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Balancing data and information needs is demanding for the information technologists but, even before the data are generated, environmental professionals have to ensure high-quality and meaningful data and information at every step, from planning the field and lab work, to implementation, to data reduction, and to sharing results in scientific and public forums.
Following the breast cancer paradigm [ 74], the reported gene-profiling approaches in NPC end up to different gene sets [ 75, 76], calling once again for the need of bioinformatics implementation to data interpretation.
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This is done without any normality assumption, extending implementation to untransformed data and data in violation of normality assumptions such as time series containing many zero entries.
Some of the proposed ANN models diminished the number of outliers, during their implementation to unseen data (solutes), to zero.
A specific ANN architecture (4 4 1) trained with the Levenberg Marquardt algorithm diminished the number of outliers, during its implementation to unseen data (barbiturates), to zero.
The beta version of eCRF system tested at each actual site before full implementation, to ensure data capture system and to reduce user error.
Start of full implementation to endline data collection was 12 months in Malawi (June 2010 June 2011), 17 months in Nepal (January 2010 June 2011), 14 months in Bangladesh (April 2009 June 2010), and 25 months in Uganda (August 2009 September 2011).
We then used a publicly available dataset to test the reliability of the implementation applied to data analysis: we expected an activation of the TLR3 pathway, because the dataset contained dendritic cells stimulated with poly(I C), a synthetic homolog of the dsRNA recognized by the receptor.
The children's ability to identify as well as show an understanding of specific economic concepts was assessed three times: (i) before programme implementation to obtain baseline data, (ii) soon after programme implementation to evaluate the impact of the programme, and (iii) one month after the end of the programme to test the stability of the change over time.
CK and SB designed the study, provided technical support during its implementation, and contributed to data analysis and interpretation.
This method applied an in-house single-linkage implementation to our BLAST similarity data.
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