{"id":"W2903902634","doi":"10.3390/su10124817","title":"The Role of Biosurfactants in the Continued Drive for Environmental Sustainability","year":2018,"lang":"en","type":"article","venue":"Sustainability","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":109,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"University of Northern British Columbia","keywords":"Sustainability; Reuse; Pollutant; Bioremediation; Biochemical engineering; Environmental science; Waste management; Business; Engineering; Contamination; Ecology","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":[0.001519199,0.0004455952,0.000710007,0.0007384904,0.0005037234,0.002053197,0.0004219454,0.001667459,0.001881518],"category_scores_gemma":[0.0008792313,0.0001822616,0.000568175,0.0008601111,0.001458825,0.003163434,0.001299202,0.002234192,0.0007397012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001053227,"about_ca_system_score_gemma":0.00158231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005763551,"about_ca_topic_score_gemma":0.0009351269,"domain_scores_codex":[0.9993351,0.0001992695,0.00003921002,0.00008099114,0.0002469023,0.00009844649],"domain_scores_gemma":[0.9991733,0.0003938441,0.0001101582,0.00002513458,0.0002018404,0.00009561055],"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":[0.0001726343,0.0001697489,0.002643245,0.01477762,0.0001996237,0.002023085,0.0009857763,0.004017112,0.1697256,0.2082764,0.0165821,0.5804271],"study_design_scores_gemma":[0.00001167546,0.000299428,0.002543572,0.002073886,0.00008785706,0.001445683,0.001078092,0.00105465,0.04154465,0.06720027,0.8825849,0.0000752913],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01370045,0.955052,0.007016318,0.01270375,0.0009722724,0.00001052742,0.00005478974,0.00004137767,0.01044863],"genre_scores_gemma":[0.08305431,0.9058171,0.004932928,0.00239386,0.0007451512,0.0000185193,0.00005160377,0.00001726943,0.002969254],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002053197,"threshold_uncertainty_score":0.008034408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003085056381050865,"score_gpt":0.2270921246729219,"score_spread":0.224007068291871,"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."}}