| Literature DB >> 30143020 |
Jue-Zong Yeh1, Chung-Jen Wei2, Shuen-Fu Weng3,4, Cheng-Yu Tsai5, Jia-Hui Shih5, Chung-Liang Shih6, Chiung-Hsuan Chiu7.
Abstract
BACKGROUND: To examine the association between health literacy, level of disease knowledge, and adherence behavior among patients with type 2 diabetes.Entities:
Keywords: Adherence behavior; Diabetes-specific health knowledge; Diabetes-specific health literacy
Mesh:
Year: 2018 PMID: 30143020 PMCID: PMC6108149 DOI: 10.1186/s12889-018-5972-x
Source DB: PubMed Journal: BMC Public Health ISSN: 1471-2458 Impact factor: 3.295
Fig. 1Conceptual framework
Model fit statistics
| Health Literacy | Diabetes-Specific Health Knowledge | Adherence Behavior | Fitting Index | |
|---|---|---|---|---|
| Overall Model Fit | ||||
| Chi-square | 100.23 | 580.32 | 44.35 | Smaller is better |
| RMSEA | 0.03 | 0.05 | 0.08 | < 0.05 |
| Absolute Fit | ||||
| GFI | 0.98 | 0.95 | 0.98 | > 0.9 |
| AGFI | 0.97 | 0.93 | 0.95 | > 0.9 |
| Comparative Fit | ||||
| NNFI | 0.85 | 0.67 | 0.81 | > 0.9 |
| CFI | 0.89 | 0.73 | 0.91 | > 0.9 |
| ECVI | 0.14 | 0.62 | 0.06 | Smaller is better |
| Parsimonious Fit | ||||
| PNFI | 0.62 | 0.55 | 0.45 | > 0.5 |
| PGFI | 0.61 | 0.70 | 0.33 | > 0.5 |
Health literacy includes functional literacy, communicative literacy, and critical literacy
Diabetes-specific health knowledge includes healthy diet, exercise, glycemic monitoring, problem solving, risk reduction, and healthy coping
Fig. 2Confirmatory factor analysis of the 3 dimensions of health literacy. (n = 1059)
Fig. 3Confirmatory factor analysis of the 6 dimensions of diabetes-specific health knowledge (DSHK). (n = 1059)
Health literacy and diabetes-specific health knowledge by demographics and health factors (N = 1059)
| Health Literacy (0~ 11) | Diabetes-Specific Health Knowledge (0~ 20) | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| N(%) | FUN | COM | CRI | DIET | EXER | MONI | SOLV | RISK | COPING | |
| Range | (0–2) | (0–4) | (0–5) | (0–5) | (0–1) | (0–2) | (0–1) | (0–5) | (0–6) | |
| Age (years) | ||||||||||
| 20–29 | 14(1.3) | 1.86(0.36) | 4.00(0.00) | 4.14(0.53) | 3.86(0.36) | 1.00(0.00) | 1.29(0.83) | 1.00(0.00) | 4.79(0.58) | 5.14(0.66) |
| 30–39 | 53(5.0) | 1.64(0.56) | 3.89(0.38) | 3.98(0.75) | 3.77(0.72) | 1.00(0.00) | 1.45(0.54) | 1.00(0.00) | 4.55(0.89) | 5.26(0.88) |
| 40–49 | 172(16.3) | 1.72(0.52) | 3.66(0.60) | 4.08(0.84) | 3.83(0.72) | 0.99(0.08) | 1.24(0.51) | 0.99(0.08) | 4.53(0.69) | 5.31(0.84) |
