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Exact(5)
Those identified by diagnosis-based models had the highest number of manageable conditions compared to models including prior expenditures.
Therefore, the performance of models including prior expenditures should be better in Taiwan than in the United States.
This strong correlation also led to the situation where the top groups identified by models including prior expenditures had higher prior expenditures than those identified by models without prior expenditures.
Taking the top 0.5% as an example, the overlap of identified top users between two diagnosis-based models was only 0.07% while that between two models including prior expenditures was also not perfect (only 0.36%).
When looking at specific conditions, the predicted top groups by diagnosis-based only model generally had higher prevalence of asthma, hypertension, and COPD; those by models including prior expenditures usually had higher prevalence of depression.
Similar(55)
Second, an admixture model including prior information on sampling localities was used (except for Icelandic eels which were included without population information), to estimate the admixture proportions more precisely.
Bayesian variable selection is coherent but requires specifying a full joint model, including priors on parameters and the model space.
In the logistic regression analysis, variables retained in the full model included prior TB, MDR-TB contact within family, abnormal lung exam, and cavitary pattern in the chest radiographs (adjusted R2 = 21.%, p<0·001).
This model included prior knowledge based on the selection of groups of genes.
The final covariate DP model included prior taxane treatment (yes/no) related to PSA0, and NTRT related to KD (Table 2).
Individual variables that were eliminated in the process of obtaining the most parsimonious model included: prior use of mental health services by the child or the carer; CBCL total score and subscales; household income; benefit card status; carer education; SEIFA; birth weight; gestational age; breastfeeding status; child's IQ; and child's academic performance in school.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com