{"id":"W2515696551","doi":"10.3390/ijerph13090846","title":"Bioaugmentation: An Emerging Strategy of Industrial Wastewater Treatment for Reuse and Discharge","year":2016,"lang":"en","type":"review","venue":"International Journal of Environmental Research and Public Health","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":230,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"King Fahd University of Petroleum and Minerals","keywords":"Bioaugmentation; Wastewater; Pollutant; Environmental science; Sewage treatment; Industrial wastewater treatment; Reuse; Waste management; Biodegradation; Environmental engineering; Contamination; Engineering; Bioremediation; Ecology; Biology","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":[0.0007203412,0.00124853,0.001833839,0.003014775,0.0004247637,0.001376109,0.001026139,0.001755252,0.002219624],"category_scores_gemma":[0.00041648,0.0003735975,0.0008281951,0.003463149,0.0007109115,0.001918788,0.001026273,0.001725289,0.001559721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000739445,"about_ca_system_score_gemma":0.001388509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008149065,"about_ca_topic_score_gemma":0.001263161,"domain_scores_codex":[0.9995109,0.00006173718,0.00004387477,0.0001052977,0.0002234209,0.00005487605],"domain_scores_gemma":[0.9997109,0.0001006269,0.00006194134,0.00001229843,0.00008275807,0.00003153232],"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":[0.00005407907,0.0001399838,0.0002637204,0.029729,0.0001299059,0.0003568579,0.0001310961,0.0007560195,0.02179844,0.01064171,0.007856798,0.9281423],"study_design_scores_gemma":[0.00001235637,0.0002402811,0.0008711904,0.002311076,0.00009922016,0.001552937,0.0001268795,0.0003047852,0.006864942,0.002940042,0.9846392,0.00003719043],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004978714,0.9966822,0.0009509513,0.000188793,0.0001491268,0.000008116544,0.00001423251,0.00001239319,0.001496393],"genre_scores_gemma":[0.003421344,0.994339,0.0008829721,0.0001779301,0.0001097378,0.00001202958,0.00003708655,0.000003483439,0.001016457],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003014775,"threshold_uncertainty_score":0.007425368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2684105797435165,"score_gpt":0.4529206364757614,"score_spread":0.1845100567322449,"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."}}