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We tried to compensate for this by using the telemetry tool to record multiple micturition events per dog thereby maximising available data.
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The use of probabilistic record linkage to combine information from multiple data sets allows for the development of algorithmic approaches for filling in missing data on one data set with information from other data sets [ 19, 20], or calculating a best practice indicator maximising available information across multiple data sets.
Structural equation models were fitted using Full Information Maximum Likelihood estimation to allow maximising the available data with missing values 30 under the assumption of data missing at random.
This was done to maximise the available data and to avoid the effects of discrepancies in laboratory diagnostic capacities between different states.
To maximise the available data it was decided to analyse each individual's fall rate as falls per month (counting only months for which the participant was living at the home).
As longitudinal sampling weights were only available for participants present at all waves, analyses were carried out unweighted to maximise use of available data.
In this way, power is maximised by using all available data points in a statistically appropriate manner.
The scores for women who had completed at least three of the six items (50%) were prorated to maximise the use of available data.
To maximise the use of available data, birth weight was included in all models as a three category variable (normal (BW > = 2500 gm), low birth weight (BW <2500 gm) and birth weight not recorded).
Limited families within the study have complete information on all family members but the mixed model maximises the use of the available data.
CRIS is a de-identified psychiatric database sourced from EHRs, which protects patient anonymity and maximises data available for research.
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