{"id":"W2062652176","doi":"10.1371/journal.pone.0060225","title":"Phenotypic Heterogeneity of Pseudomonas aeruginosa Populations in a Cystic Fibrosis Patient","year":2013,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":185,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; McMaster University; Population Health Research Institute","funders":"Canadian Institutes of Health Research; Cystic Fibrosis Canada","keywords":"Pseudomonas aeruginosa; Biology; Cystic fibrosis; Microbiology; Population; Phenotype; Sputum; Pathogen; Genotype; Virulence; Antibiotic resistance; Antibiotics; Genetics; Bacteria; Pathology; Medicine; Gene; Tuberculosis","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":[0.0002231413,0.0003153782,0.0006698914,0.0009963481,0.0009333836,0.0008063629,0.0002218824,0.0007280133,0.001067005],"category_scores_gemma":[0.001575118,0.0002541431,0.0002822937,0.0007534304,0.000435422,0.0004313964,0.0004873133,0.0006591065,0.0002364075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003787098,"about_ca_system_score_gemma":0.0002151017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00172252,"about_ca_topic_score_gemma":0.001177633,"domain_scores_codex":[0.9996636,0.00005269589,0.00003306792,0.0001008459,0.00008170024,0.00006811588],"domain_scores_gemma":[0.9994462,0.0001433047,0.0001164208,0.00003046714,0.0000751995,0.0001884028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007068258,0.0001883541,0.948449,0.00004120928,0.00004375521,0.01420012,0.001703393,0.0002057203,0.02696077,0.0001136288,0.0003317148,0.007055449],"study_design_scores_gemma":[0.00001405983,0.000727558,0.9721724,0.00001549843,0.00003562207,0.02193761,0.00119501,0.0007069079,0.002522587,0.0001307683,0.0005145172,0.00002753353],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994745,0.00008846528,0.00006625908,0.00004272968,0.000001809284,0.000007731773,0.00007329107,0.000004181581,0.0002411856],"genre_scores_gemma":[0.9996196,0.00006752098,0.0001112624,0.00003880489,0.000006198736,0.000004837881,0.00006642549,0.000002431542,0.00008288566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00172252,"threshold_uncertainty_score":0.003569484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03101398490552764,"score_gpt":0.2291704474278264,"score_spread":0.1981564625222988,"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."}}