{"id":"W2143225304","doi":"10.3201/eid1805.110235","title":"Epidemic of Invasive Pneumococcal Disease, Western Canada, 2005–2009","year":2012,"lang":"en","type":"article","venue":"Emerging infectious diseases","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Centre for Disease Control; Saskatchewan Disease Control Laboratory; University of Alberta; Dalhousie University; Provincial Laboratory of Public Health","funders":"Imperial College London; University of Alberta; Wellcome Trust","keywords":"Serotype; Multilocus sequence typing; Outbreak; Pneumococcal disease; Typing; Pneumococcal infections; Disease surveillance; Medicine; Virology; Disease; Molecular epidemiology; Genotype; Biology; Streptococcus pneumoniae; Microbiology; Internal medicine; Genetics; Gene","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":[0.0003468753,0.0003857029,0.0002282946,0.001162422,0.002161526,0.001301841,0.0007064672,0.0002909498,0.001470353],"category_scores_gemma":[0.001015362,0.0002538263,0.0002640966,0.00296564,0.0005505332,0.0003705989,0.0006121738,0.0006971874,0.0002495564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03291063,"about_ca_system_score_gemma":0.05275598,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9974268,"about_ca_topic_score_gemma":0.9987219,"domain_scores_codex":[0.999492,0.00001895215,0.00003696551,0.00006877883,0.0002562775,0.0001269382],"domain_scores_gemma":[0.9991715,0.00001164332,0.00009750691,0.00001586964,0.0004678587,0.0002356392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004081313,0.0001152206,0.9075292,0.0002478976,0.0001612562,0.0008176494,0.001464685,0.00054992,0.001820399,0.0007354445,0.02624231,0.05990778],"study_design_scores_gemma":[0.00001808416,0.00002073715,0.9864805,0.0000721346,0.00003977543,0.0002802037,0.0007947464,0.0004806554,0.0002040679,0.00003894588,0.01155632,0.00001384183],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9210756,0.01041745,0.001046992,0.00468429,0.0002209891,0.0002426724,0.03376963,0.0001892429,0.02835305],"genre_scores_gemma":[0.9745147,0.00494389,0.001693614,0.001225022,0.00005444845,0.0000416009,0.009142263,0.00002198624,0.008362493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03291063,"threshold_uncertainty_score":0.2387844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01212911124715534,"score_gpt":0.2678431188474944,"score_spread":0.2557140076003391,"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."}}