| Literature DB >> 26690182 |
Xu Liu1, Bihan Tang2, Hongyang Yang3, Yuan Liu4, Chen Xue5, Lulu Zhang6.
Abstract
PURPOSE: Performance assessments of earthquake medical rapid response teams (EMRRTs), particularly the first responders deployed to the hardest hit areas following major earthquakes, should consider efficient and effective use of resources. This study assesses the daily technical efficiency of EMRRTs in the emergency period immediately following the 2010 Yushu earthquake in China.Entities:
Keywords: Yushu earthquake; data envelopment analysis; earthquake medical response team; technical efficiency; tobit regression
Mesh:
Year: 2015 PMID: 26690182 PMCID: PMC4690927 DOI: 10.3390/ijerph121214991
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
List of variables used in the analysis with their definitions.
| Variables | Definition | |
|---|---|---|
| Input variables | Doctors | Number of doctors in each EMRRT |
| Nurses | Number of nurses in each EMRRT | |
| Sickbeds | Number of sickbeds in each EMRRT | |
| Output variables | Number of injured patients | Number of people receiving treatment for injuries sustained in the earthquake daily |
| Number of non-injured patients | Number of people treated daily for other (non-earthquake) medical problems | |
| Control Variables | Date | Rescue date |
| 0 = 4/14, 1 = 4/15, 2 = 4/16, 3 = 4/17, 4 = 4/18 | ||
| Area | EMRRT’s region of origin | |
| 1 = Yushu, 2 = Regions in Qinghai Province, 3 = Regions outside of Qinghai Province | ||
| Source | Type of institution to which each EMRRT belonged | |
| 1 = primary hospital, 2 = secondary hospital, 3 = tertiary hospital | ||
| Staff-to-bed ratio | Staff-to-bed ratio of each EMRRT | |
| Doctor-to-nurse ratio | Doctor-to-nurse ratio of each EMRRT | |
Descriptive statistics of the 62 DMUs.
| DMU | Date | Area | Source | S-B Ratio | D-N Ratio | Doctors | Nurses | Sickbeds | NIP | NNIP |
|---|---|---|---|---|---|---|---|---|---|---|
| A-1 | 4/15 | 2 | 3 | 3.00 | 2.00 | 8 | 4 | 4 | 112 | 4 |
| A-2 | 4/16 | 2 | 3 | 3.00 | 2.00 | 8 | 4 | 4 | 89 | 21 |
| A-3 | 4/17 | 2 | 3 | 3.00 | 2.00 | 8 | 4 | 4 | 22 | 38 |
| A-4 | 4/18 | 2 | 3 | 3.00 | 2.00 | 8 | 4 | 4 | 18 | 40 |
| B-2 | 4/16 | 2 | 2 | 3.40 | 2.40 | 12 | 5 | 5 | 77 | 42 |
| B-3 | 4/17 | 2 | 2 | 3.33 | 1.86 | 13 | 7 | 6 | 39 | 51 |
| B-4 | 4/18 | 2 | 2 | 3.33 | 1.86 | 13 | 7 | 6 | 13 | 57 |
| C-0 | 4/14 | 2 | 2 | 2.25 | 0.80 | 4 | 5 | 4 | 102 | 0 |
| C-1 | 4/15 | 2 | 2 | 2.25 | 0.80 | 4 | 5 | 4 | 93 | 0 |
| C-2 | 4/16 | 2 | 2 | 2.25 | 0.80 | 4 | 5 | 4 | 32 | 26 |
| C-3 | 4/17 | 2 | 2 | 2.25 | 0.80 | 4 | 5 | 4 | 13 | 35 |
| C-4 | 4/18 | 2 | 2 | 2.25 | 0.80 | 4 | 5 | 4 | 8 | 31 |
| D-1 | 4/15 | 2 | 2 | 2.33 | 0.75 | 6 | 8 | 6 | 78 | 22 |
| D-2 | 4/16 | 2 | 2 | 2.33 | 0.75 | 6 | 8 | 6 | 59 | 28 |
| D-3 | 4/17 | 2 | 2 | 2.33 | 0.75 | 6 | 8 | 6 | 27 | 31 |
| D-4 | 4/18 | 2 | 2 | 2.33 | 0.75 | 6 | 8 | 6 | 14 | 32 |
| E-0 | 4/14 | 2 | 2 | 3.50 | 1.33 | 4 | 3 | 2 | 74 | 3 |
