{"id":"W2027869390","doi":"10.1016/j.watres.2005.11.030","title":"Biokinetics of biodegradation of surfactants under aerobic, anoxic and anaerobic conditions","year":2006,"lang":"en","type":"article","venue":"Water Research","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":178,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Biodegradation; Respirometer; Anoxic waters; Anaerobic exercise; Chemistry; Nitrate; Rhamnolipid; Denitrification; Bioreactor; Environmental chemistry; Pulp and paper industry; Oxygen; Organic chemistry; Nitrogen; Bacteria; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003736156,0.00006794021,0.0001042961,0.00009523621,0.00006745746,0.00001453617,0.0001151724,0.00006228238,0.001550838],"category_scores_gemma":[0.00001087126,0.00004810387,0.00002061652,0.0002608727,0.000513018,0.00009422893,0.0001184055,0.00007921374,0.0001227744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003912571,"about_ca_system_score_gemma":0.000008085673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001091859,"about_ca_topic_score_gemma":0.0004080101,"domain_scores_codex":[0.9989315,0.00009720872,0.0002279277,0.0001704722,0.0003462736,0.000226669],"domain_scores_gemma":[0.9997015,0.00001980966,0.00004026912,0.0001509729,0.00004124829,0.00004617146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000009376949,0.0000711622,0.02558217,0.0000102573,0.000003262791,5.936915e-7,0.00006505506,0.00003769729,0.9726107,0.000121079,0.001380519,0.0001081976],"study_design_scores_gemma":[0.0002194583,0.00006226021,0.1530417,0.000007597439,0.00000284957,0.000001290084,0.00004370606,0.00005441541,0.8453599,0.0006700784,0.0004795573,0.00005720101],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983473,0.00001780548,0.00002180804,0.0003054176,0.00002499454,0.0001632627,0.00005042594,0.000007372804,0.001061652],"genre_scores_gemma":[0.9990217,0.000032816,0.0003084792,0.00001349712,0.000008184616,0.000001308609,0.00008065106,0.000006112738,0.0005272347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1274595,"threshold_uncertainty_score":0.9993619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03547078477855634,"score_gpt":0.2968236002013653,"score_spread":0.261352815422809,"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."}}