{"id":"W4398784133","doi":"10.14745/ccdr.v50i05a02","title":"Invasive pneumococcal disease surveillance in Canada, 2021–2022","year":2024,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Yukon Health and Social Services; Queen Elizabeth II Health Sciences Centre; Government of New Brunswick; BC Centre for Disease Control; Public Health Ontario; Provincial Laboratory of Public Health; University of Toronto; Ste. Anne's Hospital; Saskatchewan Disease Control Laboratory; University of Manitoba; Mount Sinai Hospital; Public Health Agency of Canada","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Pneumococcal disease; Medicine; Intensive care medicine; Disease surveillance; Disease; Streptococcus pneumoniae; Biology; Internal medicine; Microbiology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0009498345,0.0007076656,0.0004214606,0.002755224,0.002006165,0.0015474,0.001425312,0.0003996115,0.003046701],"category_scores_gemma":[0.001592455,0.0002554515,0.0005269104,0.004122028,0.0003113734,0.0003124594,0.0007685994,0.0005758346,0.0006805368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04415204,"about_ca_system_score_gemma":0.08625056,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9941971,"about_ca_topic_score_gemma":0.996599,"domain_scores_codex":[0.9984042,0.00005018395,0.00006979641,0.0001172094,0.0009255597,0.0004330942],"domain_scores_gemma":[0.9964431,0.00003773373,0.000228339,0.00003053825,0.002633885,0.0006263698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003186433,0.0001263105,0.8044775,0.0009114248,0.000199014,0.000573663,0.0007488966,0.001234854,0.002402767,0.0006426456,0.1133725,0.07499193],"study_design_scores_gemma":[0.00002318705,0.00006077189,0.9479631,0.0003049016,0.0000490092,0.0002277739,0.0007852633,0.0008671117,0.0007128566,0.00005593979,0.04892716,0.00002290544],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5639831,0.02448062,0.002334924,0.008421473,0.0005084776,0.001038856,0.3219356,0.0008736805,0.07642331],"genre_scores_gemma":[0.8288101,0.01021531,0.004460749,0.003203647,0.0001170951,0.000374478,0.1354003,0.00008103251,0.01733737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04415204,"threshold_uncertainty_score":0.320347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01030157545374328,"score_gpt":0.2440211606997069,"score_spread":0.2337195852459636,"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."}}