From: Factors associated with the inter-facility transfer of inpatients in Sichuan province, China
Variables | Model A (All hospitals) | Model B1 (primary/unrated hospitals) | Model B2 (secondary hospitals) | Model B3 (tertiary hospitals) |
---|---|---|---|---|
Fixed effects | ||||
Individual level | ||||
Age (years)(vs. 0–4) | ||||
5–14 | 1.48 (1.37, 1.60)** | 0.77 (0.29, 2.02) | 1.13 (1.02, 1.26) | 2.10 (1.86, 2.38)** |
15–29 | 2.06 (1.93, 2.19)** | 1.44 (0.69, 2.97) | 1.49 (1.37, 1.63)** | 3.15 (2.85, 3.48)** |
30–44 | 2.22 (2.10, 2.36)** | 1.19 (0.58, 2.40) | 1.57 (1.45, 1.70)** | 3.52 (3.21, 3.85)** |
45–59 | 2.41 (2.28, 2.54)** | 1.17 (0.58, 2.33) | 1.77 (1.65, 1.90)** | 3.69 (3.39, 4.01)** |
60–69 | 2.26 (2.14, 2.40)** | 1.12 (0.56, 2.24) | 1.64 (1.52, 1.76)** | 3.53 (3.24, 3.85)** |
70–79 | 2.04 (1.92, 2.16)** | 1.21 (0.60, 2.43) | 1.50 (1.39, 1.62)** | 3.08 (2.82, 3.37)** |
80+ | 1.63 (1.52, 1.75)** | 1.47 (0.72, 2.99) | 1.17 (1.07, 1.29)** | 2.40 (2.15, 2.67)** |
Female (vs. male) | 0.85 (0.83, 0.87)** | 0.79 (0.68, 0.91)* | 0.82 (0.79, 0.86)** | 0.88 (0.85, 0.91)** |
Minority (vs. Han ethnicity) | 1.03 (0.95, 1.12) | 0.99 (0.47, 2.07) | 0.94 (0.83, 1.07) | 1.10 (0.99, 1.22) |
Admission type (vs. Emergency department) | ||||
Outpatient clinic | 0.82 (0.79, 0.86)** | 0.93 (0.74, 1.17) | 0.81 (0.77, 0.85)** | 0.83 (0.78, 0.88)** |
Transferred | 3.39 (2.92, 3.93)** | 0.71 (0.16, 3.14) | 1.36 (1.00, 1.85)* | 5.46 (4.63, 6.44)** |
Other type or missing | 0.94 (0.85, 1.05) | 0.37 (0.19, 0.72)* | 0.98 (0.85, 1.12) | 0.98 (0.84, 1.14) |
Condition at admission (vs. non-severe) | ||||
Critical | 3.20 (3.03, 3.37)** | 4.03 (2.87, 5.68)** | 3.26 (3.04, 3.50)** | 2.96 (2.74, 3.19)** |
Urgent | 1.67 (1.61, 1.74)** | 1.27 (1.05, 1.54) | 1.55 (1.48, 1.64)** | 1.82 (1.71, 1.93)** |
CCI (score) (vs. 0) | ||||
1 | 1.18 (1.14, 1.22)** | 0.98 (0.80, 1.20) | 1.12 (1.07, 1.18)** | 1.25 (1.19, 1.32)** |
2–4 | 1.34 (1.29, 1.40)** | 1.17 (0.91, 1.50) | 1.23 (1.15, 1.30)** | 1.45 (1.37, 1.53)** |
5–7 | 1.18 (1.05, 1.32)* | 1.72 (0.88, 3.36) | 1.52 (1.24, 1.86)** | 1.05 (0.91, 1.22) |
≥8 | 1.01 (0.54, 1.88) | 1.23 (0.13, 11.2) | 2.01 (0.85, 4.70) | 0.57 (0.21, 1.56) |
