Background
Methods
Study design and participants
Data collection
Process quality indicators | Measurement | Data source |
---|---|---|
Monitoring | ||
Regular follow up | The percentage of patients who are followed up for at least 4 times by the GP team in the preceding 12 months | EHR |
Plasma blood glucose monitoring | The percentage of patients who have at least 4 measurements of plasma blood glucose test (fasting or post-prandial) by the GP team in the preceding 12 months | EHR |
BP monitoring | The percentage of patients who have at least 4 measurements of BP by the GP team in the preceding 12 months | EHR |
BMI monitoring | The percentage of patients who have at least 1 measurement of BMI in the preceding 12 months | EHR |
Waist circumference monitoring | The percentage of patients who have at least 1 measurement of waist circumference in the preceding 12 months | EHR |
HbA1c monitoring | The percentage of patients who have at least one measurement of HbA1c test in the preceding 12 months | Patient questionnaire |
Foot monitoring | The percentage of patients who have at least one diabetic foot examination in the preceding 12 months Tests: Skin inspection, pulse palpation | Patient questionnaire |
Lipid monitoring | The percentage of patients who have at least one measurement of lipid test in the preceding 12 months Tests: TC, TG, LDL-C, HDL-C | Patient questionnaire |
Nephropathy monitoring | The percentage of patients who have at least one nephropathy examination in the preceding 12 months Tests: creatinine, blood urea nitrogen, urine protein | Patient questionnaire |
ECG monitoring | The percentage of patients who have at least one measurement of ECG in the preceding 12 months | Patient questionnaire |
Peripheral neuropathy monitoring | The percentage of patients who have at least one peripheral neuropathy examination in the preceding 12 months Tests: temperature, vibration sensation and pinprick sensation, 10-g monofilament testing | Patient questionnaire |
Retinopathy monitoring | The percentage of patients who have at least1 retinopathy examination in the preceding 12 months Tests: vision, fundus cope or fundus photography | Patient questionnaire |
Health counseling | ||
Diet counseling | The percentage of patients who are provided with diet counseling in the preceding 12 months | Patient questionnaire |
Exercise counseling | The percentage of patients who are provided with exercise counseling in the preceding 12 months | Patient questionnaire |
Psychological counseling | The percentage of T2DM patients who are provided with psychological assessment or referral to professional counseling when necessary in the preceding 12 months | Patient questionnaire |
Hypoglycemia awareness counseling | The percentage of patients who are provided with hypoglycemia awareness counseling in the preceding 12 months | Patient questionnaire |
Medication safety counseling | The percentage of patients who are provided with medication safety counseling in the preceding 12 months | Patient questionnaire |
Emergency help counseling a | The percentage of patients who are provided with emergency help counseling in the preceding 12 months | Patient questionnaire |
Data analysis
Results
Characteristics of patients and GPs
Characteristics | N | Percent (%) |
---|---|---|
Patient Characteristics (N = 400) | ||
Gender | ||
Male | 168 | 42.0 |
Female | 232 | 58.0 |
Age group (ranging from 38 to 92) | ||
< 65 years | 137 | 34.2 |
65–74 years | 155 | 38.8 |
≥ 75 years | 108 | 27.0 |
Marital status | ||
with spouse | 319 | 79.8 |
without a spouse | 81 | 20.2 |
Education level | ||
Junior high school and below | 182 | 45.5 |
High school and above | 218 | 54.5 |
Coexisting health problems (ranging from 0 to 7) | ||
T2DM only | 39 | 9.8 |
1–2 | 220 | 55.0 |
≥ 3 | 141 | 35.2 |
