{"id":"W2513307977","doi":"10.1139/cjm-2016-0323","title":"Evidence-based validation of quorum quenching from <i>Lysinibacillus sphaericus</i> and <i>Geobacillus</i> sp. in bioremediation of oil sludge","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Microbiology","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quorum Quenching; Quorum sensing; Bioremediation; Microbiology; Biology; Bacillus sphaericus; Geobacillus stearothermophilus; Bacteria; Chromobacterium violaceum; Biochemistry; Gene; Genetics; Virulence; Thermophile; Bacillales; Bacillus subtilis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009867854,0.0004897094,0.0005876015,0.0006655577,0.0002675065,0.0004967544,0.0003373576,0.0005544284,0.0005209861],"category_scores_gemma":[0.001192148,0.0001324036,0.000459575,0.0006178787,0.0004082451,0.0003171548,0.0005520407,0.0004507236,0.0002651406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002839876,"about_ca_system_score_gemma":0.0005190099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00170564,"about_ca_topic_score_gemma":0.001637948,"domain_scores_codex":[0.9988869,0.0002078355,0.0001425527,0.0002332107,0.0004064518,0.0001231055],"domain_scores_gemma":[0.9989491,0.0002816505,0.0002809547,0.00009649697,0.0002894731,0.0001023226],"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":[0.00008207335,0.00003910652,0.004586662,0.0000900852,0.00001446851,0.00004591967,0.00003361484,0.00004037957,0.9931078,0.00002635909,0.00001449428,0.001919048],"study_design_scores_gemma":[0.00001490987,0.000817226,0.08801,0.00002932197,0.0001512169,0.0005688613,0.0003628546,0.001124677,0.9068573,0.0001043543,0.001937105,0.00002216452],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993494,0.0009394076,0.003019155,0.0001422997,0.0000211638,0.00005990788,0.00136741,0.00004905756,0.0009076364],"genre_scores_gemma":[0.9935388,0.0004138153,0.003848031,0.00006447802,0.000009553486,0.00003287309,0.001749384,0.00001168679,0.000331315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00170564,"threshold_uncertainty_score":0.005218685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01435245276348792,"score_gpt":0.2060571903857231,"score_spread":0.1917047376222352,"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."}}