{"id":"W2558171111","doi":"10.1093/ofid/ofw194.42","title":"Seroepidemiology of Invasive Pneumococcal Disease in Patients With Chronic Obstuctive Pulmonary Disease (COPD), Toronto, Canada","year":2016,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Mount Sinai Hospital; University of Toronto","funders":"","keywords":"Medicine; Pneumococcal disease; COPD; Pulmonary disease; Disease; Intensive care medicine; Immunology; Internal medicine; Streptococcus pneumoniae; Microbiology; Antibiotics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003465535,0.0003367317,0.0003087281,0.0009125764,0.001713197,0.0007912001,0.0006738562,0.000303339,0.003297849],"category_scores_gemma":[0.00166757,0.0002640374,0.0003587749,0.002481553,0.0003849477,0.0002430507,0.0004920972,0.0005438837,0.000300625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01848153,"about_ca_system_score_gemma":0.02533972,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9883503,"about_ca_topic_score_gemma":0.992164,"domain_scores_codex":[0.9993978,0.00004082538,0.00006339702,0.00007800927,0.0002466461,0.0001734528],"domain_scores_gemma":[0.9980531,0.0000770324,0.000288583,0.00003024975,0.0008778658,0.0006732473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005636364,0.00001631965,0.9930543,0.00009782,0.00002458928,0.0001677147,0.0002321744,0.00007191036,0.0001486008,0.0000461658,0.003034043,0.003050115],"study_design_scores_gemma":[0.00000616097,0.00001687778,0.9982203,0.00005173495,0.00001468825,0.0001041568,0.0002720201,0.0001056873,0.00002536431,0.000007323845,0.001171302,0.000004411722],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9326288,0.01154382,0.0003396465,0.002455269,0.0001853556,0.0002797335,0.03221063,0.00005686345,0.02029983],"genre_scores_gemma":[0.9896905,0.002834468,0.0002766992,0.0003590917,0.00004908985,0.00003835582,0.004486816,0.000008558177,0.002256416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01848153,"threshold_uncertainty_score":0.1340935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008441061125361915,"score_gpt":0.2378708827572134,"score_spread":0.2294298216318515,"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."}}