| 50–59 | 392(37.1) | 1.70(0.54) | 3.70(0.62) | 4.14(0.82) | 3.93(0.70) | 0.99(0.09) | 1.27(0.54) | 0.96(0.19) | 4.63(0.69) | 5.11(0.93) |
| Over 60 | 426(40.3) | 1.60(0.59) | 3.66(0.66) | 4.00(0.86) | 3.81(0.79) | 0.99(0.12) | 1.24(0.50) | 0.97(0.18) | 4.54(0.72) | 5.08(0.94) |
| | 0.010* | 0.005** | 0.126 | 0.032* | 0.455 | 0.250 | 0.153 | 0.366 | 0.005** | |
| HbA1C (%) | ||||||||||
| Under 7.0 | 407(38.4) | 1.70(0.52) | 3.72(0.64) | 3.99(0.80) | 3.84(0.69) | 0.99(0.70) | 1.31(0.53) | 0.98(0.14) | 4.57(0.72) | 5.21(0.86) |
| Over 7.1 | 652(61.6) | 1.65(0.58) | 3.68(0.60) | 4.12(0.84) | 3.87(0.77) | 0.99(0.11) | 1.23(0.52) | 0.97(0.18) | 4.57(0.71) | 5.10(0.95) |
| | 0.159 | 0.327 | 0.016* | 0.483 | 0.184 | 0.016* | 0.154 | 0.922 | 0.042* | |
| Gender | ||||||||||
| Male | 539(50.9) | 1.64(0.56) | 3.67(0.64) | 4.12(0.83) | 3.88(0.75) | 0.99(0.10) | 1.27(0.52) | 0.97(1.70) | 4.61(0.73) | 5.17(0.89) |
| Female | 520(49.1) | 1.69(0.55) | 3.72(0.58) | 4.02(0.83) | 3.83(0.73) | 0.99(0.10) | 1.25(0.53) | 0.97(1.62) | 4.53(0.69) | 5.10(0.95) |
| | 0.087 | 0.250 | 0.051 | 0.307 | 0.972 | 0.295 | 0.753 | 0.062 | 0.133 | |
| Educational Attainment | ||||||||||
| Primary School or Lower | 251(23.7) | 1.63(0.59) | 3.57(0.72) | 4.02(0.84) | 3.72(0.87) | 0.99(0.12) | 1.23(0.49) | 0.97(0.18) | 4.43(0.81) | 4.85(1.05) |
| Junior high | 185(17.5) | 1.65(0.58) | 3.76(0.54) | 4.13(0.81) | 4.06(0.69) | 0.99(0.07) | 1.36(0.53) | 0.97(0.17) | 4.59(0.75) | 5.26(0.86) |
| Senior high | 364(34.4) | 1.68(0.54) | 3.70(0.66) | 4.11(0.83) | 3.88(0.67) | 0.99(0.10) | 1.22(0.51) | 0.99(0.12) | 4.62(0.63) | 5.16(0.96) |
| College or Higher | 259(24.5) | 1.69(0.53) | 3.72(0.54) | 3.98(0.84) | 3.76(0.76) | 0.99(0.11) | 1.26(0.55) | 0.96(0.19) | 4.59(0.72) | 5.25(0.84) |
| | 0.523 | 0.018* | 0.124 | <.001*** | 0.810 | 0.017* | 0.290 | 0.007** | <.001*** | |
| Patient Caregiver | ||||||||||
| Self | 611(57.7) | 1.62(0.59) | 3.66(0.64) | 3.98(0.85) | 3.80(0.75) | 0.99(0.08) | 1.20(0.50) | 0.97(0.17) | 4.55(0.72) | 5.12(0.91) |
| Others | 98(9.3) | 1.64(0.57) | 3.59(0.80) | 4.11(0.83) | 3.78(0.81) | 0.98(0.13) | 1.18(0.47) | 0.96(0.19) | 4.63(0.65) | 5.07(1.14) |
| Self + Others | 350(33.1) | 1.77(0.47) | 3.79(0.52) | 4.19(0.79) | 3.92(0.75) | 0.98(0.13) | 1.37(0.55) | 0.98(0.14) | 4.56(0.75) | 5.14(0.97) |
| | <.001*** | 0.006** | 0.001** | 0.046* | 0.381 | <.001*** | 0.475 | 0.533 | 0.815 | |
| Specialty Visited | ||||||||||
