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We utilised available data and statistical modelling techniques to estimate the long term effects and associated cost effectiveness, from a healthcare system perspective, of dark chocolate consumption in a population with metabolic syndrome at high risk of cardiovascular disease.
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The current research did not require separate ethical approval as the study utilised publicly available data and patients who made the adverse drug reactions (ADR) reports remained anonymous to the researchers.
Spatial predictive probability modelling was of value in the current study, enabling us to utilise publicly available data, and to extrapolate results to both the surveyed and non-surveyed households.
We recommend that for future guidelines, professional societies on both sides of the Atlantic acknowledge the current confusion about the terminologies on treatment delays in STEMI and uncertainties in utilising available data for information regarding the proper treatment for various patient subsets, and avoid recommendations that may have deleterious consequences.
In our modelling pipeline we utilised three modelling frameworks in sequence to fully exploit the available data and investigate different aspects of the system on appropriate levels of abstraction.
The algorithm to utilise available staging data to reach a TNM classification may improve this in future data sets [ 29].
Criteria for exclusion were specific to each outcome and utilised any available data collected during period from age 11-16 years. 11-16 years
The indicators of pre-existing problems were specific to each outcome and utilised any available data collected during the period from age 11 to 16 years.
Finally, in order to determine if gene changes caused specifically by loss of estrogen receptor are also present in the genes of LTED cells and AI –treated patients, we utilised publically available data (Gene expression omnibus number: GSE27473) of MCF7 cells treated with siRNA against the estrogen receptor [ 21].
It is important therefore to utilise the available data continually to monitor cervical incidence and mortality rates in these populations.
Linear mixed-effects models utilise all available data to provide unbiased estimates of the mean difference between groups in the presence of missing at random data and hence form an intention to treat (ITT) analysis [ 96].
Write better and faster with AI suggestions while staying true to your unique style.
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