Table 2.
Statistical methodological approaches for the determination of associative multimorbidity.
| Author, year, country | Statistical analysis | Patterns of multimorbidity | Stratification variables | Proximity measures | Type of clustering algorithm | Pattern number determination criteria (statistical) | |
|---|---|---|---|---|---|---|---|
| 1 | Garin et al., 2015, China and India [17] | Exploratory factor analysis | Disease clusters | No | Tetrachoric correlation matrix | NS | Scree plot test and parallel analysis |
| Exploratory factor analysis | Disease clusters | No | Tetrachoric correlation matrix | NS | Scree plot test and parallel analysis | ||
|
| |||||||
| 2 | Hussain et al., 2015, Indonesia [18] | Observed/expected ratio | Dyads and triads | Yes (by age and sex) | NA | Conditional probability | Chi-square test |
|
| |||||||
| 3 | Wang et al., 2015, China [19] | Observed/expected ratio | Dyads | No | NA | NS | Logistic regression |
| Exploratory factor analysis | Disease clusters | No | Tetrachoric correlation matrix | NS | Eigenvalues ≥ 1.0 | ||
|
| |||||||
| 4 | Wang et al., 2015, China [20] | Logistic regression | Dyads | Yes (by age and sex) | NA | Conditional probability | Adjusted odds ratio > 3.0 |
|
| |||||||
| 5 | Gu et al., 2017, China [21] | Observed/expected ratio | Dyads | Yes (by age and sex) | NA | Conditional probability | Logistic regression |
| Exploratory factor analysis | Disease clusters | Yes (by age and sex) | Correlation matrix | Principal factor method | Eigenvalues ≥ 1.0 | ||
|
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| 6 | Gu et al., 2018, China [22] | Exploratory factor analysis | Disease clusters | No | Tetrachoric correlation matrix | Principal factor method | Eigenvalues ≥ 1.0 |
|
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| 7 | Aoki et al., 2018, Japan [23] | Exploratory factor analysis | Disease clusters | No | Tetrachoric/polychoric correlation matrix | NS | Scree plot test and parallel analysis |
|
| |||||||
| 8 | Yao et al., 2019, China [24] | Hierarchical cluster analysis | Disease clusters | Yes (by sex and residential regions) | Yule's Q distance | Average linkage | NS |
NS: not stated.