| E-1 | 4/15 | 2 | 2 | 3.50 | 1.33 | 4 | 3 | 2 | 61 | 5 |
| E-2 | 4/16 | 2 | 2 | 3.50 | 1.33 | 4 | 3 | 2 | 30 | 10 |
| E-3 | 4/17 | 2 | 2 | 3.50 | 1.33 | 4 | 3 | 2 | 12 | 18 |
| E-4 | 4/18 | 2 | 2 | 3.50 | 1.33 | 4 | 3 | 2 | 5 | 29 |
| F-0 | 4/14 | 2 | 3 | 2.75 | 4.50 | 9 | 2 | 4 | 78 | 20 |
| F-1 | 4/15 | 2 | 3 | 2.75 | 4.50 | 9 | 2 | 4 | 76 | 18 |
| F-2 | 4/16 | 2 | 3 | 2.75 | 4.50 | 9 | 2 | 4 | 52 | 22 |
| F-3 | 4/17 | 2 | 3 | 2.75 | 4.50 | 9 | 2 | 4 | 21 | 35 |
| F-4 | 4/18 | 2 | 3 | 2.75 | 4.50 | 9 | 2 | 4 | 9 | 28 |
| G-0 | 4/14 | 1 | 1 | 2.00 | 3.00 | 15 | 5 | 10 | 117 | 9 |
| G-1 | 4/15 | 1 | 1 | 2.00 | 3.00 | 15 | 5 | 10 | 78 | 36 |
| G-2 | 4/16 | 1 | 1 | 2.00 | 3.00 | 15 | 5 | 10 | 31 | 33 |
| G-3 | 4/17 | 1 | 1 | 2.00 | 3.00 | 15 | 5 | 10 | 27 | 61 |
| G-4 | 4/18 | 1 | 1 | 2.00 | 3.00 | 15 | 5 | 10 | 14 | 62 |
| H-0 | 4/14 | 1 | 1 | 3.00 | 5.00 | 10 | 2 | 4 | 81 | 5 |
| H-1 | 4/15 | 1 | 1 | 3.00 | 5.00 | 10 | 2 | 4 | 60 | 22 |
| H-2 | 4/16 | 1 | 1 | 3.00 | 5.00 | 10 | 2 | 4 | 24 | 33 |
| H-3 | 4/17 | 1 | 1 | 3.00 | 5.00 | 10 | 2 | 4 | 13 | 27 |
| H-4 | 4/18 | 1 | 1 | 3.00 | 5.00 | 10 | 2 | 4 | 7 | 29 |
| I-0 | 4/14 | 1 | 1 | 2.33 | 6.00 | 6 | 1 | 3 | 76 | 9 |
| I-1 | 4/15 | 1 | 1 | 2.33 | 6.00 | 6 | 1 | 3 | 17 | 22 |
| I-2 | 4/16 | 1 | 1 | 1.67 | 4.00 | 4 | 1 | 3 | 5 | 17 |
| I-3 | 4/17 | 1 | 1 | 1.67 | 4.00 | 4 | 1 | 3 | 4 | 10 |
| I-4 | 4/18 | 1 | 1 | 1.67 | 4.00 | 4 | 1 | 3 | 4 | 9 |
| J-2 | 4/16 | 3 | 3 | 3.00 | 1.00 | 3 | 3 | 2 | 32 | 18 |
| J-3 | 4/17 | 3 | 3 | 3.00 | 1.00 | 3 | 3 | 2 | 11 | 21 |
| J-4 | 4/18 | 3 | 3 | 1.50 | 2.00 | 2 | 1 | 2 | 5 | 12 |
| K-2 | 4/16 | 3 | 3 | 2.00 | 1.00 | 4 | 4 | 4 | 34 | 18 |
| K-3 | 4/17 | 3 | 3 | 2.00 | 1.00 | 4 | 4 | 4 | 14 | 20 |
| K-4 | 4/18 | 3 | 3 | 2.00 | 1.00 | 4 | 4 | 4 | 10 | 23 |
| L-1 | 4/15 | 3 | 1 | 3.00 | 2.00 | 2 | 1 | 1 | 23 | 10 |
| L-2 | 4/16 | 3 | 1 | 3.00 | 2.00 | 2 | 1 | 1 | 13 | 12 |
| L-3 | 4/17 | 3 | 1 | 3.00 | 2.00 | 2 | 1 | 1 | 7 | 10 |
| L-4 | 4/18 | 3 | 1 | 3.00 | 2.00 | 2 | 1 | 1 | 6 | 6 |
| M-2 | 4/16 | 2 | 3 | 1.38 | 4.50 | 18 | 4 | 16 | 76 | 21 |
| M-3 | 4/17 | 2 | 3 | 1.38 | 4.50 | 18 | 4 | 16 | 42 | 25 |
| M-4 | 4/18 | 2 | 3 | 1.50 | 5.00 | 20 | 4 | 16 | 14 | 41 |
| N-0 | 4/14 | 2 | 3 | 2.20 | 1.20 | 12 | 10 | 10 | 152 | 27 |
| N-1 | 4/15 | 2 | 3 | 2.20 | 1.20 | 12 | 10 | 10 | 134 | 49 |
| N-2 | 4/16 | 2 | 3 | 2.20 | 1.20 | 12 | 10 | 10 | 67 | 44 |
| N-3 | 4/17 | 2 | 3 | 2.20 | 1.20 | 12 | 10 | 10 | 23 | 76 |
| N-4 | 4/18 | 2 | 3 | 2.20 | 1.20 | 12 | 10 | 10 | 15 | 77 |
| 0-2 | 4/16 | 3 | 3 | 1.85 | 1.06 | 19 | 18 | 20 | 76 | 52 |
| 0-3 | 4/17 | 3 | 3 | 1.90 | 1.11 | 20 | 18 | 20 | 38 | 51 |
| 0-4 | 4/18 | 3 | 3 | 1.90 | 1.11 | 20 | 18 | 20 | 10 | 75 |
Abbreviations: S-B Ratio = staff-to-bed ratio; D-N Ratio = doctor-to-nurse ratio; NIP = number of people receiving treatment daily for injuries sustained in the earthquake; NNIP = number of people treated daily for other (non-earthquake) medical problems daily.
