{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003357572,0.00009169795,0.0001487244,0.00003557188,0.00002746286,0.00001149987,0.00005741346,0.0000877219,0.0000462284],"category_scores_gemma":[0.0000495116,0.00009002319,0.00004410702,0.00006988733,0.00003249739,0.000004380374,0.00006086477,0.00004236632,0.00001636768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009411635,"about_ca_system_score_gemma":0.00001563777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002528746,"about_ca_topic_score_gemma":0.000119532,"domain_scores_codex":[0.9993067,0.00004040115,0.0002207043,0.0001802857,0.00009048082,0.0001614247],"domain_scores_gemma":[0.9995869,0.000006155613,0.00007351682,0.0002206273,0.00006580898,0.00004700873],"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":[0.00002491456,0.0003669104,0.02436526,0.00002627569,0.00002890846,3.241412e-7,0.00002812171,0.000009803914,0.9742243,0.00002211991,0.00003639767,0.0008666805],"study_design_scores_gemma":[0.0002212617,0.0001922586,0.06622413,0.0000574433,0.00002166979,9.096152e-7,0.0000143844,0.00008109197,0.9329838,0.00004104373,0.00004946831,0.0001125223],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993158,0.0001680565,0.00001467111,0.00008108049,0.00003662978,0.0002283139,0.00002276817,0.00000622215,0.0001264542],"genre_scores_gemma":[0.9928409,0.00001817869,0.006881838,0.00006208797,0.00005286427,0.00002429338,0.00008779424,0.00001107509,0.00002090851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04185887,"threshold_uncertainty_score":0.3671039,"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."}}