{"id":"W4361192109","doi":"10.3390/vaccines11040748","title":"Burden of Acute-Care Hospitalization for Community-Acquired Pneumonia in Canadian Adults Aged 50 Years or Older: Focusing on Most Responsible Diagnosis Tells Only Part of the Story","year":2023,"lang":"en","type":"article","venue":"Vaccines","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pfizer (Canada)","funders":"Pfizer Canada; Pfizer","keywords":"Medicine; Pneumonia; Incidence (geometry); Community-acquired pneumonia; Diagnosis code; Comorbidity; Reimbursement; Pneumococcal pneumonia; Retrospective cohort study; Mortality rate; Health care; Pediatrics; Intensive care medicine; Emergency medicine; Internal medicine; Population; Environmental health; Streptococcus pneumoniae","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":[0.001320062,0.0005498105,0.0007527306,0.00255588,0.002241001,0.002666731,0.001530901,0.0008067572,0.002572457],"category_scores_gemma":[0.008054887,0.0004413066,0.00111531,0.006792598,0.0009567044,0.001786118,0.001585492,0.001528371,0.0003128245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03467409,"about_ca_system_score_gemma":0.04435889,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9933099,"about_ca_topic_score_gemma":0.994899,"domain_scores_codex":[0.9982539,0.00009682597,0.0001410534,0.0002051904,0.0008861442,0.0004168587],"domain_scores_gemma":[0.9945141,0.000293185,0.001131829,0.0002442803,0.00297735,0.0008392513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000083021,0.00002348406,0.93673,0.0004259394,0.0003007055,0.0001613969,0.001252168,0.0004873256,0.0001386877,0.0009921334,0.02878224,0.03062294],"study_design_scores_gemma":[0.00000772597,0.00001321119,0.9912415,0.0004301393,0.000169923,0.0001331502,0.001061219,0.0006218557,0.00004315566,0.0002677189,0.005975297,0.00003508059],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7588533,0.05468531,0.0008758649,0.07979227,0.0006996733,0.0001200399,0.07979839,0.0001282586,0.02504692],"genre_scores_gemma":[0.9563118,0.0220772,0.00108362,0.003098832,0.0003982185,0.00003318803,0.01582401,0.00003198725,0.001141168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03467409,"threshold_uncertainty_score":0.2515793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02070178047688577,"score_gpt":0.2855497522605231,"score_spread":0.2648479717836374,"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."}}