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But even PC users faced a scary list of system requirements, warnings, and disclaimers, like this one: "Technical difficulties may include hardware or software malfunctions, data saving or retrieval problems, operator errors, upload or download problems, or the loss of electrical power at the examination facility.
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However, due to sensor malfunction, data transmission problems, and quality assurance issues, there are often short-term or long-term missing data on solar radiation.
And like the Leaf, production Volts will beam information about their battery's condition as well as any battery malfunction data to headquarters, and will notify users of charging-station locations.
In the event of an equipment malfunction, data may be missing for multiple months (Landsat [2014]).
Pump malfunction data were recorded for 5-FU infusions only, and therefore relate only to patients treated with FOLFOX-4.
A sub sample of participants (one class group from each school, total n = 117) also wore an Actigraph GT1M or GT3X accelerometer for a period of 9 days in order to provide an objective measure of habitual PA participation; due to a firmware malfunction data from almost all of the sub sample failed to download and as such accelerometer data has been omitted analysis.
While it may not be possible to detect tag malfunction during data collection, future studies can minimize human error by proper training on how to use and store the tags especially when collecting data for longer periods.
Four of the AM7164 monitors malfunctioned during data-collection and resulted in data-loss from seven participants.
Periods with ODM instrument malfunctions and erroneous data periods (e.g. icing or riming) are marked with value 4 in the flag1 parameter (Table 2).
As monitor malfunctions and spurious data points are known to occur during field measurements [ 28], the outputs were checked manually.
The data malfunction has called into question the accuracy of a major leading indicator, one scrutinized by investors, economists and policy makers alike.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com