Background
Methods
Data collection
Dependent variables
Independent variables
Data analysis
Results
No. (%) unless otherwise stated | ||
---|---|---|
Caregiverafactors | ||
Age (in years) | Mean (SD) | 50.0 (13.2) |
Gender | Male | 61 (24) |
Female | 195 (76) | |
Ethnicity | Chinese | 147 (57) |
Non-Chinese | 109 (43) | |
Marital status | Married | 201(79) |
Single | 55 (21) | |
Caregiver relationship | Spouse | 155 (60) |
Adult-Child | 74 (29) | |
Sibling | 10 (4) | |
Others | 17 (7) | |
Comorbid conditions | None | 153 (60) |
1 | 57 (22) | |
2 | 24 (9) | |
≥3 | 22 (9) | |
Co-residing with patient | Yes | 227 (89) |
No | 29 (11) | |
Caring for multiple care recipients | Yes | 106 (41) |
No | 150 (59) | |
Revised memory and behavior checklist | ||
Memory problems | Mean (SD) | 5.1 (6.0) |
Depressive behavior problems | Mean (SD) | 3.2 (4.9) |
Disruptive behavior problems | Mean (SD) | 2.7 (3.6) |
Caregiver burden | ||
Oberst caregiving burden scale | Mean (SD) | 31.8 (12.7) |
Zarit burden interview | Mean (SD) | 8.8 (7.9) |
Family conflict | ||
Attitude towards patient | Mean (SD) | 11.4 (4.5) |
Attitude towards caregiver | Mean (SD) | 11.6 (4.4) |
Social support (instrumental) | ||
FDW for general help | Yes | 208 (81) |
No | 48 (19) | |
FDW for stroke patient | Yes | 33 (13) |
No | 223 (87) | |
Social support (perceived) | Mean (SD) | 26.4 (4.9) |
Care management strategies | ||
Positive strategies | Mean (SD) | 34.5 (10.8) |
Negative strategies | Mean (SD) | 11.1 (4.6) |
Patientbfactors | ||
Age (in years) | Mean (SD) | 61.8 (10.5) |
Gender | Male | 165 (64) |
Female | 91(36) | |
Ethnicity | Chinese | 149 (58) |
Non-Chinese | 107 (42) | |
Marital status | Married | 206 (80) |
Single | 50 (20) | |
Ward class | Unsubsidized | 21 (8) |
Subsidized | 235 (92) | |
Charlson Comorbidity Index (during stroke onset) | 1 - 3 | 52 (20) |
4 - 6 | 162 (64) | |
≥ 7 | 42 (16) | |
Stroke type | Ischemic | 227 (89) |
Non-ischemic | 29 (11) | |
Recurrent stroke | Yes | 42 (16) |
No | 214 (84) | |
National Institute of Health Scale | Mild (0-4) | 145 (57) |
Moderately severe (5-14) | 97 (38) | |
Severe (15-24) | 14 (5) | |
Modified rankin scale | No or slight disability (0-2) | 105 (41) |
Moderate or severe disability (3-5) | 151 (59) | |
Mini-mental state examination | No (24-30) | 147 (57) |
Mild (18-23) | 64 (25) | |
Severe (1-17) | 45 (18) | |
Discharge to community hospital or step-down facility | Yes | 65 (25) |
No | 191 (75) | |
Centre for epidemiological studies depression scale | Mean (SD) | 6.3 (5.6) |
Outpatient medical (PC) healthcare utilization
Variable | Reference category | Primary care visits (0 - 3 months) | |||
---|---|---|---|---|---|
IRR (95% CI) | P-value | aIRRa (95% CI) | P-value | ||
Caregiver factors | |||||
Age (in years) | 1.013 (1.002, 1.023) | 0.017 | |||
Gender | Male | 0.845 (0.628, 1.136) | 0.264 | ||
Ethnicity | Non-Chinese | 1.195 (0.912, 1.567) | 0.197 | ||
