{"id":"W4226375365","doi":"10.1016/bs.mie.2021.11.006","title":"Applications of an inactive Dispersin B probe to monitor biofilm polysaccharide production","year":2022,"lang":"en","type":"article","venue":"Methods in enzymology on CD-ROM/Methods in enzymology","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Biofilm; Polysaccharide; Context (archaeology); Chemistry; Fluorescence; Hydrolase; Macromolecule; Biophysics; Bacteria; Nanotechnology; Biochemistry; Microbiology; Enzyme; Materials science; Biology; Optics; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005279722,0.0004682116,0.000896193,0.0009197155,0.0002368384,0.00001435264,0.000698406,0.0005988741,0.000103537],"category_scores_gemma":[0.001258864,0.0005144575,0.0001632141,0.00120835,0.0004260857,0.00001971021,0.0006463914,0.0008846028,0.000005013678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002528174,"about_ca_system_score_gemma":0.0001546894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006170772,"about_ca_topic_score_gemma":0.0004877093,"domain_scores_codex":[0.9885565,0.007850967,0.001008829,0.001557841,0.0001922182,0.0008336441],"domain_scores_gemma":[0.9976332,0.0004359023,0.0004231816,0.00120028,0.0001328187,0.0001746158],"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":[0.0009770989,0.0007654505,0.001090578,0.00002288366,0.00005145897,0.00001813965,0.000493978,0.0004844812,0.9019625,0.0008796508,0.00008843095,0.09316532],"study_design_scores_gemma":[0.0009472105,0.003147133,0.02471132,0.00001918046,0.000040814,0.0003163297,0.001231837,0.00004555512,0.9538548,0.002205911,0.01284188,0.0006380054],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9590592,0.0003226611,0.03593072,0.0008298691,0.001931059,0.001476181,0.00007094276,0.00004274179,0.000336649],"genre_scores_gemma":[0.3381135,0.00003083146,0.65987,0.0005828234,0.0003277424,0.0007118217,0.00007866367,0.0000660275,0.00021853],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6239393,"threshold_uncertainty_score":0.9997307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02432042844326703,"score_gpt":0.3746355956672313,"score_spread":0.3503151672239642,"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."}}