| Literature DB >> 23379756 |
Catharina J van Oostveen1, Hester Vermeulen, Dirk J Gouma, Piet J Bakker, Dirk T Ubbink.
Abstract
BACKGROUND: Hospitals provide care for patients with a variety of diseases, co-morbidities and complications. The actual amount of care these patients need is unclear. Given the recent developments such as ageing, multi-morbidity and budgetary restraints, a practical explanatory model would avail healthcare professionals and managers in determining the demand and costs for clinical care.Entities:
Mesh:
Year: 2013 PMID: 23379756 PMCID: PMC3599528 DOI: 10.1186/1472-6963-13-42
Source DB: PubMed Journal: BMC Health Serv Res ISSN: 1472-6963 Impact factor: 2.655
Potentially predictive patient characteristic
| Surgical intervention | 0= yes, 1= no |
| Date of birth | 0 to ∞ |
| Gender | 0= woman, 1= man |
| Number of co-morbidities | 0 to ∞ |
| Number of complications | 0 to ∞ |
| ASA-classification | 1, 2, 3 or 4 |
| BMI at admission | 0 to ∞ |
| Nutritional status (weight loss in past 6 mo.) | 0 to ∞ kg |
| Delirium during hospitalisation | 0= no, 1= yes |
| Pressure ulcer during hospitalisation | 0= no pressure ulcers, or grade 1 through 4 ulcers |
| Isolated care during hospitalisation | 0= no, 1= barrier, 2= strict isolation |
| Survival during hospitalisation | 0= yes, 1= no |
| Number of different medications during hospitalisation | 0 to ∞ |
| Admission type | 0= home, 1= emergency |
| Discharge type | 0= home, 1= other |
| Length of hospital stay | number of days |
| Surgical specialty | TRAUMA Trauma surgery |
| URO Urology | |
| SHORT Short Stay surgery | |
| ORTHO Orthopaedics | |
| ABDO G-I surgery | |
| PLAST Plastic surgery | |
| VASC Vascular surgery | |
| ORAL Oral and Maxillofacial surgery |
Patient samples per surgical specialty
| URO | 406 (50.1%) | 23 | (47.8%) 11 | |
| SHORT | 113 (14%) | 7 | (57.1%) 4 | |
| | 301 (37.2%) | 17 | (82.4%) 14 | |
| | 4 | |||
| | ||||
| VASC | 208 (55.8%) | 12 | (66.7%) 8 | |
| PLAST | 24 (6.4%) | 1 | (100%) 1 | |
| | 28 (7.5%) | 2 | (100%) 2 | |
| | 54 (14.5%) | 3 | (66.7%) 2 | |
| | 59 (15.8) | 4 | (75%) 3 | |
| | 7 | |||
| | ||||
| ABDO | 204 (63%) | 12 | (125%) 15 | |
| | 106 (32.7%) | 6 | (133.3%) 8 | |
| | 14 (4.3%) | 1 | (200%) 2 | |
| | 2 | |||
| | ||||
| ABDO | 153 (58.8%) | 10 | (160%) 16 | |
| ORAL | 83 (32%) | 5 | (300%) 15 | |
| | 24 (9.2%) | 1 | (300%) 3 | |
| | 4 | |||
| | ||||
| TRAUMA | 311 (88.1%) | 18 | (66.7%) 12 | |
| | 42 (11.9%) | 2 | (150%) 3 | |
| | 9 | |||
| | ||||
| ORTHO | 124 (27.2%) | 7 | (57%) 4 | |
| | 286 (62.7%) | 16 | (113%) 18 | |
| | 46 (10.1%) | 3 | (133.3%) 4 | |
| | 3 | |||
| | ||||
Figure 1Menu structure of Personal Digital Assistants.
