{"id":"W3023946880","doi":"","title":"Rapid Evolution of Culture-Impaired Bacteria during Adaptation to Biofilm Growth","year":2014,"lang":"en","type":"book-chapter","venue":"DSpace@MIT (Massachusetts Institute of Technology)","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph; McGill University","funders":"","keywords":"Biofilm; Bacteria; Biology; Microbiology; Pseudomonas aeruginosa; Adaptation (eye); Phenotype; Bacterial growth; Lipopolysaccharide; Bacterial outer membrane; Experimental evolution; Multidrug tolerance; Gene; Genetics; Escherichia coli; Immunology","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":[0.0003155807,0.000476986,0.0003544205,0.0003346226,0.0003023265,0.0006844935,0.0006571402,0.0008710129,0.0007678373],"category_scores_gemma":[0.000430443,0.0003366253,0.0004644567,0.0003687424,0.0003204137,0.0006123503,0.001152811,0.001626616,0.0007372972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00060126,"about_ca_system_score_gemma":0.0002614823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009191188,"about_ca_topic_score_gemma":0.001202014,"domain_scores_codex":[0.9998023,0.00002711555,0.00001061246,0.00004028274,0.00006950278,0.00005021824],"domain_scores_gemma":[0.9998255,0.00005509083,0.00002271583,0.00003505141,0.00002983915,0.00003180456],"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":[0.0001054274,0.00003580567,0.0006888648,0.0000403168,0.000007804842,0.0001866669,0.00008411161,0.0003891073,0.9789032,0.001513741,0.0003008326,0.01774411],"study_design_scores_gemma":[0.00002785692,0.0004954512,0.02719346,0.00006947219,0.00004659816,0.001973615,0.0002617868,0.004903754,0.9292366,0.003169305,0.03255546,0.00006669864],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9567885,0.005584547,0.01872887,0.0008605956,0.0001152811,0.0000597386,0.0007092842,0.0002964336,0.01685679],"genre_scores_gemma":[0.9536912,0.004784243,0.01910066,0.0004840366,0.00003705368,0.0001180092,0.00170785,0.0002786829,0.01979824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009191188,"threshold_uncertainty_score":0.004362464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009870519485207403,"score_gpt":0.2069659858632622,"score_spread":0.1970954663780548,"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."}}