{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002092917,0.0001551427,0.0001662729,0.00001803795,0.0003148796,0.00003183038,0.0005539455,0.00008991343,0.0002641437],"category_scores_gemma":[0.001469893,0.00008974186,0.0001045241,0.0002531483,0.001812123,0.0001199544,0.000180697,0.0001165767,0.00001878367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001126832,"about_ca_system_score_gemma":0.0001060854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000299433,"about_ca_topic_score_gemma":0.0008943223,"domain_scores_codex":[0.9981595,0.000291847,0.0004120705,0.0003648836,0.0002973642,0.0004743869],"domain_scores_gemma":[0.9987003,0.0004039456,0.0001608998,0.0005788655,0.0001013909,0.00005465819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003595189,0.0003942766,0.9285482,0.00002424132,0.00000914654,0.000001071655,0.003779558,0.000006078188,0.01999304,0.0007583738,0.000649053,0.04547747],"study_design_scores_gemma":[0.0005870715,0.000273804,0.8670084,0.000002023389,0.00001057146,0.00000115562,0.01482935,0.000211793,0.02494775,0.03205223,0.05990418,0.0001716488],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947861,0.00003338719,0.00002574428,0.002167718,0.00007307088,0.001805945,0.00005344197,0.0000122833,0.001042294],"genre_scores_gemma":[0.9995112,0.00000720132,0.00005348918,0.0001081902,0.00003291346,0.00003992489,0.000006962029,0.000007454785,0.0002326119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06153974,"threshold_uncertainty_score":0.6676841,"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."}}