| Literature DB >> 30134894 |
Ayumi Igarashi1, Noriko Yamamoto-Mitani2, Kojiro Morita3, Hiroki Matsui3, Claudia K Y Lai4, Hideo Yasunaga3.
Abstract
BACKGROUND: In a rapidly aging society that has promoted extensive reforms of the healthcare system, clarifying functional patterns in long-term care wards is important for developing regional healthcare policies. This study aimed to classify patterns of inpatient characteristics among Japanese long-term care wards and to examine hospital/ward characteristics.Entities:
Keywords: Cluster analysis; Healthcare policy; Healthcare reform; Hospital; Long-term care ward
Mesh:
Year: 2018 PMID: 30134894 PMCID: PMC6106820 DOI: 10.1186/s12913-018-3468-0
Source DB: PubMed Journal: BMC Health Serv Res ISSN: 1472-6963 Impact factor: 2.655
Fig. 1Participant flow
Percentage of the case-mix classifications in each cluster
| All wards ( | ||||
|---|---|---|---|---|
| Medical acuity level | ||||
| 1 | 2 | 3 | ||
| A D L | 1 | 6.9% | 7.5% | 2.1% |
| 2 | 7.7% | 11.9% | 5.3% | |
| 3 | 8.3% | 23.9% | 26.5% | |
| 1) Low MA/high ADL (n = 175) | ||||
| A D L | 1 |
| 14.3% | 2.8% |
|
| (6.9%) | (0.7%) | ||
| 2 | 15.1% | 9.6% | 3.7% | |
| (7.4%) | (−2.4%) | (−1.6%) | ||
| 3 | 9.2% | 7.4% | 7.0% | |
| (0.9%) | (−16.5%) | (− 19.5%) | ||
| 2) Medium MA/high ADL (n = 340) | ||||
| A D L | 1 | 4.9% |
| 2.5% |
| (−2.0%) |
| (0.4%) | ||
| 2 | 5.0% |
| 6.8% | |
| (−2.7%) |
| (1.5%) | ||
| 3 | 2.7% | 18.7% | 15.2% | |
| (−5.6%) | (−5.2%) | (−11.3%) | ||
| 3) Medium MA/low ADL (n = 461) | ||||
| A D L | 1 | 2.2% | 3.4% | 1.3% |
| (−4.7%) | (−4.1%) | (−0.8%) | ||
| 2 | 3.6% | 10.0% | 3.5% | |
| (−4.0%) | (−1.9%) | (−1.8%) | ||
| 3 | 6.3% |
| 25.3% | |
| (−1.9%) |
| (−1.2%) | ||
| 4) High MA/low ADL (n = 409) | ||||
| A D L | 1 | 2.7% | 3.4% | 2.8% |
| (−4.2%) | (−4.1%) | (0.8%) | ||
| 2 | 3.3% | 6.2% | 7.2% | |
| (−4.3%) | (−5.7%) | (1.9%) | ||
| 3 | 4.3% | 16.3% |
| |
| (−4.0%) | (−7.6%) |
| ||
| 5) Mixed (n = 471) | ||||
| A D L | 1 | 7.6% | 4.2% | 1.6% |
| (0.7%) | (−3.2%) | (−0.5%) | ||
| 2 | 14.5% | 10.0% | 4.9% | |
| (6.9%) | (−1.9%) | (−0.4%) | ||
| 3 | 17.3% | 20.4% | 19.4% | |
| (9.0%) | (−3.5%) | (−7.1%) | ||
MA medical acuity
Percentages in each table indicate the proportion among the inpatients, and (%) indicates differences with those in overall average
Bold data are a feature of each cluster
Characteristics of hospital and long-term care wards in each cluster
| All n = 1856 | Low medical acuity/high ADL | Medium medical acuity/high ADL | Medium medical acuity/low ADL | High medical acuity/low ADL | Mixed | ||
|---|---|---|---|---|---|---|---|
| Mean ± SD or n (%) | Mean ± SD or n (%) | Mean ± SD or n (%) | Mean ± SD or n (%) | Mean ± SD or n (%) | Mean ± SD or n (%) | ||
| Characteristics of hospital | |||||||
| Number of beds | 121.9 ± 81.0 | 124.5 ± 98.5 | 109.5 ± 77.6 | 119.1 ± 77.2 | 118.3 ± 68.4 | 135.8 ± 88.0 | < 0.001† |
| Other wards in the hospital | |||||||
| General ward | 1121 (60.4%) | 102 (58.3%) | 200 (58.8%) | 242 (52.5%) | 289 (70.7%) | 288 (61.1%) | < 0.001‡ |
