{"id":"W4224241997","doi":"10.1002/edm2.338","title":"Impact of diabetes on <scp>COVID</scp>‐19 mortality and hospital outcomes from a global perspective: An umbrella systematic review and meta‐analysis","year":2022,"lang":"en","type":"review","venue":"Endocrinology Diabetes & Metabolism","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Meta-analysis; MEDLINE; Population; Diabetes mellitus; Observational study; Systematic review; Internal medicine; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02219287,0.002597004,0.01798229,0.009372491,0.000708035,0.004545445,0.002166002,0.002418085,0.003814433],"category_scores_gemma":[0.03961608,0.001367761,0.03517229,0.009692247,0.0007686386,0.001917317,0.001907095,0.001735622,0.0003690018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003111568,"about_ca_system_score_gemma":0.004363911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007265164,"about_ca_topic_score_gemma":0.01453734,"domain_scores_codex":[0.9836452,0.008547034,0.004387435,0.001311458,0.001655967,0.0004529819],"domain_scores_gemma":[0.9744383,0.01849191,0.004325466,0.0009694148,0.001476347,0.0002986137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001159768,0.00001927191,0.004399197,0.3258952,0.6572995,0.00008629447,0.00007911776,0.0003639809,0.0001755885,0.000165944,0.0008553605,0.009500744],"study_design_scores_gemma":[0.0003764134,0.0001366287,0.003966174,0.04133235,0.9516523,0.00006704559,0.00004605278,0.0001712466,0.00008444254,0.0002852647,0.001860301,0.00002178215],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002788009,0.9950362,0.0004190119,0.0003709125,0.0001308854,0.0002242053,0.0007422034,0.00001896793,0.000269569],"genre_scores_gemma":[0.1421106,0.8486482,0.003446562,0.001650214,0.0004711538,0.00187524,0.001381828,0.00004281852,0.0003734481],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02219287,"threshold_uncertainty_score":0.1173685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.124702296775466,"score_gpt":0.4838002060505475,"score_spread":0.3590979092750815,"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."}}