| Endocrinology & Metabolism | 654(61.9) | 1.64(0.58) | 3.70(0.61) | 4.05(0.83) | 3.80(0.78) | 0.99(0.10) | 1.29(0.55) | 0.97(0.17) | 4.58(0.71) | 5.12(0.92) |
| Others | 402(38.1) | 1.72(0.51) | 3.68(0.63) | 4.11(0.82) | 3.95(0.65) | 0.99(0.09) | 1.21(0.48) | 0.97(0.16) | 4.56(0.72) | 5.16(0.92) |
| | 0.033* | 0.551 | 0.238 | 0.001** | 0.598 | 0.007** | 0.873 | 0.598 | 0.451 | |
| Insulin Use | ||||||||||
| Yes | 160(15.1) | 1.56(0.60) | 3.71(0.63) | 3.99(0.79) | 3.82(0.79) | 0.99(0.11) | 1.35(0.50) | 0.95(0.22) | 4.58(0.76) | 5.14(0.91) |
| No | 899(84.9) | 1.69(0.55) | 3.69(0.61) | 4.09(0.73) | 3.86(0.73) | 0.99(0.09) | 1.25(0.53) | 0.98(0.15) | 4.57(0.70) | 5.14(0.92) |
| | 0.016* | 0.745 | 0.183 | 0.494 | 0.665 | 0.022* | 0.159 | 0.862 | 0.982 | |
| Health Care Facility Accreditation Level | ||||||||||
| Medical Center | 232(21.9) | 1.56(0.62) | 3.69(0.63) | 3.90(0.87) | 3.59(0.80) | 0.99(0.09) | 1.30(0.55) | 0.96(0.19) | 4.47(0.88) | 5.20(0.83) |
| Regional Hospital | 314(29.7) | 1.67(0.57) | 3.73(0.62) | 4.13(0.86) | 4.02(0.67) | 0.99(0.08) | 1.31(0.53) | 0.98(0.14) | 4.74(0.49) | 5.29(0.83) |
| District Hospital | 165(15.6) | 1.68(0.55) | 3.71(0.53) | 4.04(0.71) | 3.76(0.80) | 0.98(0.13) | 1.24(0.58) | 0.96(0.19) | 4.55(0.63) | 4.64(1.11) |
| Community Clinic | 348(32.9) | 1.74(0.49) | 3.66(0.64) | 4.14(0.81) | 3.93(0.67) | 0.99(0.09) | 1.21(0.46) | 0.97(0.16) | 4.50(0.77) | 5.19(0.88) |
| | 0.004** | 0.586 | 0.006** | <.001*** | 0.637 | 0.073 | 0.536 | <.001*** | <.001*** | |
| Residential Region | ||||||||||
| Northern | 466(44.0) | 1.67(0.57) | 3.67(0.65) | 4.16(0.89) | 3.89(0.82) | 0.99(0.08) | 1.21(0.54) | 0.97(0.16) | 4.58(0.73) | 5.14(0.98) |
| Central | 251(23.7) | 1.78(0.47) | 3.83(0.42) | 4.20(0.76) | 3.83(0.59) | 0.98(0.14) | 1.27(0.45) | 0.96(0.19) | 4.53(0.67) | 5.04(0.90) |
| Southern | 299(28.2) | 1.56(0.58) | 3.62(0.67) | 3.85(0.75) | 3.84(0.71) | 1.00(0.06) | 1.32(0.54) | 0.97(0.16) | 4.62(0.71) | 5.27(0.82) |
| Eastern & Outlying Islands | 43(4.1) | 1.91(0.29) | 3.83(0.49) | 3.91(0.61) | 3.67(0.78) | 0.98(0.15) | 1.37(0.58) | 1.00(0.00) | 4.47(0.77) | 4.72(0.93) |
| | <.001*** | <.001*** | <.001*** | 0.222 | 0.319 | 0.017* | 0.616. | 0.321 | <.001*** | |
FUN functional literacy, COM communicative literacy, CRI critical literacy, DIET healthy diet, EXER exercise, MONI glycemic monitoring, SOLV problem solving, RISK risk reduction, COPING healthy coping
* p < 0.05,** p < 0.01,*** p < 0.001
Adherence behavior by demographics and health factors (N = 1059)
| Adherence Behaviors | |||||||
