{"id":"W2327734145","doi":"10.1021/es505842v","title":"Role of Biofilm Roughness and Hydrodynamic Conditions in <i>Legionella pneumophila</i> Adhesion to and Detachment from Simulated Drinking Water Biofilms","year":2015,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Legionella and Acanthamoeba research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":128,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Institute of Biomedical Imaging and Bioengineering; Sun Yat-sen University; National Institutes of Health; U.S. Environmental Protection Agency","keywords":"Biofilm; Legionella pneumophila; Adhesion; Microbiology; Surface roughness; Surface finish; Flow velocity; Legionella; Materials science; Chemistry; Bacteria; Flow (mathematics); Biophysics; Composite material; Biology; Mechanics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002143152,0.0002201414,0.0002221923,0.0001756466,0.0002176202,0.0005679151,0.0001000921,0.0002712177,0.0002619969],"category_scores_gemma":[0.0004539469,0.00016486,0.0002301255,0.00009444541,0.0002204749,0.0002538757,0.0002444679,0.0002466351,0.00004770148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003158452,"about_ca_system_score_gemma":0.0002711533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002817113,"about_ca_topic_score_gemma":0.001755915,"domain_scores_codex":[0.9998041,0.00004113444,0.00001681582,0.00003069208,0.00006050138,0.00004681636],"domain_scores_gemma":[0.9998047,0.00004598839,0.00007443305,0.000009778048,0.00003787349,0.00002717031],"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":[0.0001180341,0.00003875111,0.01055864,0.00005630769,0.00001253431,0.00007516836,0.00005989567,0.0009848149,0.9855936,0.00004696874,0.00004645094,0.002408762],"study_design_scores_gemma":[0.0000266405,0.0008171815,0.2665188,0.00002919498,0.0000825424,0.0002253716,0.0006262092,0.0259403,0.7045645,0.0001451054,0.0009679139,0.00005621028],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989787,0.0002623818,0.0004653954,0.00002081741,0.000003549636,0.000008167507,0.00002266466,0.00001022216,0.0002282157],"genre_scores_gemma":[0.9994873,0.0001156541,0.0002926516,0.00001037163,0.000001514038,0.000004677223,0.00002022078,0.000001702131,0.00006592171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002817113,"threshold_uncertainty_score":0.005601406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006423982773417904,"score_gpt":0.236938361751574,"score_spread":0.2305143789781561,"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."}}