{"id":"W2926312960","doi":"10.1128/jcm.02019-18","title":"The Pseudomonas aeruginosa Population among Cystic Fibrosis Patients in Quebec, Canada: a Disease Hot Spot without Known Epidemic Isolates","year":2019,"lang":"en","type":"letter","venue":"Journal of Clinical Microbiology","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Armand Frappier Museum; Cégep de l'Abitibi Témiscamingue; Institut universitaire de cardiologie et de pneumologie de Québec; Université de Sherbrooke; Université Laval; Université de Montréal; Institut National de la Recherche Scientifique; Centre de Santé et de Services Sociaux de Chicoutimi","funders":"Cystic Fibrosis Canada","keywords":"Cystic fibrosis; Pseudomonas aeruginosa; Population; Medicine; Demography; Microbiology; Veterinary medicine; Biology; Internal medicine; Environmental health; Bacteria; Genetics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0003931966,0.0004060959,0.0004717912,0.0007632239,0.004294704,0.00147799,0.0008490317,0.0043057,0.003181762],"category_scores_gemma":[0.002194352,0.0002515604,0.0002899432,0.001533143,0.001479193,0.0008121437,0.0003794278,0.002841354,0.0008933404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01571496,"about_ca_system_score_gemma":0.01260329,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8715464,"about_ca_topic_score_gemma":0.9044262,"domain_scores_codex":[0.9993992,0.00006247188,0.00005357642,0.00008845879,0.0001517402,0.0002445089],"domain_scores_gemma":[0.9981681,0.0002730421,0.0001368801,0.00004634415,0.000783437,0.0005922271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005389102,0.000216099,0.4399087,0.0003678658,0.00006089758,0.07937585,0.003994076,0.0003145164,0.004131511,0.001498641,0.411576,0.05801685],"study_design_scores_gemma":[0.0002204748,0.0004027438,0.7522053,0.001759518,0.0001979075,0.07194859,0.02270743,0.002817839,0.0009569374,0.003060864,0.1434479,0.0002744041],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2970758,0.01351715,0.000506121,0.6363935,0.00565782,0.0002180093,0.001504909,0.0001441437,0.04498255],"genre_scores_gemma":[0.8002277,0.008463469,0.0007547221,0.1664143,0.009231836,0.00007357124,0.0004133666,0.00006234699,0.01435874],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1284536,"threshold_uncertainty_score":0.2584202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01928999387203849,"score_gpt":0.3299886970998751,"score_spread":0.3106987032278366,"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."}}