Single Patient Predictions:


Model Predictions:



Multipatient Predictions:


id
Medical Complications (Prediction)
Surgical Complications (Prediction)
Reoperation (Prediction)
Gender
Race
CPT
In/Out-Patient Status
Transfer status
Principal Anesthesia Technique
Surgical Specialty
Elective Surgery
Diabetes mellitus with oral agents or insulin
Current smoker within one year
Dyspnea
Functional Health Status Prior to Surgery
Ventilator Dependent
Hypertension Requiring Medication
Emergency Case
Wound Classification
ASA Classification
Age
Days from Hospital Admission to Operation
Height (inches)
Weight (lbs)
Reoperation
Surgical Complication
Medical Complication
0
 
 
 
female
white
60240
inpatient
not transferred (admitted from home)
general
general surgery
yes
insulin
no
moderate exertion
independent
no
yes
no
1-clean
3-severe disturb
61
0
66
201
0
0
0
1
 
 
 
female
asian
60240
outpatient
not transferred (admitted from home)
general
general surgery
unknown
no
no
no
independent
no
no
no
1-clean
1-no disturb
21
0
64
124
0
0
0
2
 
 
 
male
white
60252
inpatient
not transferred (admitted from home)
general
general surgery
yes
no
no
no
independent
no
no
no
1-clean
1-no disturb
19
0
65
160
0
0
0
3
 
 
 
female
white
60220
outpatient
not transferred (admitted from home)
general
otolaryngology (ent)
yes
no
no
no
independent
no
no
no
1-clean
2-mild disturb
50
0
68
216
1
0
0
4
 
 
 
female
white
60240
outpatient
not transferred (admitted from home)
general
otolaryngology (ent)
yes
non-insulin
yes
no
unknown
no
yes
no
1-clean
3-severe disturb
52
0
66
319
0
0
0
5
 
 
 
female
white
60240
outpatient
not transferred (admitted from home)
general
general surgery
yes
no
no
no
independent
no
no
no
1-clean
2-mild disturb
53
0
63
180
0
0
0
6
 
 
 
male
white
60260
outpatient
not transferred (admitted from home)
general
general surgery
yes
non-insulin
yes
no
independent
no
yes
no
1-clean
3-severe disturb
67
0
69
210
0
0
0
7
 
 
 
male
unknown
60240
outpatient
not transferred (admitted from home)
general
general surgery
yes
no
no
no
independent
no
no
no
1-clean
2-mild disturb
25
0
72
199
0
0
0
8
 
 
 
female
white
60240
inpatient
not transferred (admitted from home)
general
general surgery
yes
no
no
no
independent
no
yes
no
1-clean
3-severe disturb
26
0
61
198
0
0
0
9
 
 
 
female
white
60240
inpatient
not transferred (admitted from home)
general
general surgery
no
no
no
no
independent
no
yes
no
1-clean
3-severe disturb
72
0
66
198
0
0
0
10
 
 
 
female
white
60240
inpatient
admitted directly from home
general
general surgery
unknown
no
no
no
independent
no
yes
no
1-clean
2-mild disturb
77
0
62
130
0
0
1
11
 
 
 
female
unknown
60220
inpatient
not transferred (admitted from home)
general
otolaryngology (ent)
yes
no
no
no
independent
no
no
no
1-clean
2-mild disturb
51
0
61
144
0
0
1
12
 
 
 
female
black or african american
60240
outpatient
not transferred (admitted from home)
general
general surgery
unknown
no
no
no
independent
no
no
no
1-clean
3-severe disturb
39
0
65
171
0
0
1
13
 
 
 
female
unknown
60210
inpatient
not transferred (admitted from home)
general
otolaryngology (ent)
yes
no
no
no
independent
no
no
no
1-clean
2-mild disturb
71
0
62
167
0
0
1
14
 
 
 
female
asian
60220
inpatient
not transferred (admitted from home)
general
otolaryngology (ent)
yes
no
no
at rest
independent
no
yes
no
1-clean
3-severe disturb
67
0
54
102
0
0
1
15
 
 
 
female
white
60240
inpatient
not transferred (admitted from home)
general
general surgery
no
no
yes
no
independent
no
yes
no
1-clean
2-mild disturb
48
1
63
154
0
0
1
16
 
 
 
male
unknown
60210
inpatient
not transferred (admitted from home)
general
otolaryngology (ent)
no
no
no
no
independent
yes
no
yes
1-clean
3-severe disturb
30
22
70
198
1
0
1
17
 
 
 
male
white
60240
inpatient
not transferred (admitted from home)
general
general surgery
yes
no
no
no
independent
no
yes
no
1-clean
3-severe disturb
53
0
69
177
1
0
1
18
 
 
 
female
white
60240
inpatient
not transferred (admitted from home)
general
general surgery
unknown
no
no
no
independent
no
no
no
3-contaminated
2-mild disturb
48
0
68
200
0
0
1
19
 
 
 
male
white
60240
outpatient
not transferred (admitted from home)
general
general surgery
yes
non-insulin
no
at rest
independent
no
yes
no
1-clean
3-severe disturb
76
0
69
230
0
0
1