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Our study and prior available data, however, suggest that chronological age alone is probably insufficient to discriminate triage decisions on ICU admission.
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Selection of a systems model structure is usually based on different considerations on the basis of prior knowledge of the underlying mechanism only, available data and/or prior knowledge of the mechanism, or a desire to explore the ability of unknown mechanisms to describe data.
More specifically, data fusion techniques can be used to "update" the transferred fit based on the available data prior to prediction.
Upon recruitment, all available data prior to entry to TAHOD (considered as retrospective data) are extracted from patient case notes.
Where serial surveys using the same methodology were available, data prior to 2000 was included to establish physical activity trends.
At least 1 year of available data prior to study entry were required to assess patient's medical history for exclusion criteria and risk factors.
Missing data were replaced with a conservative approach that would not influence the mean of the whole distribution, by means that were calculated from available data prior to analysis [ 31].
The prior information elasticity is then used to quantify the responsiveness of the KLD values to the change of prior distributions and length of available data.
In the absence of a gold standard true prevalence was obtained, using a Bayesian approach, with a model that uses both available data and prior information.
The modular design and tunable parameterisation of SuRFR allows for the simple and efficient incorporation of publicly available data and prior biological knowledge into the ranking scheme.
That is, typically many different models are consistent with the available data, and prior knowledge must be used to further narrow down the space of candidate models.
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