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Patients with GD were more likely to test positive for COVID-19 DOR 6.39 (4.86-8.4, LR+ 3.84 (3.04-4.84), LR- 0.67 (0.64-0.7, pooled sensitivity 0.37 (0.29-0.47) and pooled specificity 0.92 (0.89-0.94). While history/questionnaire-based assessments were predictive of RT-PCR positivity (DOR 6.62 (4.95-8.85)), gustatory testing was not (DOR 3.53 (0.98-12.7)). There was significant heterogeneity among the 44 studies (I = 92%, 0.01). GD is useful as a symptom to determine if a patient should undergo further testing, especially in reso