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It provides the normalised experimental data, the smoothed experimental data and the individual and collective fits of the variant gene-regulation functions to the corresponding data.
Note that, the following is not an extensive review, rather we aim to illustrate how The Cell Collective fits within the landscape of systems biology resources.
By testing 17 biological models, Gutenkunst et al. [ 13] concluded that collective fits to large amounts of ideal time-series data lead to the fact that some eigenvectors are orders of magnitudes better constrained than others.
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The Torolab collective fitted five regular - and legitimate - border crossers with global positioning equipment and monitored their movements over five days.
This results in three design strategies that link both body shape with product geometry: design for collective fit, design for fit within clusters and design for individual fit.
Deign to suggest Stice is creating a collective fit for a flower child, though, and he'll respond jokingly-yet-firmly that "we hate hippies".
Gilmore has a genuinely interesting wit and verve and frenzied pace about it there's nothing quite like Rory and Lorelai having a collective fit about a boy or admission to Yale.
While virtually everyone else was having a collective fit of the vapors that Putin had said some critical things about America ("Why, the very idea!" you could almost hear the pearl-clutchers murmur as they swooned), McCain showed how the game is supposed to be played by making some caustic comments about Russia right back.
The collective fit was considerably poorer.
We were unable to do the same for a collective fit because the Levenberg Marquardt algorithm did not terminate.
They are perfect companion pieces, working in tandem: Chemaly showing us exactly why women are (and have every right to be) so massively, unyieldingly angry, and Traister drawing a blueprint for how that unyielding anger can be channeled collectively, as well as where this current collective burst of female rage fits into a long legacy of angry American women throttling toward political change.
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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