| Literature DB >> 34539181 |
Kim McClean1, Martyn Cross1, Sue Reed1.
Abstract
PURPOSE: Identification and mitigation of obesity-related risks to staff and healthcare organisations can occur using patient obesity data; however, a 2017/18 audit of obesity data accuracy was assessed to be poor. This study investigates the results of an intervention to improve obesity data recording and coding accuracy at an Australian hospital.Entities:
Keywords: administrative data; coding; intervention; obese; obesity; patient handling; training
Year: 2021 PMID: 34539181 PMCID: PMC8445102 DOI: 10.2147/JMDH.S325903
Source DB: PubMed Journal: J Multidiscip Healthc ISSN: 1178-2390
WACHS Patient Admission Obesity Accuracy and Inter-Rater Reliability Analysis
| 2017/18 Data Collection | 2021 Intervention Site | 2021 Control Site | |||||
|---|---|---|---|---|---|---|---|
| All | Site A | Site B | Site C | Site D | Site A2 | Site E | |
| Records within research criteria | 847 | 209 | 199 | 219 | 220 | 220 | 170 |
| Records audited | 590 | 166 | 100 | 158 | 166 | 166 | 113 |
| Male | 297 (50.3%) | 87 (52%) | 52 (52%) | 78 (49%) | 80 (48%) | 76 (46%) | 43 (38%) |
| Female | 293 (49.7%) | 79 (48%) | 48 (48%) | 80 (51%) | 86 (52%) | 90 (54%) | 70 (62%) |
| 18–24 years | 6 (1%) | 0 (0%) | 1 (1%) | 0 (0%) | 5 (3%) | 3 (2%) | 3 (3%) |
| 25–34 years | 27 (5%) | 4 (2%) | 8 (8%) | 1 (1%) | 14 (8%) | 5 (3%) | 8 (7%) |
| 35–44 years | 56 (9%) | 1 (1%) | 24 (24%) | 2 (1%) | 29 (17%) | 5 (3%) | 11 (10%) |
| 45–54 years | 61 (10%) | 5 (3%) | 21 (21%) | 8 (5%) | 27 (16%) | 6 (4%) | 9 (8%) |
| 55–64 years | 91 (15%) | 20 (12%) | 24 (24%) | 17 (11%) | 30 (18%) | 12 (7%) | 21 (18%) |
| 65–74 years | 116 (20%) | 32 (19%) | 12 (12%) | 44 (28%) | 28 (17%) | 44 (26%) | 17 (15%) |
| 75+ years | 233 (39%) | 104 (63%) | 10 (10%) | 86 (54%) | 33 (20%) | 91 (55%) | 44 (39%) |
| Coded as obese (n, %) | 64 (10.8%) | 14 (8.4%) | 3 (3.0%) | 16 (10.1%) | 31 (18.6%) | 17 (10.2%) | 16 (14.1%) |
| Weight recorded | 397 (67.3%) | 94 (56.6%) | 70 (70.0%) | 100 (63.3%) | 133 (80.1%) | 96 (57.8%) | 99 (87.6%) |
| Height recorded | 142 (24.1%) | 21 (12.6%) | 9 (9.0%) | 33 (20.1%) | 79 (47.6%) | 55 (33.1%) | 50 (37.6%) |
| BMI calculated | 64 (10.8%) | 10 (6.0%) | 7 (7.0%) | 19 (12.0%) | 28 (16.9%) | 56 (33.7%) | 14 (10.5%) |
| Height and weight recorded, no BMI | 88 (62.0%) | 12 (57.1%) | 8 (88.8%) | 14 (42.4%) | 54 (68.3%) | 12 (21.8%) | 37 (74%) |
| Obesity or BMI notations recorded | 115 (19.4%) | 27 (16.2%) | 12 (12.0%) | 34 (21.5%) | 42 (25.3%) | 22 (13.2%) | 18 (13.5%) |
| Obesity or BMI notations recorded but height and weight not recorded | 55 (9.3%) | 21 (12.6%) | 11 (11.0%) | 12 (7.5%) | 11 (6.6%) | 14 (12.6%) | 7 (11.1%) |
| Sensitivity | 40.0% | 48.1% | 8.3% | 35.3% | 47.6% | 59.1% | 72.2% |
| Specificity | 96.2% | 99.3% | 97.7% | 96.8% | 91.1% | 96.5% | 96.8% |
| NPV | 86.9% | 90.8% | 88.6% | 84.5% | 83.7% | 93.9% | 94.8% |
| PPV | 71.8% | 92.9% | 33.3% | 75.0% | 64.5% | 72.2% | 81.2% |
| False positive | 3.8% | 0.7% | 2.3% | 3.2% | 8.9% | 3.5% | 3.2% |
| False negative | 60.0% | 51.9% | 91.7% | 64.7% | 52.4% | 40.9% | 27.8% |
| Kappa | 0.44 | 0.59 | 0.09 | 0.40 | 0.42 | 0.6% | 0.72% |
WACHS Patient Obesity Recording Characteristics and Intervention Outcomes
| Site A Pre-Intervention | Site A – Intervention | Difference in Proportions | |
|---|---|---|---|
| Records within research criteria | 209 | 220 | 11 |
| Records audited | 166 | 166 | 0 |
| Coded as obese (n, %) | 14 (8.4%) | 17 (10.2%) | 3 (1.8% ↑) |
| Weight recorded | 94 (56.6%) | 96 (57.8%) | 2 (1.2% ↑) |
| Height recorded | 21 (12.6%) | 55 (33.1%) | 34 (20.5% ↑) |
| BMI calculated | 10 (6.0%) | 56 (33.7%) | 46 (27.7% ↑) |
| Height and weight recorded, no BMI | 12 (57.1%) | 12 (21.8%) | 0 (35.3% ↓) |
| Obesity or BMI notations recorded | 27 (16.2%) | 22 (13.2%) | 5 (3% ↓) |
| Obesity or BMI notations recorded but height and weight not recorded | 21 (12.6%) | 14 (12.6%) | 2 (stable) |
| Sensitivity | 48.1% | 59.1% | 11% ↑ |
| Specificity | 99.3% | 96.5% | 2.8% ↓ |
| NPV | 90.8% | 93.9% | 3.1% ↑ |
| PPV | 92.9% | 72.2% | 20.7% ↓ |
| False positive | 0.7% | 3.5% | 2.8% ↑ |
| False negative | 51.9% | 40.9% | 11% ↓ |
| Kappa | 0.59 | 0.6% | 0.01% ↑ |
Notes: ↑ Indicates an increase; ↓ Indicates a decrease.
Figure 1WACHS obesity recording pre- and post-intervention.
Figure 2WACHS obesity data sensitivity and specificity: pre- and post-intervention.