Univariable and multivariable linear regression analysis of possible predictive characteristics
| | | | | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Age | | 57.2 (16.6) | 19-87 | 0.004 | 0.001–0.007 | 0.004 | 0.002 | 0.000–0.005 | 0.072 |
| Surgical Intervention performed | 167 (96) | | | 0.594 | 0.351–0.837 | <0.001 | 0.466 | 0.288–0.643 | <0.001 |
| Gender (males) | 99 (56.9) | | | -0.015 | –0.118–0.870 | 0.767 | | | |
| Number of co-morbidities | | 1.47 (1.68) | 0-9 | 0.000 | –0.031–0.030 | 0.978 | –0.038 | –0.064–0.012 | 0.005 |
| Number of complications | | 0.21 (0.60) | 0-4 | 0.221 | 0.144–0.299 | <0.001 | 0.072 | 0.005–0.139 | 0.036 |
| ASA-class | | | | | | | | | |
| 1 | 41 (26.8) | | | RC | | | | | |
| 2 | 89 (58.17) | | | 0.168, | 0.057– 0.279 | 0.003 | | | |
| | | | | RC | | | | | |
| 3 | 23 (15.03) | | | 0.234, | 0.081–0.387 | 0.003 | | | |
| | | | | 0.067 | –0.071–0.204 | 0.339 | | | |
| BMI at admission | | 26.43 (5.37) | 17.2-53.6 | –0.006 | –0.015–0.003 | 0.189 | | | |
| Nutritional status | | 2.28 (5.78) | 0-50 | 0.018 | 0.010–0.026 | <0.001 | | | |
| Delirium during hospitalisation | 3 (0.7) | | | | | | | | |
| Pressure ulcer acquired during hospitalisation | | | | | | | | | |
| grade 1 | 0 | | | | | | | | |
| grade 2 | 1 (0.6) | | | | | | | | |
| grade 3 | 1 (0.6) | | | | | | | | |
| grade 4 | 0 | | | | | | | | |
| Isolation | | | | | | | | | |
| barrier | 2 (1.15) | | | | | | | | |
| strict isolation | 0 | | | | | | | | |
| Survival | 174 (100) | | | | | | | | |
| Number of medications during hospitalisation | | 8.51 (5.07) | 0-26 | 0.031 | 0.022–0.040 | <0.001 | 0.013 | 0.004–0.023 | 0.007 |
| Admission type | | | | –0.210 | –0.360–0.061 | 0.006 | | | |
| home | 152 (87.36) | | | | | | | | |
| emergency | 22 (12.64) | | | | | | | | |
| Discharge type | | | | | | | | | |
| home | 163 (93.7) | | | | | | | | |
| other | 11 (6.32) | | | | | | | | |
| Length of Stay | | 8.11 (6.85) | 1-45 | 0.034 | 0.028–0.039 | <0.001 | 0.032 | 0.027–0.037 | <0.001 |
| Surgical specialty | | | | | | | | | |
| TRAUMA | 4 (2.3) | | | RC | | | | | |
| URO | 21 (12.07) | | | 0.776 | 0.511–1.042 | <0.001 | 0.760 | 0.500–1.021 | <0.001 |
| ORTHO | 49 (28.16) | | | 0.758 | 0.505–1.012 | <0.001 | 0.706 | 0.461–0.950 | <0.001 |
| ABDO | 55 (31.06) | | | 1.152 | 0.900–1.405 | <0.001 | 1.005 | 0.755–1.255 | <0.001 |
| SHORT | 14 (8.05) | | | 0.644 | 0.368–0.920 | <0.001 | 0.623 | 0.350–0.896 | <0.001 |
| PLAST | 12 (6.9) | | | 0.622 | 0.381–0.943 | <0.001 | 0.610 | 0.339–0.882 | <0.001 |
| VASC | 11 (6.32) | | | 0.786 | 0.502–1.071 | <0.001 | 0.738 | 0.456–1.020 | <0.001 |
| ORAL | 8 (4.6) | 0.679 | 0.380–0.977 | <0.001 | 0.664 | 0.383–0.946 | <0.001 | ||
RC=reference category.
Median total costs of the demand for care per patient were €8,446 and varied from €815 for trauma patients to €82,780 for G-I surgical patients (Figure 2). Surgical and diagnostic interventions contributed most to these costs. Nursing costs formed the largest part (76%) of the personnel expenses; €308, vs. physicians €56, and paramedics €2.70 per patient, excluding the personnel costs for the surgical intervention. Median costs for surgical interventions were €5,286 (range: €0 – €21,111). Median costs for diagnostic procedures were €2,699 and varied from €372 to €74,567 (Figure 3).
Figure 2Box plots of median costs per patients of the demand for care per number of co-morbidities.
Figure 3Median costs per patient of the demand for care per surgical specialty.
Bed occupation and available FTEs during data collection
| Short stay & Urology | 60.29 | 95.08% | 32:19:06 |
| Vascular and Plastic surgery | 56.63 | 93.62% | 29:53:37 |
| G-I surgery | 65.86 | 94.85% | 67:44:50 |
| G-I surgery and Oral & Maxillofacial surgery | 70.53 | 93.44% | 63:12:02 |
| Trauma surgery | 53.20 | 96.58% | 30:03:24 |
| Orthopaedic surgery | 62.09 | 93.55% | 35:29:41 |
1: Bed occupation (realised/available beds) during study period.
2: Mean of February and March 2010.
3: 100% (optimum personnel staffing) minus absence.
4: Mean total time spent per patient during hospitalisation.