{"id":"W3096906050","doi":"10.1136/thoraxjnl-2019-214191","title":"Sputum microbiota in adults with CF associates with response to inhaled tobramycin","year":2020,"lang":"en","type":"article","venue":"Thorax","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Université de Sherbrooke; University of Calgary","funders":"Canadian Institutes of Health Research; Alberta Precision Laboratories; Calgary Laboratory Services; Gilead Sciences","keywords":"Medicine; Tobramycin; Sputum; Cystic fibrosis; Immunology; Microbiology; Antibiotics; Internal medicine; Pathology; Tuberculosis; Gentamicin","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":[0.0005093997,0.0002184877,0.000354047,0.0004716309,0.000462315,0.0006906725,0.0002046249,0.0006030299,0.001885632],"category_scores_gemma":[0.002773225,0.0001731029,0.000315829,0.0006643502,0.0002730586,0.0005068632,0.0005686962,0.0006335818,0.000288841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002539072,"about_ca_system_score_gemma":0.0002250706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002206823,"about_ca_topic_score_gemma":0.002629396,"domain_scores_codex":[0.9994868,0.000120739,0.00007022521,0.000141881,0.00008503056,0.0000952824],"domain_scores_gemma":[0.9984409,0.0002295368,0.000822646,0.00006821461,0.000191157,0.0002475313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007626136,0.00001684861,0.9980384,0.00001090037,0.00001162591,0.00007036635,0.00006943152,0.00001106076,0.0003409373,0.000005775086,0.0001040416,0.001244449],"study_design_scores_gemma":[0.000002816772,0.0001001006,0.9988819,0.00001410922,0.00001319318,0.0004801773,0.0002021976,0.00007874452,0.00005673973,0.00001859726,0.0001486922,0.000002711735],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984646,0.000714259,0.00006327776,0.0001654948,0.00001126801,0.000009836536,0.0002660054,0.000003393955,0.0003019683],"genre_scores_gemma":[0.9994418,0.0001510055,0.0000775324,0.00007495787,0.00001602896,0.000006892307,0.0001611701,0.000001382978,0.0000690869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002206823,"threshold_uncertainty_score":0.006308019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01087979153144848,"score_gpt":0.2798091310729469,"score_spread":0.2689293395414984,"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."}}