Summary of DEA scores by date, area, and source.
| Statistic | Value of Variables | CRSTE | VRSTE | Scale Efficiency | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Mean (%) | SD | 100% TE | Mean (%) | SD | 100% TE | Mean (%) | SD | 100% TE | ||
| Date | 0 | 59.9 | 0.154 | 8.70% | 99.5 | 0.002 | 17.39% | 60.15 | 0.153 | 8.70% |
| 1 | 87.27 | 0.022 | 0.00% | 95.47 | 0.041 | 33.33% | 91.62 | 0.057 | 16.67% | |
| 2 | 73.03 | 0.192 | 9.09% | 87.97 | 0.11 | 27.27% | 82.57 | 0.169 | 9.09% | |
| 3 | 72.99 | 0.22 | 18.18% | 85.89 | 0.145 | 27.27% | 83.91 | 0.176 | 18.18% | |
| 4 | 77.07 | 0.172 | 18.18% | 90.03 | 0.117 | 45.45% | 85.86 | 0.164 | 36.36% | |
| Area | 1 | 53.3 | 0 | 0.00% | 99.4 | 0 | 0.00% | 53.6 | 0 | 0.00% |
| 2 | 79.59 | 0.158 | 14.71% | 91.12 | 0.113 | 44.12% | 86.95 | 0.12 | 23.53% | |
| 3 | 70.76 | 0.248 | 22.22% | 86.4 | 0.123 | 22.22% | 81.58 | 0.245 | 22.22% | |
| Source | 1 | 53.3 | 0 | 0.00% | 99.4 | 0 | 0.00% | 53.6 | 0 | 0.00% |
| 2 | 82.97 | 0.142 | 23.53% | 90.59 | 0.111 | 35.29% | 91.5 | 0.1 | 35% | |
| 3 | 74.32 | 0.198 | 11.54% | 89.83 | 0.12 | 53.85% | 82.12 | 0.171 | 15.38% | |
| Summary statistics | 70.25 | 0.188 | 11.29 | 92.97 | 0.105 | 27.42 | 75.95 | 0.196 | 16.13 | |
Abbreviations: SD = Standard Deviation; TE = Technical Efficiency.
Tobit analysis using CRSTE, VRSTE, SE as the dependent variables.
| Variables | CRSTE | VRSTE | Scale Efficiency | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Coef. | SD | P | 95% CI | Coef. | SD | P | 95% CI | Coef. | SD | P | 95% CI | |
| date | −0.036 | 0.020 | 0.085 | −0.076–0.005 | −0.051 | 0.019 | 0.012 | −0.089–0.012 | 0.014 | 0.020 | 0.476 | 0.054–0.026 |
| area | 0.026 | 0.058 | 0.654 | 0.142–0.090 | −0.052 | 0.052 | 0.318 | −0.156–0.052 | 0.120 | 0.069 | 0.087 | 0.018–0.259 |
| Source | −0.026 | 0.038 | 0.495 | −0.103–0.05 | 0.060 | 0.036 | 0.100 | 0.012–0.130 | −0.128 | 0.046 | 0.007 | −0.220–0.036 |
| S-B Ratio | 0.116 | 0.044 | 0.011 | 0.204–0.028 | 0.077 | 0.041 | 0.064 | 0.005–0.158 | 0.088 | 0.042 | 0.043 | 0.003–0.173 |
| D-N Ratio | 0.002 | 0.020 | 0.939 | 0.042–0.039 | −0.014 | 0.018 | 0.462 | −0.050–0.023 | 0.022 | 0.020 | 0.281 | 0.018–0.062 |
Abbreviations: Coef. = Coefficient; SD = Standard Deviation; 95% CI, 95% Conf. Interval.