Surgical operations (vs. Yes) | 1.58 (1.52, 1.64)** | 2.38 (1.69, 3.35)** | 2.11 (1.97, 2.25)** | 1.39 (1.33, 1.46)** |
Diagnosis (vs. Not elsewhere classified) | ||||
Infectious/Blood/Endocrine | 0.51 (0.47, 0.55)** | 0.45 (0.28, 0.73)* | 0.43 (0.39, 0.48)** | 0.61 (0.55, 0.68)** |
Nervous/Perinatal/Circularly/Fatal accident | 0.41 (0.38, 0.44)** | 0.37 (0.24, 0.56)** | 0.40 (0.36, 0.43)** | 0.43 (0.39, 0.48)** |
Neoplasms/Respiratory/Digestive/Congenital/Injury/services | 0.35 (0.32, 0.37)** | 0.31 (0.21, 0.47)** | 0.31 (0.29, 0.34)** | 0.38 (0.35, 0.42)** |
Mental/Eye/Ear/Skin/Muscle/Genitourinary/Pregnancy | 0.24 (0.22, 0.26)** | 0.21 (0.13, 0.32)** | 0.23 (0.21, 0.26)** | 0.25 (0.23, 0.28)** |
Medical insurance (vs. UEBMI) | ||||
URBMI/NRCMS | 1.12 (1.07, 1.16)** | 0.98 (0.80, 1.20) | 1.10 (1.04, 1.17)** | 1.17 (1.11, 1.24)** |
Commercial insurance | 0.91 (0.82, 1.02) | 1.41 (0.45, 4.37) | 0.95 (0.82, 1.10) | 0.85 (0.72, 1.01) |
No insurance payment | 1.13 (1.07, 1.20)** | 1.28 (0.93, 1.75) | 1.09 (1.00, 1.19) | 1.22 (1.13, 1.31)** |
Other social insurance | 0.78 (0.72, 0.84)** | 0.70 (0.37, 1.33) | 1.55 (1.26, 1.90)** | 0.75 (0.69, 0.81)** |
Other | 0.96 (0.90, 1.02) | 0.91 (0.66, 1.25) | 0.96 (0.87, 1.06) | 1.03 (0.95, 1.11) |
Hospital level | ||||
Accredited level (vs. primary/unrated) | ||||
Secondary | 3.55 (2.63, 4.79)** | – | – | – |
Tertiary | 2.45 (1.67, 3.59)** | – | – | – |
Hospital ownership (vs. public) | – | 0.57 (0.27, 1.17) | 0.74 (0.48, 1.14) | 0.96 (0.05, 15.5) |
Region level | ||||
Economic zone (vs. zone one) | ||||
Zone two | 0.80 (0.47, 1.35) | 0.45 (0.26, 0.77)* | 1.27 (0.80, 2.02) | 1.20 (0.54, 2.66) |
Zone three | 1.33 (0.61, 2.92) | 0.43 (0.08, 2.28) | 2.45 (1.24, 4.87)* | 0.49 (0.07, 3.44) |
Hospital density (number/km2)(vs. < 0.004) | ||||
[0.004, 0.006) | 0.69 (0.38, 1.25) | 0.38 (0.06, 2.10) | 0.70 (0.41, 1.21) | 0.27 (0.01, 4.60) |
[0.006, 0.009) | 0.64 (0.34, 1.18) | 0.39 (0.07, 2.07) | 0.71 (0.38, 1.30) | 0.26 (0.02, 3.27) |
≧0.009 | 0.47 (0.25, 0.89) | 0.30 (0.06, 1.55) | 0.57 (0.30, 1.09) | 0.15 (0.01, 2.26) |
Random effect† | ||||
Level 3 region (σ2v0)‡ | 0.06 (0.05) | – | – | – |
Level 2 hospital (σ2u0) | 1.72 (0.13)** | 2.31 (0.33)** | 1.20 (0.137)** | 1.88 (0.32)** |