{"id":"W2781559712","doi":"10.1073/pnas.1721270115","title":"Rapid diversification of <i>Pseudomonas aeruginosa</i> in cystic fibrosis lung-like conditions","year":2018,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Government of Canada","keywords":"Pseudomonas aeruginosa; Biology; Cystic fibrosis; Chronic infection; Population; Pathogen; Phenotype; Microbiology; Diversification (marketing strategy); Immunology; Immune system; Genetics; Bacteria; Gene; Medicine","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":[0.0002426686,0.0001744152,0.0002595418,0.0002327121,0.0003415467,0.0003430747,0.000117771,0.0005154622,0.0006131451],"category_scores_gemma":[0.0005109442,0.0001112768,0.0002518462,0.0001030355,0.0003971805,0.0003332769,0.0004560002,0.0004657437,0.0001116101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003359844,"about_ca_system_score_gemma":0.0002224113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007044184,"about_ca_topic_score_gemma":0.001126496,"domain_scores_codex":[0.9998789,0.00003091524,0.0000113528,0.00002536433,0.00002020615,0.00003320288],"domain_scores_gemma":[0.9998277,0.00003343246,0.00005374036,0.00001496062,0.00001429447,0.00005575497],"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":[0.0002874447,0.00009664927,0.04200749,0.00008011696,0.00001917681,0.001629513,0.0002452872,0.0004144578,0.9459517,0.0005445237,0.0001739265,0.008549755],"study_design_scores_gemma":[0.0000612962,0.002471999,0.797202,0.0001023159,0.00006887321,0.01976706,0.0009928677,0.00431566,0.169099,0.001716759,0.004143891,0.00005823388],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982288,0.0004418898,0.0005357387,0.0001027356,0.000006124492,0.00001154761,0.00002973964,0.000007076513,0.0006364229],"genre_scores_gemma":[0.9989771,0.0002284041,0.0005377225,0.0000895975,0.000005777095,0.000006871347,0.0000494601,0.000003358876,0.0001017265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007044184,"threshold_uncertainty_score":0.00243777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03687800395053394,"score_gpt":0.3379930403227588,"score_spread":0.3011150363722249,"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."}}