{"id":"W4401126887","doi":"10.1007/978-3-031-58331-5_4","title":"Recent Advances in the Application of Biosurfactants in Wastewater Treatment","year":2024,"lang":"en","type":"book-chapter","venue":"Water science and technology library","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Environmental science; Wastewater; Biochemical engineering; Computer science; Engineering; Environmental engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002001874,0.0001635008,0.0001716504,0.0003426149,0.00004017477,0.00002958613,0.0004508048,0.0001892602,0.0002831868],"category_scores_gemma":[0.00000271884,0.00008203803,0.00001677589,0.0003765177,0.001106077,0.0004242341,0.0002876799,0.0001480665,0.0002088284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006898426,"about_ca_system_score_gemma":0.00002584837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006995887,"about_ca_topic_score_gemma":0.00007653092,"domain_scores_codex":[0.99885,0.000006537558,0.0002575839,0.0004402225,0.0002201527,0.0002254839],"domain_scores_gemma":[0.9996336,0.000008367677,0.00005516446,0.0002734961,0.000004723674,0.00002466482],"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":[0.00004933837,0.0002046281,0.03792381,0.00007037895,0.00001267669,0.00009380863,0.002253349,0.000006764101,0.344357,0.02893385,0.000452398,0.585642],"study_design_scores_gemma":[0.0001828342,0.0001405097,0.0005608452,0.00005500888,0.0000074876,0.00001293175,0.0000868162,0.00004898823,0.1740139,0.03074298,0.7939475,0.0002002305],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6522292,0.005748462,6.303597e-7,0.01840662,0.0002668905,0.001331726,0.00006894817,0.0001300897,0.3218175],"genre_scores_gemma":[0.9680676,0.01832375,0.000113083,0.0002010938,0.000012945,0.0000203331,0.0000241607,0.00001700357,0.01322004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7934951,"threshold_uncertainty_score":0.4075387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007073990142126941,"score_gpt":0.2042033866078849,"score_spread":0.1971293964657579,"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."}}