|---|---|---|---|---|---|---|---|
| N(%) | Dietary Adherence | Body Weight Monitoring | Glycemic Monitoring | Medication Adherence | Exercise Adherence | Total Score | |
| Age (years) | |||||||
| 20–29 | 14(1.3) | 3.36(1.39) | 2.93(1.39) | 2.71(1.82) | 2.64(1.39) | 2.69(1.65) | 14.77(4.87) |
| 30–39 | 53(5.0) | 2.87(1.42) | 2.49(1.54) | 2.78(1.46) | 3.80(1.16) | 2.02(1.59) | 13.49(4.61) |
| 40–49 | 172(16.3) | 3.21(1.42) | 2.52(1.33) | 2.60(1.66) | 3.85(0.99) | 2.15(1.67) | 14.40(4.55) |
| 50–59 | 392(37.1) | 3.41(1.42) | 2.53(1.35) | 2.53(1.66) | 3.96(0.89) | 2.43(1.67) | 14.80(4.19) |
| Over 60 | 426(40.3) | 3.50(1.46) | 2.60(1.47) | 2.68(1.75) | 4.04(0.95) | 2.84(1.76) | 15.64(4.22) |
| | 0.017* | 0.771 | 0.685 | < 0.001*** | < 0.001*** | 0.001** | |
| HbA1C (%) | |||||||
| Under 7.0 | 407(38.4) | 3.52(1.37) | 2.65(1.38) | 2.79(1.66) | 3.98(0.91) | 2.75(1.72) | 15.69(4.05) |
| Over 7.1 | 652(61.6) | 3.30(1.48) | 2.50(1.42) | 2.51(1.70) | 3.93(1.00) | 2.40(1.72) | 14.61(4.43) |
| | 0.015* | 0.091 | 0.009** | 0.371 | 0.001** | < 0.001*** | |
| Gender | |||||||
| Male | 539(50.9) | 3.26(1.51) | 2.46(1.41) | 2.57(1.67) | 3.92(0.95) | 2.48(1.76) | 14.67(4.36) |
| Female | 520(49.1) | 3.51(1.36) | 2.67(1.39) | 2.67(1.72) | 3.98(0.98) | 2.60(1.69) | 15.41(4.25) |
| | 0.006** | 0.013* | 0.334 | 0.298 | 0.253 | 0.007** | |
| Educational Attainment | |||||||
| Primary school or lower | 251(23.7) | 3.57(1.50) | 2.44(1.48) | 2.56(1.79) | 4.00(1.03) | 2.66(1.83) | 15.19(4.50) |
| Junior High | 185(17.5) | 3.33(1.40) | 2.37(1.28) | 2.41(1.58) | 3.93(0.87) | 2.17(1.76) | 14.23(4.00) |
| Senior High | 364(34.4) | 3.31(1.39) | 2.60(1.36) | 2.65(1.67) | 4.03(0.84) | 2.48(1.70) | 15.08(4.41) |
| College or Higher | 259(24.5) | 3.35(1.48) | 2.76(1.44) | 2.78(1.69) | 3.81(1.12) | 2.75(1.58) | 15.39(4.21) |
| | 0.146 | 0.010* | 0.148 | 0.041* | 0.003** | 0.042* | |
| Patient Caregiver | |||||||
| Self | 611(57.7) | 3.28(1.49) | 2.48(1.41) | 2.43(1.77) | 3.97(1.01) | 2.65(1.73) | 14.78(4.30) |
| Others | 98(9.3) | 3.38(1.54) | 2.68(1.47) | 2.57(1.72) | 3.80(1.12) | 2.07(1.82) | 14.45(4.44) |
| Self + Others | 350(33.1) | 3.57(1.30) | 2.66(1.37) | 2.96(1.47) | 3.95(0.84) | 2.47(1.67) | 15.62(4.27) |
| | 0.012* | 0.113 | < 0.001*** | 0.289 | 0.006** | 0.008** | |
| Specialty Visited | |||||||
| Endocrinology & Metabolism | 654(61.9) | 3.49(1.40) | 2.68(1.43) | 2.77(1.67) | 3.94(0.97) | 2.64(1.70) | 15.49(4.24) |
| Others | 402(38.1) | 3.20(1.50) | 2.37(1.34) | 2.37(1.71) | 3.97(0.97) | 2.37(1.76) | 14.26(4.37) |
