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Irish Commission for Energy Regulation (CER) smart metering trial dataset is used for this analysis.
We used a public-use copy of the Digitalis Investigation Group DIGG) trial dataset to determine the associations of potassium supplement use with outcomes using a propensity-matched design.
Herein, reliability measures which rank the channels and packets according to their goodness are obtained heuristically based on the classification success of a trial dataset during an independent training phase [36].
We validate the method on a trial dataset in which both external causes and injury diagnoses are known and demonstrate application to two problems: redistribution of cases classified to ill-defined external causes in one hospital data system; and, estimation of external causes in another hospital data system that only records nature of injuries.
It has been successfully used in a stock market dataset [39], a gene expression dataset [40] and in a prostate cancer trial dataset [41].
Here we combine the visualization benefits of QAPgrid with the benefits of the clustering algorithm MSTkNN that we have previously applied to a stock market dataset [39], a yeast gene expression dataset [40] and a prostate cancer trial dataset [41].
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We are also grateful to NextMove Software, FIZ Chemie (Wiley) Berlin, InfoChem and Elsevier for providing trial datasets to test the program.
We also obtained 12 raw obesity randomized controlled trial datasets for empirical analyses.
As trials of this nature in these types of settings are unlikely in the future, a pooling of existing trial datasets may offer the best opportunity to identify principles and particular populations which may gain or lose most in ARV retreatment choices after failure of ART, MDR-HIV and limited retreatment options.
Several trial datasets were provided directly by Pfizer (previously Wyeth Pharmaceuticals).
Five clinical trial datasets that employed a reminder system at follow-up were used.
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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