{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01988462,0.0001493168,0.0005933668,0.0006934224,0.002857133,0.0004525295,0.0005920892,0.0001013378,0.000114382],"category_scores_gemma":[0.001008934,0.0002143837,0.00001507939,0.001301225,0.0004509781,0.0004278237,0.001714325,0.001964959,5.361412e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001620809,"about_ca_system_score_gemma":0.008403662,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9929103,"about_ca_topic_score_gemma":0.9993373,"domain_scores_codex":[0.9901609,0.006567203,0.0008508022,0.0005623933,0.001001811,0.0008569068],"domain_scores_gemma":[0.9972564,0.0008887016,0.0002034647,0.0008855574,0.0002796079,0.0004862545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001908582,0.0003519739,0.991322,0.00006041795,0.00004317509,0.0001604193,0.003625497,0.0002097821,0.0001137219,0.000002888812,0.0002465569,0.003672696],"study_design_scores_gemma":[0.002800871,0.00188035,0.9864697,0.0006022446,0.00001427422,0.0001525144,0.005182949,0.002529586,8.702253e-7,0.00006398043,0.0001353619,0.0001673092],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922438,0.0002359701,0.00000122559,0.0004192119,0.00005074706,0.006732962,0.0002441777,0.000008735743,0.00006320306],"genre_scores_gemma":[0.9985784,0.00001740408,0.000294066,0.0002902592,0.00003750117,0.0004677913,0.0002533707,0.0000308455,0.00003034241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01887568,"threshold_uncertainty_score":0.998441,"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."}}