Marital status | Single | 0.917 (0.671, 1.254) | 0.589 | ||
Caregiver relationship | Spouse | 0.443 | |||
Adult-child | 0.809 (0.594, 1.101) | ||||
Sibling | 0.641 (0.283, 1.451) | ||||
Others | 0.943 (0.554, 1.605) | ||||
Comorbid conditions | None | 0.829 | |||
1 | 0.856 (0.610, 1.202) | ||||
2 | 0.924 (0.578, 1.477) | ||||
≥3 | 1.008 (0.631, 1.611) | ||||
Co-residing with patient | No | 1.290 (0.815, 2.043) | 0.277 | ||
Caring for multiple care recipients | No | 0.947 (0.724, 1.238) | 0.691 | ||
Revised memory and behavior checklist | |||||
Memory problems | 0.937 (0.910, 0.965) | <0.001 | 0.954 (0.919, 0.990) | 0.013 | |
Depressive behavior problems | 0.959 (0.927, 0.992) | 0.015 | |||
Disruptive behavior problems | 0.981 (0.943, 1.020) | 0.333 | |||
Caregiver burden | |||||
Oberst caregiving burden scale | 0.972 (0.960, 0.984) | <0.001 | 0.976 (0.959, 0.993) | 0.005 | |
Zarit burden interview | 0.994 (0.977, 1.012) | 0.523 | |||
Family conflict | |||||
Attitude towards patient | 0.971 (0.943, 0.999) | 0.041 | |||
Attitude towards caregiver | 0.966 (0.938, 0.995) | 0.021 | |||
Social support (instrumental) | |||||
FDW for general help | No | 1.599 (1.076, 2.376) | 0.020 | ||
FDW for stroke patient | No | 0.455 (0.265, 0.781) | 0.004 | ||
Social support (perceived) | 1.011 (0.984, 1.039) | 0.427 | |||
Care management strategies | |||||
Positive strategies | 0.981 (0.969, 0.993) | 0.002 | |||
Negative strategies | 0.995 (0.966, 1.024) | 0.737 | |||
Patient factors | |||||
Age (in years) | 1.001 (0.989, 1.014) | 0.827 | |||
Gender | Male | 0.853 (0.643, 1.130) | 0.268 | ||
Ethnicity | Non-Chinese | 1.094 (0.836, 1.431) | 0.515 | ||
Marital status | Single | 1.254 (0.878, 1.792) | 0.214 | ||
Ward class | Unsubsidized | 1.437 (0.820, 2.516) | 0.205 | ||
CCI | 1 - 3 | 0.593 | |||
4 - 6 | 1.202 (0.844, 1.711) | ||||
>= 7 | 1.175 (0.749, 1.842) | ||||
Stroke type | Non-ischemic | 2.451 (1.337, 4.493) | 0.004 | 2.327 (1.110, 4.876) | 0.025 |
Recurrent stroke | No | 0.827 (0.566, 1.209) | 0.327 | ||
National Institute of Health Scale | Mild (0-4) | <0.001 | |||
Moderately severe (5-14) | 0.594 (0.443, 0.797) | ||||
Severe (15-24) | 0.266 (0.098, 0.716) | ||||
Modified rankin scale | No or slight disability (0-2) | ||||
Moderate or severe disability (3-5) | 0.602 (0.462, 0.784) | <0.001 | |||
Mini-mental state examination | No cognitive impairment (24-30) | <0.001 | |||
Mild cognitive impairment (18-23) | 0.696 (0.503, 0.965) | ||||
Severe cognitive impairment (1-17) | 0.422 (0.265, 0.671) | ||||
Discharge to community hospital | No | 0.569 (0.398, 0.813) | 0.002 | ||
Centre for epidemiological studies depression scale | 1.008 (0.985, 1.032) | 0.495 |
Variable | Reference category | Primary care visits (4 - 12 months) | |||
---|---|---|---|---|---|
IRR (95% CI) | P-value | aIRRa (95% CI) | P-value | ||
Caregiver factors | |||||
Age (in years) | 1.005 (0.999, 1.011) | 0.127 | |||
Gender | Male | 0.978 (0.810, 1.180) | 0.816 | ||