| Sub-acute ward | 263 (14.2%) | 20 (11.4%) | 47 (13.8%) | 60 (13.0%) | 75 (18.3%) | 61 (13.0%) | < 0.001‡ |
| Rehabilitation ward | 372 (20.0%) | 36 (20.6%) | 61 (17.9%) | 108 (23.4%) | 79 (19.3%) | 88 (18.7%) | < 0.001‡ |
| Community integrated care ward | 46 (2.5%) | 0 (0%) | 8 (2.4%) | 13 (2.8%) | 15 (3.7%) | 10 (2.1%) | < 0.001‡ |
| Characteristics of ward | |||||||
| Number of beds | 45.1 ± 13.0 | 40.9 ± 11.2 | 43.7 ± 11.8 | 45.1 ± 15.5 | 45.3 ± 12.3 | 47.5 ± 11.9 | < 0.001† |
| Average length of stay | 240.2 ± 144.0 | 154.6 ± 107.3 | 216.6 ± 138.1 | 295.7 ± 152.6 | 239.8 ± 128.9 | 229.1 ± 142.2 | < 0.001† |
| Bed occupancy rate (%) | 89.2 ± 13.5 | 83.9 ± 12.8 | 88.4 ± 13.6 | 91.5 ± 13.0 | 91.8 ± 13.1 | 87.4 ± 13.6 | < 0.001† |
| Hospitalization basic rate | |||||||
| I (20:1 of patient to nurse ratio) | 1087 (58.6%) | 6 (3.4%) | 275 (80.9%) | 383 (83.1%) | 351 (85.8%) | 72 (15.3%) | < 0.001‡ |
| II (25:1 of patient to nurse ratio) | 769 (41.4%) | 169 (96.6%) | 65 (19.1%) | 78 (16.9%) | 58 (14.2%) | 399 (84.7%) | |
| Number of FTE nurses | 30.9 ± 9.7 | 31.0 ± 12.0 | 32.4 ± 12.6 | 31.4 ± 8.4 | 32.0 ± 8.3 | 28.4 ± 7.9 | < 0.001† |
| Number of FTE care workers | 26.4 ± 8.4 | 25.5 ± 9.1 | 26.3 ± 8.3 | 27.4 ± 8.1 | 26.7 ± 8.6 | 25.4 ± 8.1 | 0.002† |
| Number of admitted patients in a month | 8.5 ± 13.5 | 13.6 ± 15.6 | 10.1 ± 18.8 | 6.0 ± 8.0 | 8.4 ± 14.6 | 8.0 ± 10.7 | < 0.001† |
| Place before admission | |||||||
| Other ward in same hospital (%) | 59.3 ± 44.0 | 56.3 ± 44.4 | 54.2 ± 45.2 | 51.5 ± 44.7 | 70.5 ± 40.7 | 62.1 ± 43.0 | < 0.001† |
| Other hospital (%) | 21.7 ± 31.7 | 17.5 ± 27.5 | 19.2 ± 27.5 | 28.4 ± 35.5 | 19.0 ± 31.6 | 20.9 ± 31.4 | < 0.001† |
| Long-term care facility (%) | 4.9 ± 13.8 | 3.0 ± 8.4 | 4.8 ± 13.2 | 6.2 ± 17.3 | 3.9 ± 11.6 | 5.1 ± 13.9 | 0.054† |
| Home (%) | 13.8 ± 24.0 | 22.9 ± 30.7 | 21.6 ± 29.5 | 13.3 ± 23.2 | 6.4 ± 15.4 | 11.4 ± 20.9 | < 0.001† |
| Other (%) | 0.3 ± 3.4 | 0.2 ± 2.6 | 0.2 ± 2.8 | 0.4 ± 4.2 | 0.1 ± 1.2 | 0.6 ± 4.6 | 0.309† |
| Number of discharged patients in a month | 8.2 ± 10.7 | 13.1 ± 10.7 | 9.9 ± 16.8 | 5.8 ± 5.5 | 7.8 ± 11.6 | 8.0 ± 6.7 | < 0.001† |
| Place after discharge | |||||||
| Other ward in same hospital (%) | 14.2 ± 23.4 | 10.4 ± 18.2 | 16.0 ± 25.1 | 15.3 ± 25.5 | 12.8 ± 22.2 | 14.6 ± 22.6 | 0.064† |
| Other hospital (%) | 11.8 ± 19.7 | 10.4 ± 15.3 | 13.0 ± 19.8 | 14.7 ± 24.5 | 8.7 ± 16.7 | 11.5 ± 17.7 | < 0.001† |
| Long-term care facility (%) | 14.5 ± 18.9 | 18.0 ± 18.2 | 12.9 ± 17.6 | 10.8 ± 19.8 | 12.6 ± 17.4 | 19.4 ± 21.1 | < 0.001† |
| Home (%) | 23.9 ± 26.7 | 48.1 ± 28.2 | 34.6 ± 29.5 | 16.1 ± 22.6 | 15.2 ± 20.7 | 22.2 ± 24.1 | < 0.001† |
| Death (%) | 34.9 ± 31.3 | 12.0 ± 20.8 | 22.4 ± 25.5 | 42.7 ± 33.9 | 50.2 ± 29.9 | 31.6 ± 27.4 | < 0.001† |
| Other (%) | 0.7 ± 5.7 | 1.0 ± 5.6 | 1.1 ± 8.6 | 0.5 ± 5.2 | 0.5 ± 3.7 | 0.6 ± 4.9 | 0.510† |
SD standard deviation, FTE full time equivalent
Percentages for each item were calculated after excluding missing values
†analysis of variance (ANOVA); ‡ chi-squared test