| | 0.002** | < 0.001*** | < 0.001*** | 0.698 | 0.015* | < 0.001*** | |
| Insulin Use | |||||||
| Yes | 160(15.1) | 3.29(1.40) | 2.55(1.52) | 3.08(1.60) | 3.76(1.08) | 2.34(1.75) | 14.50(4.74) |
| No | 899(84.9) | 3.40(1.45) | 2.56(1.38) | 2.54(1.69) | 3.98(0.94) | 2.57(1.72) | 15.11(4.25) |
| | 0.357 | 0.923 | < 0.001*** | 0.028* | 0.113 | 0.136 | |
| Health Care Facility Accreditation Level | |||||||
| Medical Center | 232(21.9) | 2.95(1.68) | 2.54(1.60) | 2.43(1.81) | 3.88(1.08) | 2.71(1.69) | 14.55(4.74) |
| Regional Hospital | 314(29.7) | 3.52(1.26) | 2.74(1.33) | 2.82(1.58) | 3.89(1.03) | 2.61(1.74) | 15.53(4.11) |
| District Hospital | 165(15.6) | 3.68(1.32) | 2.60(1.43) | 2.74(1.68) | 3.94(0.90) | 2.52(1.69) | 15.39(4.44) |
| Community Clinic | 348(32.9) | 3.41(1.42) | 2.40(1.30) | 2.51(1.69) | 4.05(0.84) | 2.37(1.75) | 14.72(4.10) |
| | < 0.001*** | 0.022* | 0.025* | 0.136 | 0.110 | 0.022* | |
| Residential Region | |||||||
| Northern | 466(44.0) | 3.09(1.45) | 2.60(1.45) | 2.45(1.66) | 3.96(0.98) | 2.28(1.71) | 14.38(4.25) |
| Central | 251(23.7) | 4.06(1.19) | 2.90(1.35) | 2.95(1.73) | 4.13(0.78) | 3.00(1.58) | 16.93(4.24) |
| Southern | 299(28.2) | 3.23(1.46) | 2.29(1.30) | 2.60(1.65) | 3.81(1.05) | 2.56(1.77) | 14.55(4.08) |
| Eastern & Outlying Islands | 43(4.1) | 3.69(1.26) | 2.12(1.40) | 2.63(1.80) | 3.74(1.00) | 2.40(1.92) | 14.50(4.11) |
| | < 0.001*** | < 0.001*** | 0.002** | 0.001** | < 0.001*** | < 0.001*** | |
Total score = dietary adherence + body weight monitoring + glycemic monitoring + medication adherence + exercise adherence
* p < 0.05,** p < 0.01,*** p < 0.001
Pearson correlations between sub-dimensions of health literacy or diabetes-specific health knowledge and adherence behavior
| FUN | COM | CRI | DIET | EXER | MONI | SOLV | RISK | COPING | |
|---|---|---|---|---|---|---|---|---|---|
| COM | .26** | – | |||||||
| CRI | .21** | .22** | – | ||||||
| DIET | .15** | .14** | .27** | – | |||||
| EXER | −.01 | .05 | .02 | .11** | – | ||||
| MONI | .17** | .10** | .08* | .14** | .03 | – | |||
| SOLV | .08* | .13** | .07* | .14** | .10** | .03 | – | ||
| RISK | .07* | .14** | .03 | .35** | .07* | .10** | .20** | – | |
| COPING | .09** | .16** | .11** | .30** | .07* | .17** | .12** | .33** | – |
| TOTAL | .02 | −.03 | −.05 | −.04 | −.12** | .05 | −.03 | .03 | −.01 |
