004324197,0.0007385885,0.008184856,0.9827811],"study_design_scores_gemma":[0.00002854039,0.0001726909,6.526721e-7,0.007215834,0.0002294849,0.00005326836,0.00002571688,4.892964e-7,0.003198879,0.000013461,0.9888871,0.0001738441],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002778943,0.9984537,0.00006403781,0.0004302045,0.00003400315,0.0004620286,0.00007090122,0.00001511012,0.0001920578],"genre_scores_gemma":[0.000791936,0.997968,0.00007077114,0.0003603332,0.00008830347,0.000252167,0.0002590917,0.00003146954,0.0001779477],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9826072,"threshold_uncertainty_score":0.7501585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02373118257254467,"score_gpt":0.2999851388917457,"score_spread":0.276253956319201,"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."}}