{"id":"W4367668073","doi":"10.1093/jac/dkad064","title":"<i> <u>S</u>treptococcus pneumoniae</i> serotyping and antimicrobial susceptibility: <u>a</u>ssessment for <u>v</u>accine <u>e</u>fficacy in Canada after the introduction of PCV13","year":2023,"lang":"en","type":"article","venue":"Journal of Antimicrobial Chemotherapy","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Pfizer Canada; Public Health Agency of Canada; University of Manitoba","keywords":"Streptococcus pneumoniae; Serotype; Pneumococcal infections; Antibiotic resistance; Antimicrobial; Vaccination; Microbiology; Biology; Medicine; Virology; Antibiotics","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":[0.001065788,0.0003829423,0.0003390158,0.003950293,0.001645891,0.001833167,0.000832432,0.0007236142,0.003471398],"category_scores_gemma":[0.004172891,0.0001791405,0.0004608529,0.004708037,0.0007064002,0.0004109055,0.0004920822,0.000563286,0.0003762679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01660886,"about_ca_system_score_gemma":0.02949156,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9700094,"about_ca_topic_score_gemma":0.9838605,"domain_scores_codex":[0.9986613,0.00006027664,0.0000959267,0.0001402391,0.0007834586,0.0002587295],"domain_scores_gemma":[0.9943505,0.0003772101,0.0006163216,0.0001280058,0.004012915,0.0005151033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007479329,0.0001178032,0.6687165,0.001337762,0.0002448481,0.001182885,0.002773945,0.0009486071,0.004707943,0.0007899391,0.1040933,0.2143385],"study_design_scores_gemma":[0.00001258501,0.00007569517,0.9577258,0.0005364181,0.0001011448,0.0004331618,0.001311341,0.0004692381,0.002704814,0.00008204809,0.03650805,0.00003970281],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8380989,0.04874491,0.001146456,0.01471364,0.001303392,0.0002539415,0.05082912,0.0002270671,0.0446825],"genre_scores_gemma":[0.9391503,0.02604793,0.001513241,0.001900911,0.0003031021,0.00005351121,0.01547298,0.00005915513,0.01549888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02999061,"threshold_uncertainty_score":0.1205062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009081494013204057,"score_gpt":0.2564926008851495,"score_spread":0.2474111068719454,"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."}}