FUN functional literacy, COM communicative literacy, CRI critical literacy, DIET healthy diet, EXER exercise, MONI glycemic monitoring, SOLV problem solving, RISK risks reduction, COPING healthy coping, TOTAL total adherence behavior score
* p < 0.05,** p < 0.01,*** p < 0.001
Hierarchical liner modeling of the relationship of health literacy and diabetes-specific health knowledge with adherence behavior
| Independent | Dependent | Health Literacy a | Diabetes-Specific Health Knowledgeb | Adherence Behavior | |
|---|---|---|---|---|---|
| Model 1c | Model 2d | ||||
| β coefficient | β coefficient | β coefficient | β coefficient | ||
| Age | −0.01* | −0.01 | 0.08*** | 0.08*** | |
| Gender (Female) | |||||
| Male | −0.02 | 0.12 | −0.75** | −0.83** | |
| Educational Attainment (Primary school or less) | |||||
| Junior High | 0.25 | 0.68*** | 0.03 | 0.28 | |
| Senior High | 0.18 | 0.41* | 1.13** | 1.43** | |
| College Or Higher | 0.20 | 0.35 | 1.84*** | 2.01*** | |
| Residential Area (Northern) | |||||
| Central | 0.28* | −0.12 | 2.43*** | 2.20*** | |
| Southern | −0.46*** | 0.20 | 0.15 | −0.09 | |
| Eastern & Outer Islands | 0.14 | −0.37 | 0.21 | 0.79 | |
| Patient Caregiver (Self) | |||||
| Others | 0.20 | 0.23 | −0.46 | −0.34 | |
| Self + Others | 0.50*** | 0.44*** | 0.65* | 0.57 | |
| Specialty Visited (Others) | |||||
| Endocrinology & Metabolism | −0.09 | −0.28 | 0.13*** | 1.22*** | |
| Insulin Use (No) | |||||
| Yes | −0.16 | 0.03 | −0.02 | − 0.21 | |
| 【Health Literacy】 | |||||
| Functional Literacy | 0.07 | ||||
| Communicative Literacy | −0.40 | ||||
| Critical Literacy | −0.21 | ||||
| 【Diabetes Knowledge】 | |||||
| Healthy Diet | −0.22 | ||||
| Exercise | −4.03* | ||||
| Glycemic Monitoring | 0.39 | ||||
| Problem Solving | 0.26 | ||||
| Risks Reduction | 0.11 | ||||
| Healthy Coping | −0.004 | ||||
| Random Effect | |||||
| Variance of Health Care Facility Level (Residual) | 0.014(0.020) | 0.211(0.185) | 0.182(0.223) | 0.135(0.194) | |
| Intra-Class Correlation (ICC) | 0.008 | 0.055 | 0.011 | 0.008 | |
| | 0.234 | 0.128 | 0.207 | 0.243 | |
This table reports standardized beta coefficients
Intra-Class Correlation (ICC) = Variance of health care facility level /(Variance of health care facility level + residual)
Regression equations:
ahealth literacy = demographic variables
bdisease-specific health knowledge = demographic variables
cadherence behavior model 1: adherence behavior = demographic variables
dadherence behavior model 2: adherence behavior = demographic variables + health literacy + disease-specific knowledge
* p < 0.05,** p < 0.01,*** p < 0.001