{"id":"W3202703680","doi":"10.3389/fbioe.2021.769899","title":"Editorial: Biosurfactants: New Insights in Their Biosynthesis, Production and Applications","year":2021,"lang":"en","type":"editorial","venue":"Frontiers in Bioengineering and Biotechnology","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Production (economics); Biosynthesis; Computational biology; Biochemical engineering; Chemistry; Biology; Engineering; Biochemistry; Economics; Gene","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":[0.003380063,0.004409452,0.003269125,0.003156092,0.001648056,0.005308533,0.003575447,0.007285301,0.0179777],"category_scores_gemma":[0.009816702,0.001002447,0.003042629,0.00143104,0.002104451,0.004470158,0.001290473,0.00920465,0.01478282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001908198,"about_ca_system_score_gemma":0.001884128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005334177,"about_ca_topic_score_gemma":0.001016664,"domain_scores_codex":[0.9967999,0.0003448593,0.0003480763,0.000604773,0.001605002,0.000297337],"domain_scores_gemma":[0.9915252,0.002991267,0.0007703024,0.000220115,0.003003674,0.001489372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001847154,0.00004156368,0.0000521213,0.001092908,0.00004514092,0.0001693431,0.00001931045,0.00007747284,0.000593788,0.00041411,0.9854506,0.01185895],"study_design_scores_gemma":[0.00007683174,0.0001071128,0.0003340396,0.0004221706,0.00006241345,0.0003529507,0.00002677864,0.0001454778,0.0005555099,0.0006887843,0.9972045,0.00002345102],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.000112717,0.01149857,0.0001993875,0.01177701,0.9749808,0.00002556657,0.00008265372,0.00009309978,0.001230196],"genre_scores_gemma":[0.0006938317,0.01027345,0.0001238017,0.009791354,0.9712036,0.00002178689,0.00007751754,0.0000514897,0.007763199],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0179777,"threshold_uncertainty_score":0.06014132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00339103325972009,"score_gpt":0.1819418377861435,"score_spread":0.1785508045264234,"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."}}