Ethnicity | Non-Chinese | 0.981 (0.833, 1.154) | 0.816 | ||
Marital status | Single | 1.050 (0.860, 1.281) | 0.633 | ||
Caregiver relationship | Spouse | 0.115 | |||
Adult-child | 0.989 (0.823, 1.187) | ||||
Sibling | 0.606 (0.355, 1.034) | ||||
Others | 1.248 (0.926, 1.682) | ||||
Comorbid conditions | None | 0.418 | |||
1 | 1.124 (0.925, 1.365) | ||||
2 | 1.093 (0.830, 1.441) | ||||
≥3 | 0.869 (0.633, 1.194) | ||||
Co-residing with patient | No | 1.218 (0.925, 1.604) | 0.160 | ||
Caring for multiple care recipients | No | 0.998 (0.847, 1.176) | 0.980 | ||
Revised memory and behavior checklist | |||||
Memory problems | 0.988 (0.974, 1.003) | 0.108 | |||
Depressive behavior problems | 0.980 (0.962, 0.999) | 0.035 | |||
Disruptive behavior problems | 0.996 (0.974, 1.019) | 0.714 | |||
Caregiver burden | |||||
Oberst caregiving burden scale | 0.989 (0.982, 0.995) | 0.001 | |||
Zarit burden interview | 0.994 (0.983, 1.004) | 0.232 | |||
Family conflict | |||||
Attitude towards patient | 0.978 (0.961, 0.995) | 0.013 | |||
Attitude towards caregiver | 0.987 (0.970, 1.006) | 0.173 | |||
Social support (instrumental) | |||||
FDW for general help | No | 1.233 (0.988, 1.539) | 0.064 | ||
FDW for stroke patient | No | 0.681 (0.515, 0.901) | 0.007 | ||
Social support (perceived) | 1.000 (0.984, 1.017) | 0.987 | |||
Care management strategies | |||||
Positive strategies | 0.996 (0.989, 1.004) | 0.332 | |||
Negative strategies | 0.995 (0.978, 1.013) | 0.600 | |||
Patient factors | |||||
Age (in years) | 0.998 (0.991, 1.006) | 0.686 | |||
Gender | Male | 0.828 (0.696, 0.986) | 0.034 | ||
Ethnicity | Non-Chinese | 0.899 (0.764, 1.058) | 0.199 | ||
Marital status | Single | 1.148 (0.928, 1.419) | 0.204 | ||
Ward class | Unsubsidized | 1.137 (0.833, 1.551) | 0.418 | ||
CCI | 1 - 3 | 0.002 | 0.023 | ||
4 - 6 | 1.526 (1.207, 1.928) | 1.655 (1.152, 2.378) | |||
>= 7 | 1.471 (1.102, 1.963) | 1.590 (0.999, 2.527) | |||
Stroke type | Non-ischemic | 1.805 (1.304, 2.497) | <0.001 | 1.867 (1.137, 3.066) | 0.014 |
Recurrent stroke | No | 0.893 (0.712, 1.120) | 0.328 | ||
National Institute of Health Scale | Mild (0-4) | <0.001 | 0.010 | ||
Moderately severe (5-14) | 0.686 (0.575, 0.819) | 0.649 (0.490, 0.859) | |||
Severe (15-24) | 0.558 (0.360, 0.865) | 0.813 (0.414, 1.596) | |||
Modified rankin scale | No or slight disability (0-2) | ||||
Moderate or severe disability (3-5) | 0.724 (0.616, 0.851) | <0.001 | |||
Mini-mental state examination | No cognitive impairment (24-30) | 0.003 | |||
Mild cognitive impairment (18-23) | 1.086 (0.903, 1.307) | ||||
Severe cognitive impairment (1-17) | 0.679 (0.528, 0.874) | ||||
Discharge to community hospital | No | 0.766 (0.628, 0.935) | 0.009 | ||
Centre for epidemiological studies depression scale | 1.006 (0.992, 1.021) | 0.387 |
Outpatient medical (SOC) healthcare utilization
Variable | Reference category | SOC Visits (0 - 3 months) | |||
---|---|---|---|---|---|
