{"id":"W3151759870","doi":"10.3389/fbioe.2021.635196","title":"Sustainable Remediation of Contaminated Soil Using Biosurfactants","year":2021,"lang":"en","type":"review","venue":"Frontiers in Bioengineering and Biotechnology","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Environmental remediation; Environmental science; Sustainability; Waste management; Pollutant; Biodegradation; Biochemical engineering; Contamination; Engineering; Chemistry; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002441984,0.0003018261,0.00107145,0.0004053652,0.00003459922,0.00001451434,0.0002168388,0.0009410089,0.00004456686],"category_scores_gemma":[0.0001140583,0.0002734191,0.00009740555,0.001091035,0.0002293315,0.00006945065,0.0002482731,0.0003358613,0.000004026781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003269293,"about_ca_system_score_gemma":0.00004964263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001498888,"about_ca_topic_score_gemma":0.00001599062,"domain_scores_codex":[0.9984474,0.00005440861,0.0005454184,0.0004298494,0.0001256528,0.0003972374],"domain_scores_gemma":[0.9994111,0.00002092878,0.0002569407,0.0002442317,0.00001354441,0.00005323033],"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":[0.000007754406,0.00009902377,0.001337449,0.004895295,0.0001216214,0.0001094629,0.00008875674,0.0001127575,0.006822571,0.00008219256,0.001113558,0.9852096],"study_design_scores_gemma":[0.0005386143,0.00009420574,0.00008008436,0.003158854,0.0002238783,0.00007298956,0.0004242011,0.002509855,0.006046272,0.00002017183,0.985976,0.0008548899],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007291022,0.9907786,0.0008930346,0.00003086848,0.0005035811,0.0003691849,0.0000341529,0.00006553432,0.00003397386],"genre_scores_gemma":[0.001853526,0.9932779,0.004653475,0.000005939379,0.00001361134,0.000003848033,0.00004965447,0.00002585253,0.0001161998],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9848624,"threshold_uncertainty_score":0.9999718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01243870842760678,"score_gpt":0.2365588582344142,"score_spread":0.2241201498068074,"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."}}