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Reporting data collection, computation, and decision-making standards should be required.
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We thank the National Center for Protein Sciences (Beijing, China) for providing resources for data collection and computation.
Our view of biostatistics encompasses all aspects of the scientific method, from study design and data collection to computation, statistical analysis and interpretation of findings.
We thank the Tsinghua University Cryo-EM FaChinay of ChiNational Center for Protein Sciencesces (Beijing) for providing resources for data collection and computation.
Perhaps surprisingly, the rest of long-tail physical science has not implemented similar practices in data collection and computation.
What are the limitations of the proposed surveillance measure, given that, as is likely, practical issues of data collection and computation can be readily addressed by appropriate information technology?
As data collection and computation becomes cheaper, the role of observational studies in clinical medicine is unlikely to diminish [ 6].
Although small pilot studies to assess data collection, indicator computation, data sending and data analyses are commonly executed prior to national PI implementation [ 6], thorough evaluations of reliability and validity of the PIs after implementation, are scarce [ 8, 9].
More commonly, I think, a given result arises from a combination of experiment ("data collection") and computation ("data analysis"), and comparisons can only be made between attempts incorporating both.
In many quality indicator programs, (e.g. in the USA: AHRQ, Kaiser Permanente, Veteran Affairs Quality program; Denmark: IKAS; Germany: BQS) the coordinating organizations are responsible for PI data collection and computation, as opposed to programs that rely on self-report of the participating hospitals.
The data collection and indicator computation strategies of the hospitals were substantially heterogenic.
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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