Number of years since diagnosis (ranging from 1 to 59) | ||
≤ 10 years | 168 | 42.0 |
> 10 years | 231 | 57.8 |
T2DM associated therapy | ||
Oral anti-diabetic medication only | 297 | 74.2 |
Combination of oral medication and insulin | 71 | 17.8 |
Others a | 32 | 8.0 |
Number of T2DM related visits per year b | ||
≤ 12 times | 151 | 37.8 |
> 12 times | 246 | 61.5 |
Self-reported health status (ranging from 10 to 100) | ||
< 60 | 39 | 9.8 |
≥ 60 | 361 | 90.2 |
GP Characteristics (N = 15) | ||
Age group (ranging from 37 to 49) | ||
≤ 40 years | 7 | 46.7 |
41 ~ 45 years | 4 | 26.7 |
> 45 years | 4 | 26.7 |
Female | 15 | 100.0 |
Highest degree | ||
Master | 4 | 26.7 |
Bachelor and below c | 11 | 66.7 |
GP working years (ranging from 8 to 30) | ||
≤ 10 years | 4 | 26.7 |
11–15 years | 5 | 33.3 |
> 15 years | 6 | 40.0 |
Professional title | ||
Intermediate grade title | 6 | 40.0 |
Senior grade title | 9 | 60.0 |
GP training | ||
No training experience | 4 | 26.7 |
On-job training | 11 | 73.3 |
Number of contracted T2DM patients (ranging from 120 to 539) | ||
< 300 | 5 | 33.3 |
300–400 | 6 | 40.0 |
> 400 | 4 | 26.7 |
Process quality and perceived FDS attributes
Items | Data source | N | Percent (%) |
---|---|---|---|
Process quality indicators | |||
Monitoring | |||
Regular follow up | EHR | 304 | 76.0 |
Plasma blood glucose monitoring | EHR | 283 | 70.8 |
BP monitoring | EHR | 307 | 76.8 |
BMI monitoring | EHR | 303 | 75.8 |
Waist circumference monitoring | EHR | 378 | 94.5 |
Lipid monitoring | Patient questionnaire | 374 | 93.5 |
ECG monitoring | Patient questionnaire | 358 | 89.5 |
Nephropathy monitoring | Patient questionnaire | 354 | 88.5 |
HbA1c monitoring | Patient questionnaire | 335 | 83.8 |
Retinopathy monitoring | Patient questionnaire | 250 | 62.5 |
Foot monitoring | Patient questionnaire | 150 | 37.5 |
Peripheral neuropathy monitoring | Patient questionnaire | 115 | 28.7 |
Health counseling | |||
Diet counseling | Patient questionnaire | 306 | 76.5 |
Exercise counseling | Patient questionnaire | 295 | 73.8 |
Hypoglycemia awareness counseling | Patient questionnaire | 231 | 57.8 |
Psychological assessment or counseling | Patient questionnaire | 204 | 51.0 |
Medication safety counseling | Patient questionnaire | 193 | 48.3 |
Emergency help counseling | Patient questionnaire | 170 | 42.5 |
FDS attributes | |||
Ensured access to general practice | Patient questionnaire | 351 | 87.8 |
Continuous Care from a personal GP | Patient questionnaire | 346 | 86.5 |
Care was provided in a team-based approach | Patient questionnaire | 269 | 67.3 |
Association between perceived FDS attributes and quality indicators performance
Ensured access to general practice, % | Continuous Care from a personal GP, % | Care was provided in a team-based approach, % | |||||||
---|---|---|---|---|---|---|---|---|---|
Indicators | Yes (N = 351) | No/Not sure (N = 49) | p a | Yes (N = 346) | No/Not sure (N = 54) | p a | Yes (N = 269) | No/Not sure (N = 131) | p a |
Monitoring | |||||||||
Regular follow up | 76.1 | 75.5 | 0.932 | 77.7 | 64.8 | 0.039* | 77.3 | 73.3 | 0.374 |
Plasma blood glucose | 71.5 | 65.3 | 0.371 | 72.8 | 57.4 | 0.020* | 71.4 | 69.5 | 0.694 |
BP | 76.4 | 79.6 | 0.615 | 78.6 | 64.8 | 0.026* | 77.7 | 74.8 | 0.521 |
BMI | 75.5 | 77.6 | 0.754 | 77.5 | 64.8 | 0.044* | 77.0 | 73.3 | 0.422 |
Waist circumference | 94.0 | 98.0 | 0.257b | 95.1 | 90.7 | 0.193b | 95.5 | 92.4 | 0.191 |
Lipid | 94.9 | 83.7 | 0.008b* | 94.2 | 88.9 | 0.238b | 94.1 | 92.4 | 0.521 |
ECG | 90.9 | 79.6 | 0.016* | 90.2 | 85.2 | 0.266 | 90.3 | 87.8 | 0.435 |
Nephropathy | 89.5 | 81.6 | 0.108 | 89.0 | 85.2 | 0.412 | 88.5 | 88.5 | 0.983 |
HbA1c | 84.6 | 77.6 | 0.209 | 85.0 | 75.9 | 0.094 | 86.6 | 77.9 | 0.026* |
Retinopathy | 64.4 | 49.0 | 0.037* | 63.6 | 55.6 | 0.257 | 64.3 | 58.8 | 0.283 |