IRR (95% CI) | P-value | aIRRa (95% CI) | P-value | ||
Caregiver factors | |||||
Age (in years) | 0.999 (0.992, 1.006) | 0.780 | |||
Gender | Male | 1.187 (0.951, 1.483) | 0.130 | ||
Ethnicity | Non-Chinese | 0.992 (0.827, 1.191) | 0.934 | ||
Marital status | Single | 0.975 (0.784, 1.213) | 0.820 | ||
Caregiver relationship | Spouse | 0.380 | |||
Adult-child | 0.959 (0.782, 1.175) | ||||
Sibling | 0.946 (0.588, 1.522) | ||||
Others | 0.680 (0.441, 1.049) | ||||
Comorbid conditions | None | 0.857 | |||
1 | 1.021 (0.818, 1.274) | ||||
2 | 0.875 (0.626, 1.223) | ||||
≥3 | 0.955 (0.683, 1.335) | ||||
Co-residing with patient | No | 1.269 (0.927, 1.736) | 0.137 | ||
Caring for multiple care recipients | No | 0.977 (0.813, 1.175) | 0.807 | ||
Revised memory and behavior checklist | |||||
Memory problems | 1.005 (0.990, 1.020) | 0.486 | |||
Depressive behavior problems | 1.018 (1.001, 1.036) | 0.040 | |||
Disruptive behavior problems | 1.004 (0.979, 1.028) | 0.773 | |||
Caregiver burden | |||||
Oberst caregiving burden scale | 1.004 (0.997, 1.011) | 0.308 | |||
Zarit burden interview | 0.997 (0.986, 1.009) | 0.670 | |||
Family conflict | |||||
Attitude towards patient | 1.011 (0.991, 1.032) | 0.295 | |||
Attitude towards caregiver | 1.013 (0.992, 1.034) | 0.233 | |||
Social support (instrumental) | |||||
FDW for general help | No | 1.016 (0.805, 1.282) | 0.894 | ||
FDW for stroke patient | No | 1.085 (0.835, 1.409) | 0.544 | ||
Social support (perceived) | 0.984 (0.966, 1.002) | 0.076 | |||
Care management strategies | |||||
Positive strategies | 0.996 (0.988, 1.005) | 0.396 | |||
Negative strategies | 1.008 (0.988, 1.027) | 0.443 | |||
Patient factors | |||||
Age (in years) | 0.994 (0.985, 1.002) | 0.156 | |||
Gender | Male | 1.027 (0.851, 1.240) | 0.778 | ||
Ethnicity | Non-Chinese | 0.961 (0.801, 1.154) | 0.670 | ||
Marital status | Single | 1.011 (0.804, 1.271) | 0.926 | ||
Ward class | Unsubsidized | 1.111 (0.787, 1.567) | 0.550 | ||
CCI | 1 - 3 | 0.086 | |||
4 - 6 | 1.137 (0.891, 1.451) | ||||
>= 7 | 1.387 (1.032, 1.865) | ||||
Stroke type | Non-ischemic | 0.796 (0.613, 1.034) | 0.088 | ||
Recurrent stroke | No | 1.308 (1.045, 1.637) | 0.019 | ||
National Institute of Health Scale | Mild (0-4) | 0.021 | |||
Moderately severe (5-14) | 0.779 (0.639, 0.948) | ||||
Severe (15-24) | 1.151 (0.799, 1.658) | ||||
Modified rankin scale | No or slight disability (0-2) | ||||
Moderate or severe disability (3-5) | 1.081 (0.898, 1.301) | 0.411 | |||
Mini-mental state examination | No cognitive impairment (24-30) | 0.756 | |||
Mild cognitive impairment (18-23) | 1.034 (0.835, 1.280) | ||||
Severe cognitive impairment (1-17) | 0.928 (0.721, 1.196) | ||||
Discharge to community hospital | No | 0.952 (0.771, 1.175) | 0.646 | ||
Centre for epidemiological studies depression scale | 1.010 (0.994, 1.027) | 0.208 |
Variable | Reference category | SOC visits (4 - 12 months) | |||
---|---|---|---|---|---|
