{"id":"W4283734370","doi":"10.1136/bmjresp-2022-001218","title":"Estimating population-based incidence of community-acquired pneumonia and acute otitis media in children and adults in Ontario and British Columbia using health administrative data, 2005–2018: a Canadian Immunisation Research Network (CIRN) study","year":2022,"lang":"en","type":"article","venue":"BMJ Open Respiratory Research","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control; Alberta Health Services; Sinai Health System; Université de Montréal; Hospital for Sick Children; Public Health Ontario; University of British Columbia; University of Calgary; Institute for Clinical Evaluative Sciences; University Health Network; BC Children's Hospital; University of Toronto","funders":"Department of Family and Community Medicine, University of Toronto; Canadian Immunization Research Network; BC Children's Hospital; Michael Smith Health Research BC; University of Toronto; Canadian Child Health Clinician Scientist Program; Children's Hospital Foundation","keywords":"Medicine; Incidence (geometry); Community-acquired pneumonia; Pneumonia; Population; Acute otitis media; Pneumococcal pneumonia; Pediatrics; Otitis; Streptococcus pneumoniae; Rate ratio; Demography; Internal medicine; Surgery; Environmental health","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":[0.001834803,0.00085726,0.0008766953,0.004328195,0.002276666,0.001711551,0.002657927,0.0005954147,0.001124216],"category_scores_gemma":[0.004537794,0.0008315865,0.001318471,0.01013659,0.0008379554,0.0005602004,0.001307332,0.0008556357,0.0003341276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05142105,"about_ca_system_score_gemma":0.04750579,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.997875,"about_ca_topic_score_gemma":0.9979693,"domain_scores_codex":[0.9974559,0.0001962119,0.0002607893,0.0003566847,0.001152607,0.0005778523],"domain_scores_gemma":[0.9925417,0.0002607597,0.001385387,0.0002548738,0.004544407,0.001012806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002655307,0.00001514038,0.9962555,0.00005165582,0.00009658082,0.00003968291,0.0002402447,0.0002016541,0.00004452381,0.00003002407,0.001653537,0.001344827],"study_design_scores_gemma":[0.000007271256,0.00000787679,0.9980305,0.00003312131,0.00004052214,0.00002795578,0.000443554,0.000438372,0.00002246032,0.000007693708,0.0009333608,0.000007425149],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9443693,0.002114862,0.0004981084,0.0005601852,0.00003244678,0.0002392938,0.04871675,0.00005073669,0.003418276],"genre_scores_gemma":[0.9802747,0.001268269,0.000747462,0.0001908159,0.00001795767,0.0001583934,0.01630695,0.00001491555,0.001020451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05142105,"threshold_uncertainty_score":0.3730875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2863704778555823,"score_gpt":0.4834497419853451,"score_spread":0.1970792641297628,"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."}}