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In future a more standardized process (physician/radiologist technician training, software algorithm segmentation, quality of printers…) must be applied to allow a safe use of these models in clinical practice worldwide.
These shortcomings of visual registration could be minimized by software registration which is inherently a more standardized process, less prone to human input and human error.
What can be encouraged, however, is adopting a more standardized process for peer review that focuses on full and transparent reporting of not only data generation and analysis but also on the manuscript review process itself.
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They include a strengthened control environment; more reliable documentation; increased audit committee involvement; better, less burdensome compliance with other statutory regimes; more standardized processes for IT and other functions; reduced complexity of organizational processes; better internal controls within partner companies; and more effective use of both automated and manual controls.
The new revisions also appear to dictate a more standardized and open process of classifying and declassifying information, and they assign term limits of protection to secrets at different levels of government, from 10 to 30 years.
In order to continue providing high-quality service and mitigating risk across our supply chain, we needed to have a simpler and more standardized source-to-settle process.
Even before that, Sharethrough was offering native advertising units, but the platform made the process more standardized and scalable for a large number of publishers and advertisers.
Though challenging to implement at a reasonable cost, such services may provide a more effective research environment that will improve patient safety, increase economic and medical efficiency, and provide a more standardized and regulatory-compliant process for conducting research.
We've already seen ways to make routine processes more standardized, which in turn allows us to focus on innovation, on new clinical approaches and breakthroughs.
Second, to address the root cause of litigation, i.e. inadequate service quality or a conflict of interest, firms will eventually use more standardized recruiting and training processes intended to lower the chances of having insufficiently qualified professionals; this will lead to standardization of skills, which in itself serves to improve service quality.
The increased availability of electronic medical records holds great promise for clinical and health services research, but there is a need for more efficient and standardized processes that facilitate identification and recruitment of patients for these kinds of pragmatic studies.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com