{"id":"W4220734220","doi":"10.1128/spectrum.02593-21","title":"Inflammatory Endotype-Associated Airway Resistome in Chronic Obstructive Pulmonary Disease","year":2022,"lang":"en","type":"article","venue":"Microbiology Spectrum","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"National Key Research and Development Program of China; Medical Science and Technology Foundation of Guangdong Province; National Natural Science Foundation of China","keywords":"Endotype; Resistome; Pulmonary disease; Airway; Medicine; COPD; Disease; Immunology; Antibiotics; Biology; Microbiology; Internal medicine; Antibiotic resistance","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003636956,0.0003597541,0.0002918755,0.0008044213,0.0002633576,0.0005207614,0.0001667051,0.0003471326,0.001479071],"category_scores_gemma":[0.001209529,0.00009983154,0.0002534317,0.0004200852,0.0002721178,0.0002656466,0.0004853619,0.0003773716,0.0001879621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001109537,"about_ca_system_score_gemma":0.0001147397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004368879,"about_ca_topic_score_gemma":0.000543313,"domain_scores_codex":[0.9996085,0.0001079108,0.00004908441,0.00007145145,0.00007760428,0.00008558774],"domain_scores_gemma":[0.9994127,0.000125298,0.0002440116,0.000030566,0.00008362772,0.0001038973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000480339,0.00007882887,0.9431695,0.00009396947,0.00005909773,0.00339981,0.000182276,0.0001216698,0.04443713,0.0001026517,0.000128922,0.007745797],"study_design_scores_gemma":[0.000006151856,0.000184329,0.9915187,0.00003021461,0.00003099884,0.005235794,0.0001991008,0.0004146083,0.001788397,0.000121579,0.0004631332,0.000007061059],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982409,0.0006601156,0.0002602995,0.00006328495,0.00001110963,0.00001145489,0.0001004398,0.000005591274,0.0006468548],"genre_scores_gemma":[0.9993136,0.0001346846,0.0002927676,0.00003337291,0.00002246491,0.000004894945,0.00008197628,0.000001983136,0.0001142766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001479071,"threshold_uncertainty_score":0.00494796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00603254520508278,"score_gpt":0.215001003047882,"score_spread":0.2089684578427992,"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."}}