{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002173978,0.0001497038,0.0002386798,0.0001440221,0.00004888773,0.00005410095,0.00005905866,0.0001651132,2.872601e-7],"category_scores_gemma":[0.00004216648,0.0001099912,0.00004753307,0.0002500387,0.0002084103,0.00001050706,0.00009752921,0.00015671,8.439243e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009321409,"about_ca_system_score_gemma":0.00003986698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004286657,"about_ca_topic_score_gemma":0.0001653756,"domain_scores_codex":[0.9991179,0.00006652876,0.0003554717,0.0001831345,0.00009186386,0.000185159],"domain_scores_gemma":[0.9995721,0.00002255609,0.000158259,0.0001276833,0.00005028476,0.00006912649],"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":[0.00008759128,0.000005871928,0.001086654,0.00004112128,0.00003558695,0.00003050596,0.0001063397,0.0000443008,0.9942643,0.00005287598,0.00001776104,0.004227084],"study_design_scores_gemma":[0.0009415557,0.000256317,0.0154851,0.0001559982,0.00007977738,0.0007875424,0.0003916946,0.0131201,0.9669871,0.001146389,0.00037716,0.0002712819],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973627,0.001348459,0.0001018623,0.0008829808,0.0001525662,0.00008866096,0.0000534873,0.000003218615,0.000006110279],"genre_scores_gemma":[0.9974785,0.0008214404,0.001413578,0.0001464572,0.00006895051,1.854519e-7,0.00004641335,0.00001689708,0.000007609287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02727722,"threshold_uncertainty_score":0.4485313,"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."}}