{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002744299,0.0001241438,0.0002751409,0.0004701056,0.0002207826,0.000008293506,0.0001476406,0.0001141692,0.00002469626],"category_scores_gemma":[0.0004900647,0.00009149845,0.00009344317,0.0009629465,0.00003556673,0.00005581756,0.0000385287,0.0001488847,0.000004763739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001357255,"about_ca_system_score_gemma":0.0006458475,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03194836,"about_ca_topic_score_gemma":0.218368,"domain_scores_codex":[0.998991,0.000204449,0.00028288,0.0001385954,0.0001401263,0.000243018],"domain_scores_gemma":[0.9988164,0.0003775573,0.0001253136,0.0004269741,0.0001587381,0.0000949981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008589212,0.000287626,0.9153601,0.0008057028,0.0002392474,0.00003982213,0.01877946,0.0007338625,0.04480893,0.00005284712,0.008219438,0.00981407],"study_design_scores_gemma":[0.001606058,0.000645347,0.9718235,0.001137697,0.0001251927,0.000005540035,0.00322927,0.00008116439,0.007737101,0.00001151922,0.01347694,0.0001206441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996233,0.00006060919,7.866536e-7,0.002167388,0.0003177984,0.0008890058,0.0002104944,0.00003957811,0.00008137055],"genre_scores_gemma":[0.9990341,0.0001402652,0.0000119985,0.000220464,0.00007893984,0.00009614199,0.00006447779,0.00003117796,0.0003224093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1864196,"threshold_uncertainty_score":0.974498,"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."}}