Foot | 39.0 | 26.5 | 0.090 | 40.2 | 20.4 | 0.005* | 39.8 | 32.8 | 0.178 |
Peripheral neuropathy | 31.1 | 12.2 | 0.006* | 30.3 | 18.5 | 0.074 | 30.0 | 25.2 | 0.272 |
Counseling | |||||||||
Diet | 79.5 | 55.1 | < 0.001* | 80.6 | 50.0 | < 0.001* | 79.9 | 69.5 | 0.021* |
Exercise | 76.9 | 51.0 | < 0.001* | 78.0 | 46.3 | < 0.001* | 78.8 | 63.4 | 0.001* |
Hypoglycemia | 60.1 | 40.8 | 0.010* | 61.0 | 37.0 | 0.001* | 62.8 | 47.3 | 0.003* |
Psychological | 55.3 | 20.4 | < 0.001* | 56.4 | 16.7 | < 0.001* | 62.1 | 28.2 | < 0.001* |
Medication safety | 51.3 | 26.5 | 0.001* | 52.3 | 22.2 | < 0.001* | 54.3 | 35.9 | 0.001* |
Emergency help | 45.3 | 22.4 | 0.002* | 46.8 | 14.8 | < 0.001* | 48.7 | 29.8 | < 0.001* |
Influencing factors on process quality performance of T2DM care
Variables | Model 1 | Model 2 | Model 3 | |||
---|---|---|---|---|---|---|
coefficient (95% CI) | p | coefficient (95% CI) | p | coefficient (95% CI) | p | |
Patient-level variables | ||||||
Gender | ||||||
Male | - | - | 0 (reference) | 0 (reference) | ||
Female | 0.54 (-0.09,1.18) | 0.093 | 0.52 (-0.12,1.16) | 0.113 | ||
Age group | ||||||
< 65 years | 0 (reference) | 0 (reference) | ||||
65–74 years | 1.16 (0.41,1.91) | 0.002* | 1.15 (0.40,1.90) | 0.003* | ||
≥ 75 years | 0.69 (-0.17,1.55) | 0.114 | 0.61 (-0.26,1.47) | 0.169 | ||
Marital status | ||||||
With spouse | - | - | 0 (reference) | 0 (reference) | ||
Without a spouse | -0.47 (-1.27,0.32) | 0.242 | -0.50 (-1.29,0.30) | 0.223 | ||
Coexisting health problems | ||||||
0–2 | 0 (reference) | 0 (reference) | ||||
≥ 3 | 0.22 (-0.45,0.90) | 0.521 | 0.19 (-0.49,0.87) | 0.580 | ||
Number of years since diagnosis | ||||||
≤ 10 years | - | - | 0 (reference) | 0 (reference) | ||
> 10 years | 0.79 (0.13,1.45) | 0.019* | 0.74 (0.08,1.41) | 0.028* | ||
T2DM associated therapy | ||||||
Oral anti-diabetic medication only | - | - | 0 (reference) | 0 (reference) | ||
Combination of oral medication and insulin | 0.88 (0.02,1.73) | 0.044* | 0.97 (0.11,1.83) | 0.027* | ||
Others a | -0.69 (-1.88,0.50) | 0.256 | -0.68 (-1.88,0.51) | 0.263 | ||
Number of T2DM related visits per year | ||||||
≤ 12 times | - | - | 0 (reference) | 0 (reference) | ||
> 12 times | 0.46 (-0.20,1.12) | 0.171 | 0.50 (-0.18,1.17) | 0.147 | ||
Education level * Self-reported health status | - | - | - | 0.025* | - | 0.023* |
Number of perceived FDS attributes | 1.57 (1.17,1.97) | < 0.001* | 1.49 (1.08,1.90) | < 0.001* | 1.50 (1.08,1.92) | < 0.001* |
GP-level variables | ||||||
Age group | ||||||
36–40 years | - | - | - | - | 0 (reference) | |
41–45 years | 0.58 (-0.91,2.07) | 0.444 | ||||
> 45 years | 0.17 (-1.6,1.94) | 0.852 | ||||
Highest degree | ||||||
Master (ref) | - | - | - | - | 0 (reference) | |
Bachelor and below | 0.11 (-0.83,1.04) | 0.821 | ||||
GP working years | ||||||
≤ 10 years | - | - | - | - | 0 (reference) | |
11–15 years | -0.50 (-2.72,1.72) | 0.655 | ||||
> 15 years | -0.22 (-3.12,2.68) | 0.881 | ||||
Professional title | ||||||
Intermediate grade title | - | - | - | - | 0 (reference) | |
Senior grade title | 0.83 (-1.11,2.78) | 0.401 | ||||
GP training | ||||||
No training experience | - | - | - | - | 0 (reference) | |
On-job training | 1.19 (0.06,2.32) | 0.040* | ||||
Number of contracted T2DM patients | ||||||
< 300 | - | - | - | - | 0 (reference) | |
300–400 | -0.33(-1.36,0.70) | 0.532 | ||||
> 400 | -0.66(-1.71,0.40) | 0.223 | ||||
GP-level variance (SE) | 0.155 (0.211) | 0.214 (0.229) | 0.222 (0.438) | |||
ICC | 0.015 | 0.023 | 0.024 | |||
AIC | 2067.69 | 2003.16 | 1988.78 | |||
BIC | 2079.59 | 2014.93 | 2000.48 |
Education level | Self-reported health status | coefficient (95% CI) | p a |
---|---|---|---|
Junior high school and below | < 60 | 0 (reference) | |
≥ 60 | -2.40 (-4.01, -0.78) | 0.004* | |
High school and above | < 60 | 0 (reference) | |
≥ 60 | -0.01 (-1.37, 1.34) | 0.984 |