IRR (95% CI) | P-value | aIRRa (95% CI) | P-value | ||
Caregiver factors | |||||
Age (in years) | 0.997 (0.993, 1.001) | 0.176 | |||
Gender | Male | 0.986 (0.863, 1.127) | 0.834 | ||
Ethnicity | Non-Chinese | 1.355 (1.202, 1.527) | 0.000 | ||
Marital status | Single | 1.007 (0.876, 1.157) | 0.927 | ||
Caregiver relationship | Spouse | <0.001 | |||
Adult-child | 1.257 (1.110, 1.423) | ||||
Sibling | 1.282 (0.974, 1.688) | ||||
Others | 0.823 (0.632, 1.071) | ||||
Comorbid conditions | None | 0.966 | |||
1 | 0.983 (0.853, 1.133) | ||||
2 | 1.006 (0.824, 1.227) | ||||
≥3 | 0.950 (0.768, 1.175) | ||||
Co-residing with patient | No | 1.254 (1.030, 1.527) | 0.024 | 1.576 (1.040, 2.389) | 0.032 |
Caring for multiple care recipients | No | 0.996 (0.887, 1.118) | 0.944 | ||
Revised memory and behavior checklist | |||||
Memory problems | 1.011 (1.002, 1.021) | 0.016 | |||
Depressive behavior problems | 1.013 (1.002, 1.025) | 0.018 | |||
Disruptive behavior problems | 1.017 (1.002, 1.032) | 0.024 | |||
Caregiver burden | |||||
Oberst caregiving burden scale | 1.017 (1.013, 1.022) | <0.001 | |||
Zarit burden interview | 1.016 (1.010, 1.023) | <0.001 | |||
Family conflict | |||||
Attitude towards patient | 0.983 (0.971, 0.995) | 0.007 | |||
Attitude towards caregiver | 0.984 (0.971, 0.996) | 0.012 | |||
Social support (instrumental) | |||||
FDW for general help | No | 0.755 (0.660, 0.864) | <0.001 | ||
FDW for stroke patient | No | 1.414 (1.216, 1.644) | <0.001 | ||
Social support (perceived) | 0.984 (0.973, 0.995) | 0.005 | |||
Care management strategies | |||||
Positive strategies | 1.006 (1.001, 1.011) | 0.027 | |||
Negative strategies | 1.035 (1.024, 1.046) | <0.001 | 1.033 (1.005, 1.061) | 0.021 | |
Patient factors | |||||
Age (in years) | 0.995 (0.990, 1.001) | 0.101 | |||
Gender | Male | 1.083 (0.963, 1.219) | 0.183 | ||
Ethnicity | Non-Chinese | 1.357 (1.204, 1.530) | <0.001 | ||
Marital status | Single | 0.862 (0.751, 0.990) | 0.035 | ||
Ward class | Unsubsidized | 0.975 (0.794, 1.198) | 0.808 | ||
CCI | 1 - 3 | <0.001 | |||
4 - 6 | 1.175 (1.004, 1.375) | ||||
>= 7 | 1.601 (1.330, 1.927) | ||||
Stroke type | Non-ischemic | 0.904 (0.760, 1.075) | 0.253 | ||
Recurrent stroke | No | 1.175 (1.015, 1.361) | 0.030 | ||
National Institute of Health Scale | Mild (0-4) | <0.001 | |||
Moderately severe (5-14) | 1.237 (1.098, 1.392) | ||||
Severe (15-24) | 1.359 (1.075, 1.718) | ||||
Modified rankin scale | No or slight disability (0-2) | ||||
Moderate or severe disability (3-5) | 1.520 (1.344, 1.719) | <0.001 | 1.564 (1.197, 2.043) | 0.001 | |
Mini-mental state examination | No cognitive impairment (24-30) | 0.007 | |||
Mild cognitive impairment (18-23) | 1.078 (0.939, 1.237) | ||||
Severe cognitive impairment (1-17) | 1.266 (1.092, 1.466) | ||||
Discharge to community hospital | No | 1.475 (1.307, 1.665) | <0.001 | 1.362 (1.015, 1.826) | 0.039 |
Centre for epidemiological studies depression scale | 0.996 (0.985, 1.007) | 0.445 |