Veltkamp et al reported a model for serious complications in a patient admitted to a general surgical ward of a hospital. This can help to identify a patient who may benefit from more aggressive management. The authors are from University Medical Centre Utrecht in The Netherlands.
Patient selection: admission general surgical ward, age 13 to 95 years
Outcome: serious complications within 30 days (Clavien grade 5, 6 or 7)
Parameters:
(1) age in years
(2) sex
(3) surgery location
(4) surgical acuity
(5) body region operated on
(6) weight loss over past 3 months
(7) ASA status
(8) smoking status
(9) pulmonary disease (dyspnea, abnormal chest radiograph)
(10) renal disease (serum creatinine >= 130 µmol/L, on dialysis, renal transplant)
(11) surgical complexity
Parameter |
Finding |
Points |
age in years |
13 to 39 years |
0 |
|
40 to 69 years |
0.5518 |
|
70 to 79 years |
0.7855 |
|
>= 80 years |
0.4343 |
sex |
male |
0.3216 |
|
female |
0 |
surgery location |
day-care surgery |
-0.7485 |
|
other |
0 |
surgical acuity |
elective |
0 |
|
urgent and planned |
0.2080 |
|
emergency and urgent unplanned |
0.6327 |
body region operated on |
central part of body |
0.6761 |
|
limbs |
0 |
weight loss |
< 10% |
0 |
|
>= 10% (see Table 1) |
0.6102 |
ASA |
ASA 1 |
0 |
|
ASA 2 |
0.2889 |
|
ASA 3 |
0.7382 |
|
ASA 4 |
0.7526 |
|
ASA 5 |
1.2826 |
smoking status |
current |
0.2940 |
|
stopped less than 1 year ago |
0.2940 |
|
stopped >= 1 year ago |
0 |
|
nonsmoker |
0 |
pulmonary disease |
no |
0 |
|
yes |
0.6444 |
renal disease |
no |
0 |
|
yes |
0.3668 |
surgery complexity |
no surgery performed |
-1.8841 |
|
minor |
0 |
|
major |
0.6699 |
value of X =
= SUM(points for all of the parameters) - 3.6739
probability of serious complications =
= 1 / (1 + EXP((-1) * X))
Performance:
• The area under the ROC curve is 0.79.
Specialty: Anesthesiology