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Mr. Singhal says he tested QDF for a simple application: deciding whether to include a few news headlines among regular results when people do searches for topics with high QDF scores.
A site called Wavii opened to the public earlier this week that wants to do the same thing for topics, with short bursts of news on everything from corporate acquisitions to celebrities.
Further examination will be required for topics with more complexity, such as when multiple and interacting microscopic processes together lead to a macroscopic behavior.
In choosing these priorities, Bell says, the committee looked for topics with compelling science, high potential for societal impact, and high "partnership potential" both within NSF, between NSF and other agencies, and with international partners.
His overbearing, obnoxious persona allowed for topics with racial dimensions to be simplified into straightforward, easily digestible narratives.
Exceptions were made for topics with sparse evidence.
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Instructor 3-MAL used a mix of teaching strategies in the classroom and, for the most part, her students' posttest scores align with those of Instructors 1-AL and 2-AL for topics taught with targeted active-learning activities and with those of Instructor 4-L for topics conveyed by passive lecture.
The two classes that received the most activities (those of Instructors 1-AL and 2-AL) had the most gain, while the 3-MAL class, with approximately 40% active learning, showed gain only for topics addressed with targeted activities.
Members suggested potential speakers for these topics, with consideration of adequate and balanced representation based on geography (teaching or community hospitals) and expertise (clinical or research), and then extended personal invitations to the speakers.
Users have created over 1,000 such communities for topics like parents with toddlers, special needs children, and even recipe swapping.
Figure 4 Recall/Precision curves on the news and reports corpora for topic segmentation with confidence measures.
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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