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From the hot and humid rain forests of South America and the Far East, to the cold and inhospitable arctic regions of northern Canada and Russia - the Travel Photographer of the Year competition attracts stunning image entries from across the world.
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The second best data source was image order entries (sensitivity=0.83, specificity=1.00, PPV=1.00, F-measure=0.91).
Fall events were detected from incident reports and image order entries by using the NLP method.
Since the results suggested that incident reports and image order entries were possible data sources for prompt detection of serious falls, we focused on a comparison of falls found by incident reports and image order entries.
Since F-measure was excellent when using incident reports and image order entries as text data sources, we specifically compared the performance of NLP to detect fall events when using incident reports and image order entries as data sources.
Among those cases, three cases were detected from incident reports, three cases were detected from image order entries and ten cases were detected from both data sources.
A total of 16 fall events with moderate to severe injuries were detected by incident reports and free text data obtained from image order entries.
We compared how often the true fall events were recorded in various sources of data including progress notes, discharge summaries, image order entries and incident reports.
Information on true fall events was most frequently recorded in progress notes (100%), incident reports (65.0%) and image order entries (12.5%).
Lag time when using image order entries showed a peak at one hour and showed a second peak at 18 hours or later after falls.
Therefore, concomitant use of free text data obtained from image order entries increased the detection rate of moderate to severe fall events by 23.1%.
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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