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. 2022 Oct 31;8(10):e36211. doi: 10.2196/36211

Table 1.

Effect of country-specific covariates on HealthMap performance in detecting influenza outbreaks from January 2013 to July 2019.

Outcome, covariate Category/increment Coefficient (95% CI) P value Adjusted R²
Sensitivity 0.456


Log (total reports) 1 log 0.039 (–0.012 to 0.091) .13


Human development index 1 score 0.017 (0.008 to 0.025) <.001


Press freedom index 1 score 0.003 (–0.001 to 0.008) .10


Official language (reference: not English) English –0.128 (–0.313 to 0.057) .16
Positive predictive value

Specificity 0.144


Human development index 1 score –0.004 (–0.009 to 0.001) .11


Press freedom index 1 score –0.003 (–0.005 to –0.0003) .03

Timeliness 0.504


Log (total reports) 1 log 0.047 (0.013 to 0.082) .009


Human development index 1 score 0.007 (–0.001 to 0.015) .08


Latitude 0.004 (–0.001 to 0.009) .12