Description

Gupta et al reported a model for predicting postoperative respiratory failure. This is based on data from the NSQIP. The authors are from the University of Pittsburgh.


Patient selection: surgical patient

 

Outcome: requiring ventilation > 48 hours after surgery or unplanned intubation within 30 days of surgery

 

Parameters:

(1) functional status

(2) ASA class

(3) preoperative sepsis status

(4) surgical acuity

(5) type of surgery

 

Parameter

Finding

Points

functional status

independent

0

 

partially dependent

0.7678

 

totally dependent

1.4046

ASA class

1

-3.5265

 

2

-2.0008

 

3

-0.6201

 

4

0.2441

 

5

0

preoperative sepsis

absent

-0.7840

 

SIRS

0

 

sepsis

0.2752

 

septic shock

0.9035

surgical acuity

emergency

0

 

nonemergency

-0.5739

type of surgery

hernia

0

 

anorectal

-1.3530

 

aortic

1.0781

 

bariatric

-1.0112

 

brain

0.7336

 

breast

-2.6462

 

cardiac

0.2744

 

ENT

0.1060

 

foregut

0.9694

 

pancreatobiliary

0.9694

 

gallbladder

-0.5668

 

appendix

-0.5668

 

adrenal

-0.5668

 

spleen

-0.5668

 

intestinal

0.5737

 

neck

-0.5271

 

OB-GYN

-1.2431

 

orthopedic

-0.8577

 

other abdominal

0.2416

 

peripheral vascular

-0.2389

 

skin

-0.3206

 

spine

-0.5220

 

thoracic

0.6715

 

vein

-2.0080

 

urology

0.3093

 

value of X =

= SUM(points for all of the parameters) - 1.7397

 

probability of postoperative respiratory failure =

= 1 / (1 + EXP((-1) * X))


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