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In [4], the authors proposed a method for query expansion by using images selected from the initial ranked list.
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In our algorithm (see Fig. 2 and Materials and Methods) we replace the initialization step so that a portion of the initial ranking of the terms in each document is inherited from the previously generated document.
The system was fed back with the first ten relevant images of the initial ranking for both methods.
If it is accepted that the ranking task produces the ordinal preferences of the respondent, then the transfer of cards to the VAS allows the respondent an opportunity to correct any mistakes made during the initial ranking task.
A final re-ranking step is typically performed to improve the quality of the initial ranking either by checking the geometric consistency of the matches [17 19] or providing additional information modeling the preferences or visual attention of users to overcome this limitation [20].
After the initial ranking, based on monitoring, modelling or eco-epidemiology, or both, the aforementioned tools can be used for in-depth confirmation of the priority ranking of compounds and effects via site assessment using effect-based diagnosis, non-target effect studies, higher tier EDA and biomarkers.
It is noted that the cost for the initial ranking order used in step S2 was 205.62.
Our model only requires a single free parameter z plus the global (Zipfian) distribution of word probabilities, which determines the initial ranking.
This study had two distinct phases: construction of the initial ranking and the Delphi process.
The difference between the initial rank and the final rank after discussion and voting gave a rank deviation of 78%.
A comparison between the initial rank and the final rank (before deliberation) showed a rank deviation of 67%.
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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