{"id":"W4411640757","doi":"10.1002/mdr2.70013","title":"Global, Regional, National, and Local Burden of COVID‐19 With Inequality Analysis Across 920 Locations, 2020–2021","year":2025,"lang":"en","type":"article","venue":"Med Research","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Prevention of Organ Failure; University of British Columbia","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Inequality; Geography; Regional science; Virology; Medicine; Mathematics; Outbreak","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001459199,0.0003678151,0.0003096906,0.001374636,0.0003625714,0.001040597,0.0004853228,0.000237769,0.001643596],"category_scores_gemma":[0.003272564,0.0001862501,0.0007360721,0.002590998,0.0004538638,0.001062564,0.002137726,0.0005071662,0.0003749602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007333908,"about_ca_system_score_gemma":0.0005897555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06804853,"about_ca_topic_score_gemma":0.07072392,"domain_scores_codex":[0.9992002,0.0002718766,0.00006241692,0.0001955551,0.0001046238,0.0001654259],"domain_scores_gemma":[0.998719,0.0002029571,0.0004152171,0.0001660831,0.0003837077,0.0001129633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008413757,0.00001811581,0.9868929,0.00006392192,0.0002304676,0.00009155817,0.0003979173,0.00177956,0.0003143363,0.0006050348,0.001162586,0.00835953],"study_design_scores_gemma":[0.000003618727,0.00003876055,0.9921415,0.00005743908,0.00009712355,0.0001162901,0.001190064,0.004068278,0.0001591008,0.0003850815,0.001728345,0.00001440418],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864697,0.000740479,0.002922517,0.0003211861,0.00001541949,0.00003727314,0.007266151,0.00002488417,0.002202295],"genre_scores_gemma":[0.9945676,0.000156846,0.001267609,0.0000426877,0.000008084368,0.00004267317,0.003667237,0.000008197439,0.0002389847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06804853,"threshold_uncertainty_score":0.1353049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2034716766889473,"score_gpt":0.5740334861782943,"score_spread":0.370561809489347,"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."}}