{"id":"W4412880836","doi":"10.1002/mdr2.70023","title":"Identifying Potential Vulnerability to Long COVID Through Global‐to‐Local Inequalities in Years Lived With Disability Attributed to COVID‐19, 2020–2021, Across 920 Locations","year":2025,"lang":"en","type":"article","venue":"Med Research","topic":"Long-Term Effects of COVID-19","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; Prevention of Organ Failure","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Vulnerability (computing); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Inequality; Geography; Virology; Medicine; Computer security; Outbreak; Computer science; Mathematics","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":[0.0008266742,0.0003944332,0.0003003594,0.0009402547,0.0005079224,0.000913676,0.00050225,0.0003395521,0.003060283],"category_scores_gemma":[0.003230543,0.000162246,0.0005840612,0.001529267,0.0003585164,0.001197605,0.00232577,0.0006484452,0.0004676313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006364538,"about_ca_system_score_gemma":0.0007760104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03815899,"about_ca_topic_score_gemma":0.05532444,"domain_scores_codex":[0.9994242,0.0001680648,0.00004556397,0.0001157492,0.00004735613,0.0001992023],"domain_scores_gemma":[0.9989694,0.0001329405,0.0004222665,0.00007164198,0.0002269245,0.0001767374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001028795,0.00003487817,0.9862665,0.000131223,0.000165674,0.0001159056,0.0008766243,0.0005796722,0.0002254066,0.0004434131,0.00205315,0.009004682],"study_design_scores_gemma":[0.000005793049,0.0000526412,0.993238,0.0001858783,0.00006232303,0.00009069599,0.003205422,0.0009538734,0.00008259082,0.000322377,0.001785472,0.00001490858],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855306,0.00116644,0.0008330253,0.0006760064,0.00003140748,0.00004647677,0.009891524,0.00001240655,0.001812064],"genre_scores_gemma":[0.9958801,0.0003407983,0.0003498267,0.0001187014,0.00001384568,0.00007320113,0.002967254,0.000006144669,0.0002499813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03815899,"threshold_uncertainty_score":0.07587373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1020668506224041,"score_gpt":0.4880711786242179,"score_spread":0.3860043280018137,"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."}}