{"id":"W3081550322","doi":"10.3390/membranes10090211","title":"The Best-Practice Organism for Single-Species Studies of Antimicrobial Efficacy against Biofilms Is Pseudomonas aeruginosa","year":2020,"lang":"en","type":"review","venue":"Membranes","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"British Columbia Knowledge Development Fund; Natural Sciences and Engineering Research Council of Canada; Mitacs; Canada Foundation for Innovation","keywords":"Biofouling; Biofilm; Organism; Antimicrobial; Reverse osmosis; Pseudomonas aeruginosa; Biology; Biochemical engineering; Microbiology; Membrane; Bacteria; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003874338,0.001083035,0.00243542,0.007177235,0.0004171233,0.001602124,0.00124924,0.00239029,0.004275538],"category_scores_gemma":[0.01269811,0.0003975192,0.002227653,0.00584181,0.000785145,0.002235093,0.0009883699,0.001438298,0.001218891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001666803,"about_ca_system_score_gemma":0.007010282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003079125,"about_ca_topic_score_gemma":0.007687557,"domain_scores_codex":[0.9973835,0.0008297886,0.0006577246,0.0003117318,0.0007055561,0.0001116551],"domain_scores_gemma":[0.9887518,0.007549511,0.001210663,0.0002761003,0.002019221,0.0001927498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000115243,0.00004939803,0.0004316607,0.4110701,0.0009589835,0.0002051784,0.0002418621,0.0002420348,0.00217177,0.004112589,0.02464601,0.5557553],"study_design_scores_gemma":[0.00004071548,0.0002248172,0.001971036,0.2247502,0.004622929,0.0007341313,0.0003458376,0.0001029799,0.001456541,0.002896765,0.762794,0.00006006763],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009803446,0.9981115,0.0001887958,0.0006939123,0.0002494478,0.00002443226,0.00008258424,0.000007923692,0.000543318],"genre_scores_gemma":[0.001414324,0.9965674,0.000770852,0.0007303425,0.0001021618,0.00004737471,0.00008678116,0.000003919492,0.0002768],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007177235,"threshold_uncertainty_score":0.02048969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06009271782308453,"score_gpt":0.3222409514811841,"score_spread":0.2621482336580996,"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."}}