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Table 1 lists the specific pathogens documented through this system and the average improvement in timeliness for each pathogen.
Splitting sentinel data into separate geographic-based streams and monitoring all 8 streams for 2 or 3 simultaneous aberrations provided substantial improvements in AUWROC and also in timeliness for a fixed specificity when compared with monitoring aggregated data or any single data stream.
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Differences in timeliness of reporting for each disease cannot only be attributed to differences in incubation periods.
Notably, our system attained a significant improvement in timeliness of detection for Salmonella spp., as well as an improvement in underreporting of this pathogen.
There were significant gains (12 30%) in timeliness of reports.
Alerts could be a useful tool in the planning, scheduling, and allocation of resources for SR updates, providing an improvement in timeliness and coverage for the large number of medical topics needing SRs.
In other words, human development plays a positive role in improving reporting timeliness for countries in which development remained substandard.
OK, it might not have the making of Abbott and Costello's classic "Who's on first?" sketch, but what that knee-slapper lacks in laughs it makes up for in timeliness.
A system for evaluating research ethics capacity in LMIC presumably would allow multiple elements of a research ethics system to be assessed; would be pragmatic in terms of timeliness for a LMIC context; and allow for empirical testing.
In summary, our experience shows that the roll-out and implementation of DHIS2 led to an improvement in timeliness and completeness in reporting for outpatient, inpatient and health service usage data from the district to the national (MoH) level.
There was a significant difference in timeliness among the algorithms compared for all simulation scenarios at the 0.05 false alarm rate (S1 Friedman χ2 = 53.4, p < 0.00001, S2 Friedman χ2 = 60.6, p < 0.00001, S3 Friedman χ2 = 70.1, p < 0.00001 and S4 Friedman χ2 = 76.7, p < 0.00001), with the HMM on average detecting outbreaks several days later than the EARS C3 and NBC algorithms.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com