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. Author manuscript; available in PMC: 2022 May 1.
Published in final edited form as: Med Care. 2021 May 1;59(5):402–409. doi: 10.1097/MLR.0000000000001527

Table 2.

Multimorbidity Latent Classes in 1998 and 2014.

1998 (N = 17,297) 2014 (N = 6,944)
Number of Classes BIC VLMR LR χ2, df (p) BIC VLMR LR χ2, df (p)
1 121548.00 58440.431
2 117987.536 3409.668, 9 (< 0.001) 57133.955 1216.451, 9 (<0.001)
3 117818.965 257.036, 9 (< 0.001) 57030.059 150.501, 9 (< 0.001)
Disease Class in 1998 Conditional probability (p) Class in 2014 Conditional probability (p)
Hypertension MINIMAL 0.12 (0.309) CV-MSK 0.43 (<0.001)
Diabetes DISEASE 0.03 (0.084) 0.08 (0.005)
Cancer 0.08 (<0.001) 0.22 (<0.001)
Lung disease 0.05 (<0.001) 0.09 (<0.001)
Heart disease 0.07 (<0.001) 0.17 (<0.001)
Stroke 0.01 (0.274) 0.03 (0.001)
Arthritis 0.36 (<0.001) 0.66 (<0.001)
Depressive symptoms 0.09 (<0.001) 0.06 (<0.001)
Hypertension CV-MSK 0.75 (<0.001) CV-MSK-METAB 0.92 (<0.001)
Diabetes 0.18 (0.005) 0.42 (<0.001)
Cancer 0.10 (<0.001) 0.20 (<0.001)
Lung disease 0.02 (0.324) 0.04 (0.267)
Heart disease 0.19 (0.001) 0.32 (<0.001)
Stroke 0.06 (0.05) 0.10 (<0.001)
Arthritis 0.52 (<0.001) 0.73 (<0.001)
Depressive symptoms 0.12 (<0.001) 0.05 (<0.001)
Hypertension CV-MSK-MENTAL 0.71 (<0.001) MULTISYSTEM 0.92 (<0.001)
Diabetes 0.29 (<0.001) 0.40 (<0.001)
Cancer 0.17 (<0.001) 0.27 (<0.001)
Lung disease 0.26 (<0.001) 0.32 (<0.001)
Heart disease 0.60 (<0.001) 0.70 (<0.001)
Stroke 0.19 (<0.001) 0.24 (<0.001)
Arthritis 0.80 (<0.001) 0.95 (<0.001)
Depressive symptoms 0.36 (<0.001) 0.28 (<0.001)

Abbreviations: BIC = Bayesian Information Criteria, VLMR LR = Vuong-Lo-Mendell-Rubin likelihood ratio test, df = degrees of freedom; CV-MSK = Cardiovascular-Musculoskeletal; CV-MSK-MENTAL = Cardiovascular-Musculoskeletal-Mental; CV-MSK-METAB = Cardiovascular-Musculoskeletal-Metabolic. Notes: p-values based on bootstrapped VLMR test, which is supported by simulation work showing better performance at class comparison test and was used without complex sampling design adjustments because these are not available for these tests.