{"id":"W4386440427","doi":"10.9778/cmajo.20220193","title":"Identifying clusters of coexisting conditions and outcomes among adults admitted to hospital with community-acquired pneumonia: a multicentre cohort study","year":2023,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; St. Michael's Hospital","funders":"Natural Environment Research Council; Economic and Social Research Council; Medical Research Council; Canadian Thoracic Society; Public Health Agency; Directorate for Biological Sciences; Seqirus; Public Health Agency of Canada","keywords":"Medicine; Comorbidity; COPD; Community-acquired pneumonia; Internal medicine; Cohort; Diabetes mellitus; Pneumonia; Dementia; Population; Heart failure; Cohort study; Lung cancer; Disease","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003826043,0.0001778383,0.0004925825,0.0002176506,0.0005529303,0.00008592311,0.0002120119,0.00005420945,0.00002080502],"category_scores_gemma":[0.0002442084,0.0001422017,0.00004891001,0.0005935187,0.0001446027,0.0002122962,0.0004456944,0.0002148487,0.00002760636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004864996,"about_ca_system_score_gemma":0.00005875136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003443683,"about_ca_topic_score_gemma":0.004014443,"domain_scores_codex":[0.9987462,0.000175517,0.0003401088,0.0002527426,0.0002353123,0.0002501885],"domain_scores_gemma":[0.9987859,0.0002240339,0.0001400099,0.0004477883,0.0001730616,0.0002291934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000637724,0.0004837075,0.9866788,0.0001029903,0.0003161872,0.00008464961,0.01082247,0.00002609546,0.001209843,0.000003126554,0.00008254751,0.000125743],"study_design_scores_gemma":[0.003167498,0.0009125278,0.9587593,0.0005058816,0.0002577747,0.00001435113,0.03595056,0.0001549531,0.00007095864,0.00000286485,0.00004121479,0.0001620924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949397,0.000002688526,0.00001530608,0.0004282037,0.0001347655,0.003762482,0.00004307078,0.0001240912,0.0005496662],"genre_scores_gemma":[0.9988937,0.000002655285,0.00005432146,0.0002304744,0.00001564125,0.0003045943,0.00006602309,0.00003138854,0.000401152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02791954,"threshold_uncertainty_score":0.5798818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03407321353581666,"score_gpt":0.345696940644298,"score_spread":0.3116237271084813,"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."}}