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The author's interpretation of the "meanings" within each narrative was informed and refined through analysis of interviews with the lecturers, and focus groups with students.
Criteria for assigning DG marker genotypes was further refined through analysis of sequences obtained from DG markers located in homozygous haplotypes.
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The lattice parameter and atomic positions of Bi2WO6 structure were refined through Reitveld analysis.
These trends were further refined through the analysis of the D. geothermalis sequence, and the unique features of the Deinococcus lineage were used to better define the pathways implicated in extreme radiation resistance (Table S2).
The themes were refined through ongoing analysis.
Emergent data categories were refined through comparative analysis between the authors and collapsed after review into agreed final coding areas.
The resulting miRNA biomarkers were refined through bioinformatics analysis to generate classifiers that allow differentiation among the various pancreatic cystic neoplasms.
Their de-identified interview transcripts were independently coded into themes and emergent data categories were refined through comparative analysis between the authors.
CA of codon usage data is a widely used method in sequence analysis, which can be refined through internal correspondence analysis (ICA) to account for the variability in amino acid composition between proteins as a confounding factor when one wants to analyze synonymous codon usage variability.
It was further refined through exploratory factor analysis and validated against existing measures of genetic knowledge and researcher trust.
The wealth index is a composite measure, developed through selection of key elements of living standards and refined through principal components analysis (35– 35).
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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