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We thank Sarah Berke for providing data and refining the hypotheses discussed above, Gene Hunt for computational assistance, and Anton Oleneik for advice on the Arctic fossil record.
This final step of refining product groups based on medical expertise was a manual step involving many hours of analysing and discussing data and refining the groups by calculating the cost and workload homogeneity of a product group.
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-We realize that the pre- and circa-9/11 examples of egregious failures now should be moot in light of the vast changes initiated in data-collection, data-mining and refining the watch listing processes after 9/11.
S.Z. and Z.W. processed data and refined the maps.
W.S. designed experiments; expressed, purified, and crystallized the antagonist-bound ETB receptor; collected data; and refined the structures.
National Weather Service hurricane hunter aircraft are even flying into the storm to gather data and refine the forecast given the possible severe impacts in coastal areas.
JAE, CAH, and GEPR analyzed the data and refined the analogue.
CR coordinated the project, revised the data and refined the manuscript.
RZ conceived the project and coordinated it, designed the study, revised the data and refined the manuscript.
NV and WNN co-wrote the trial protocol, organised the trial, interpreted data and refined the manuscript.
The themes are kept in mind and the researcher returns to the data to ensure if the themes really fit the data and refine the themes.
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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