| Literature DB >> 30517164 |
Maaike C M Ronda1, Lioe-Ting Dijkhorst-Oei2, Rimke C Vos1,3, Paul Westers1, Guy E H M Rutten1.
Abstract
AIMS: Information and communications technology (ICT) could support care organisations to cope with the increasing number of patients with diabetes mellitus. We aimed to aid diabetes care providers in allocating patients to the preferred treatment setting (hospital outpatient clinic or primary care practice), by using the Electronic Medical Record (EMR).Entities:
Mesh:
Year: 2018 PMID: 30517164 PMCID: PMC6281259 DOI: 10.1371/journal.pone.0207653
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Flowchart.
Baseline characteristics of practices and patients.
| Intervention | Control | |
|---|---|---|
| Primary care | 20 | 18 |
| Secondary care | 4 | 5 |
| Location (city / rural) | 12/8 | 11/7 |
| Practice (group / single handed) | 12/8 | 10/8 |
| Size (≤ 150 patients / >150 patients) | 10/10 | 9/9 |
| Size (≤ 100 patients / > 100 patients) | 1/3 | 2/3 |
| Age, years | 68.3 ± 10.8 | 68.8 ± 10.8 |
| Gender, male | 811 (57.3) | 798 (58.6) |
| HbA1c, % (mmol/mol) | 6.8±0.9 (51.3±9.7) | 6.9±0.9 (51.7±10.1) |
| BP systolic, mmHg | 134.1±15.6 | 132.5±15.0 |
| LDL-cholesterol, mmol/l | 2.3±0.9 | 2.3±0.8 |
| 1235 | 1147 | |
| Correct setting | 447 (36.2) | 422 (36.8) |
| Incorrect setting | 788 (63.8) | 725 (63.2) |
| 181 | 215 | |
| Correct setting | 152 (84.0) | 176 (81.9) |
| Incorrect setting | 29 (16.0) | 39 (18.1) |
Patients: categorical variables are total number (percentage), continuous variables are mean±SD.
Shift in setting within groups after one year.
| Intervention group (n = 1416) | Control group (n = 1362) | |||||
|---|---|---|---|---|---|---|
| Baseline | Follow-up | Follow-up | ||||
| Correct | 419 (29.6) | 180 (12.7) | 599 | 438 (32.2) | 160 (11.7) | 598 |
| Incorrect | 175 (12.4) | 642 (45.3) | 817 | 144 (10.6) | 620 (45.5) | 764 |
| Total | 594 | 822 | 1416 (100) | 582 | 780 | 1362 (100) |
| Correct | 123 (68.0) | 29 (16.0) | 152 | 151 (70.2) | 25 (11.6) | 176 |
| Incorrect | 11 (6.1) | 18 (9.9) | 29 | 21 (9.8) | 18 (8.4) | 39 |
| Total | 134 | 47 | 181 (100) | 172 | 42 | 215 (100) |
| Correct | 296 (24.0) | 151 (12.2) | 447 | 287 (25.0) | 135 (11.8) | 422 |
| Incorrect | 164 (13.3) | 624 (50.5) | 788 | 123 (10.7) | 602 (52.5) | 725 |
| Total | 460 | 775 | 1235 (100) | 410 | 737 | 1147 (100) |
Data are numbers (percentages).
* McNemar
Number and frequency of different markers leading to advice at baseline.
| Markers for consultation of an internist (n = 559 patients) | |
|---|---|
| Diabetes mellitus other than type 2 | 6 (0.9) |
| Probability of diabetes other than type 2 | 5 (0.7) |
| High HbA1c | 220 (31.1) |
| Known with high systolic blood pressure for a short period | 110 (15.5) |
| Inadequate lipid profile | 140 (19.8) |
| Presence of moderate kidney complications | 195 (27.5) |
| Presence of diabetic ulcer | 24 (3.4) |
| Presence of macroangiopathy | 8 (1.1) |
| Known with high systolic blood pressure since long time | 151 (26.8) |
| Probability of familial hyperlipidemia | 114 (20.2) |
| High triglyceride level | 2 (0.4) |
| Presence of severe kidney complications | 32 (5.7) |
| Presence of retinopathy | 119 (21.1) |
| Presence of body mass index above 35 kg/m2 | 145 (25.8) |
| Stable disease with good cardiometabolic control | 45 (100) |
| Reaching personal treatment goals in secondary care | 29 (100) |
Physician response to advice given and main reasons for not following the advice.
| Consultation | Referral | Self-monitoring | Back referral | |
|---|---|---|---|---|
| Will follow advice | 33 (5.9) | 37 (8.2) | 11 (24.4) | 10 (34.5) |
| Will not follow advice | 390 (69.8) | 369 (81.8) | 31 (68.9) | 18 (62.1) |
| No response | 136 (24.3) | 45 (10.0) | 3 (6.7) | 1 (3.4) |
| Physician wants to make treatment adjustments first | 182 (33.6) | 98 (19.9) | ||
| Doubt about compliance/lifestyle/therapy adherence by patient | 56 (10.4) | 40 (8.1) | ||
| At patient’s request | 57 (10.5) | 33 (6.7) | 11 (20.8) | 6 (40.0) |
| No retinopathy present | 57 (11.6) | |||
| Referral in the past, not documented in the electronic medical record | 45 (9.1) | |||
| Patient has no glucose and/or blood pressure monitor at home | 10 (18.9) | |||
| Other comorbid conditions / recent complication | 11 (20.8) | 6 (40.0) |
Data are total number (percentage).
* N = number of advice type given
** physicians could provide more than one reason for not following the advice