{"id":"W4382918748","doi":"10.1080/07391102.2023.2229454","title":"Umbelliferone modulates the quorum sensing and biofilm of Gram − ve bacteria: <i>in vitro</i> and <i>in silico</i> investigations","year":2023,"lang":"en","type":"article","venue":"Journal of Biomolecular Structure and Dynamics","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Umbelliferone; Quorum sensing; Biofilm; Pseudomonas aeruginosa; Chromobacterium violaceum; Biology; Microbiology; Bacteria; Virulence; Serratia marcescens; Antimicrobial; In silico; Drug discovery; Human pathogen; Escherichia coli; Biochemistry; Coumarin; Botany","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":[0.0001346992,0.0003544766,0.0002803588,0.000187501,0.0001821812,0.0001937011,0.0002427602,0.0002633962,0.001801955],"category_scores_gemma":[0.0001106238,0.0001045805,0.0003656936,0.0001671861,0.000156749,0.0002214574,0.0002100937,0.000461528,0.000188349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001986256,"about_ca_system_score_gemma":0.0001483194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009884886,"about_ca_topic_score_gemma":0.001596779,"domain_scores_codex":[0.9999057,0.00001725919,0.000006125713,0.00001319555,0.00002623658,0.00003157265],"domain_scores_gemma":[0.9999408,0.00001086437,0.0000165351,0.000004030287,0.00001262071,0.00001517712],"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":[0.0002902592,0.0001580571,0.0004447128,0.0003173874,0.0000191705,0.00007320755,0.00003839572,0.0001684635,0.9950144,0.00009828105,0.0001650911,0.003212519],"study_design_scores_gemma":[0.0000331175,0.002280902,0.005088371,0.00003851359,0.00005033602,0.000108235,0.0001071514,0.0007143382,0.9864118,0.00007834289,0.005075102,0.00001375038],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781147,0.01605137,0.001506727,0.0004730051,0.0001335069,0.00005303371,0.0006345999,0.0000764046,0.002956584],"genre_scores_gemma":[0.991403,0.005107365,0.0007463755,0.0001605574,0.00002293346,0.00001514311,0.0003333423,0.000008866953,0.002202382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001801955,"threshold_uncertainty_score":0.006028175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004925486490134116,"score_gpt":0.2140655718110465,"score_spread":0.2091400853209124,"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."}}