{"id":"W4402214471","doi":"10.1101/2024.09.03.24312990","title":"Association Between Seasonal Respiratory Virus Activity and Invasive Pneumococcal Disease in Central Ontario, Canada","year":2024,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Respiratory viral infections research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; Public Health Agency of Canada","funders":"Connaught Fund; University of Toronto; Public Health Agency; Public Health Agency of Canada","keywords":"Pneumococcal disease; Respiratory system; Disease; Coronavirus disease 2019 (COVID-19); Medicine; Streptococcus pneumoniae; Virology; Geography; Biology; Internal medicine; Infectious disease (medical specialty); Microbiology","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":[0.000532924,0.0002861256,0.0003544112,0.0008296864,0.001654453,0.0009596079,0.0010126,0.00026851,0.002341376],"category_scores_gemma":[0.001426929,0.0002491541,0.0004151812,0.00201433,0.0006534471,0.0002089482,0.0005688179,0.0003907433,0.0001226539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02268424,"about_ca_system_score_gemma":0.0379778,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9965286,"about_ca_topic_score_gemma":0.9977943,"domain_scores_codex":[0.9993258,0.00006660169,0.0000405451,0.0001438019,0.0002149847,0.0002083139],"domain_scores_gemma":[0.9977267,0.000137254,0.0005203837,0.00007635199,0.0008439519,0.0006953285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007496031,0.00001528465,0.9968414,0.00002683389,0.00005281541,0.00005570625,0.000192709,0.00008444194,0.0001887639,0.00006267686,0.0006652992,0.001739023],"study_design_scores_gemma":[0.000007851478,0.00001734669,0.9987988,0.0000169906,0.00002455723,0.00002673488,0.0003015901,0.000220539,0.00004298706,0.0000156082,0.0005228854,0.000004004765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907759,0.001495891,0.000211577,0.0004286493,0.00002309362,0.00004366805,0.004778633,0.0000161794,0.002226408],"genre_scores_gemma":[0.9976276,0.0003772198,0.0001697081,0.00005948714,0.000008064987,0.00001167613,0.0008664173,0.000003300697,0.0008765831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02268424,"threshold_uncertainty_score":0.1645865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04056504505388786,"score_gpt":0.317456445990391,"score_spread":0.2768914009365032,"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."}}