{"id":"W44510291","doi":"10.1007/978-1-4419-5979-9_5","title":"Microbial Biosurfactants and Biodegradation","year":2010,"lang":"en","type":"review","venue":"Advances in experimental medicine and biology","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":68,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Biodegradation; Chemistry; Microbiology; Biology; Organic chemistry","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":[0.0005324008,0.001605487,0.001818807,0.002257081,0.0002459339,0.001085953,0.0009749997,0.001240381,0.002452013],"category_scores_gemma":[0.0006792345,0.0003694279,0.0004272217,0.00334743,0.0006126945,0.001687976,0.0006532958,0.001515163,0.002329528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006034867,"about_ca_system_score_gemma":0.0008864368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001139062,"about_ca_topic_score_gemma":0.001939592,"domain_scores_codex":[0.9997801,0.00002254645,0.00002267065,0.00004453452,0.0001086518,0.00002153122],"domain_scores_gemma":[0.9997455,0.0001076367,0.00004150515,0.00001136536,0.00007006343,0.00002385061],"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":[0.0000839983,0.0001182005,0.0001331776,0.01144219,0.00008213045,0.0002178804,0.00003209283,0.0005677474,0.007528022,0.003534233,0.02014602,0.9561142],"study_design_scores_gemma":[0.00002692995,0.00009149937,0.0006628879,0.001320315,0.0001028541,0.001258018,0.00004467931,0.0002132935,0.003460481,0.002887375,0.9899049,0.00002681918],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001581963,0.9982962,0.0003191466,0.0001058941,0.0002162904,0.000004333349,0.00001529492,0.00000712389,0.0008775467],"genre_scores_gemma":[0.0009160582,0.9971282,0.0004135999,0.0001059174,0.0002369985,0.000006880386,0.00003441404,0.000001846926,0.001156062],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002452013,"threshold_uncertainty_score":0.008202791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03996104462543839,"score_gpt":0.3663166455162135,"score_spread":0.3263556008907751,"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."}}