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She also pointed out that the new results showed "full compatibility" with the team's earlier, published results, based on less data, which suggested a WIMP of about the same size.
In natural language processing, it has been observed that simple statistical models (e.g. co-occurrence) can outperform more complex models based on less data (Halevy et al., 2009).
The log-linear analysis provided a summary of the important results, but based on a simpler model specification, and based on less data information content from the discretized variables.
If we remove the 477 families and their derived OGs that have a low-quality alignment in our analysis, we observe that the absolute numbers of evolutionary events decrease as the analysis is now based on less data (supplementary additional file 16B, Supplementary Material online).
The possibility of extracting information based on less data is part of the reason for this technique's success, as it allows data compression/decompression, with an execution time that does not increase exponentially with increasing matrix size, making analysis viable [ 6].
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Although SEER data provided high quality data regarding EAC incidence rates, the other calibration targets (age-specific GERD symptom and BE prevalences) were based on less reliable data from the literature.
Experts debated its value, but their views were largely based on less compelling data that often involved statistical modeling and inferences.
Since, experiments are very time consuming, a model, which allows for solubility predictions in solvent mixtures based on less experimental data is desirable for efficiency.
Thus, the findings based on less robust data should be interpreted with caution.
However, some of the other recommendations – based on less definitive data – remain controversial and are not necessarily mainstream.
Charts based on less reliable data have limited accuracy [ 15], and their inclusion in meta-analyses contributes to unaccountable heterogeneity, being methodologically arguable [ 16].
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CEO of Professional Science Editing for Scientists @ prosciediting.com