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Discovery of valid and clinically informative diagnostics of human biological age (combined with disease-specific biomarkers) has the potential to alter current drug-discovery strategies, aid clinical trial recruitment and maximize healthy ageing.
(In older papers the term data mining has also been used, but the meaning of this has shifted toward discovery of valid patterns in databases).
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While there may be genuine discoveries of valid arguments that we had not previously recognised as such, it is another thing entirely to think that these discoveries require empirical investigation.
Likewise, nothing unconscious, delivered in dreams, produced by a sudden flash of insight, made evident by a chance observation (like the discovery of penicillin) counts as a valid way of knowing the truth, either.
Furthermore, protein coding RNAs are resistant to frame shifts and they have many more silent mutations than other parts of genome; such observations which can be used towards the discovery of protein coding genes are not valid for ncRNA genes.
Check your state's statutes or with an attorney to determine if your state recognizes the discovery of a new Will as a valid reason for reopening an estate.
Most importantly, the lack of valid biomarkers is often a result of an inadequate set up of the discovery and validation stages [15].
Potential impediments to novel drug discovery include the continued use of symptom based disease definitions which leads to etiological and pathophysiological heterogeneity, lack of valid preclinical models for drug testing, and design limitations in clinical trials.
This article reviews the steps needed in the design and execution of valid microarray experiments so that global gene expression data can play a major role in the pursuit of future biological discoveries that will impact drug development.
You make a lot of valid points.
*Number of valid observations.
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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