{"id":"W7033231604","doi":"","title":"Pseudomonas aeruginosa Prairie Epidemic Strain Population Dynamics and Evolution of Disease in Cystic Fibrosis Airways of Adult Patients","year":2018,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cystic fibrosis; Pseudomonas aeruginosa; Exacerbation; Population; Genome; Burkholderia cepacia complex; Prophage; Whole genome sequencing; Single-nucleotide polymorphism; Strain (injury)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002618613,0.0001151516,0.0002479101,0.0004963391,0.0003661846,0.0005413495,0.0002096901,0.0003388207,0.0005845538],"category_scores_gemma":[0.0009474633,0.00011687,0.0001201187,0.0005190181,0.0002452055,0.0002215211,0.000380876,0.0004494827,0.00009898353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003584693,"about_ca_system_score_gemma":0.0002122918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01159521,"about_ca_topic_score_gemma":0.0120683,"domain_scores_codex":[0.9997219,0.00003542758,0.00001752913,0.0001171091,0.00005418489,0.00005375512],"domain_scores_gemma":[0.9996432,0.000059283,0.0001182447,0.00002374881,0.00008160171,0.00007386823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009314055,0.00002694581,0.9857082,0.00001558467,0.00003519531,0.0003241399,0.0008146421,0.0001060516,0.008950686,0.00006370354,0.0001324698,0.003729138],"study_design_scores_gemma":[0.000001558107,0.00004561927,0.9985741,0.000004042759,0.000005378588,0.000332301,0.0004535139,0.0001767194,0.0002261375,0.00002080174,0.000156977,0.000002743991],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996024,0.0001045117,0.0000507888,0.00002108357,9.437616e-7,0.000003184239,0.0001016753,0.000001397298,0.0001141767],"genre_scores_gemma":[0.9995077,0.00009119645,0.0001129505,0.00002433656,0.000002187599,0.00000306539,0.0001731858,0.000001297267,0.0000842104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01159521,"threshold_uncertainty_score":0.02305543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004637559597304808,"score_gpt":0.1968308948615992,"score_spread":0.1921933352642944,"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."}}