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Pre-hospital mortality prediction of trauma patients
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This model was trained using Korean trauma patient data and has been successfully validated with overseas data.
Patient information
Input values
Age
1: Under 1
2: 1~4
3: 5~9
4: 10~14
5: 15~19
6: 20~24
7: 25~29
8: 30~34
9: 35~39
10: 40~44
11: 45~49
12: 50~54
13: 55~59
14: 60~64
15: 65~69
16: 70~74
17: 75~79
18: 80~84
19: 85~89
20: 90~94
21: 95~99
22: 100~104
23: 105~109
24: 110~114
25: 115~119
26: over 120
Gender
Female
Male
Injury Occurrence Date
Injury Occurrence Time
Intentionality
1: accidental, unintentional
2: self-harm, suicide
3: violence, assault
4: other specified
5: unspecified
6: data missing
Injury mechanism
1: traffic accident-car
2: traffic accident-bike
3: traffic accident-motorcycle
4: traffic accident-etc.
5: traffic accident-unspecified
6: fall
7: slip down
8: struck
9: gunshot
10: firearm/cut/pierce
11: machine
12: fire, flames or heat
13: drowning or nearly
14: choking, hanging
15: etc.
16: unknown
17: data missing
Injury type
1: blunt
2: penetrating
3: fire
4: etc.
5: unknown
6: data missing
Job-related
Yes
No
Unknown
Data missing
Accident location
1: home
2: residential area
3: accommodation
4: company/office
5: factory/workplace
6: construction site
7: school/education facility
8: general road
9: highway
10: medical insitituation
11: mountain/farm/field/livestock pen
12: community facility
13: stream/river/reservoir/sea
14: transportation facility
15: bicycle path/sidewalk
16: military area
17: cultural/public facility
18: sports facility
19: commercial facility
20: others
21: unknown
22: data missing
Initial AVPU scale
Alert
Verbal response(drowsy)
Painful response(semicoma)
Unresponsive(coma)
Unknown
Data missing
Hospital arrival route
1: direct visit
2: transferred from another facility
3: referred from outpatient
4: etc.
5: unknown
6: data missing
Mode of arrival
1: 119 ambulance
2: medical institution ambulance
3: other ambulances
4: police or other public vehicles
5: air transport
6: other vehicles
7: on foot
8: etc.
9: unknown
10: data missing
Insurance type
1: health insurance (regional, workplace)
2: automobile insurance
3: industrial accident compensation insurance
4: private insurance
5: medical aid type 1
6: medical aid type 2
7: general
8: etc.
9: unknown
10: data missing
Pre-hospital cardiac arrest status
Yes
No
Unknown
Data missing
Pre-hospital notification status
Yes
No
Not applicable
Unknown
Data missing
Systolic blood pressure (mmHg)
Diastolic blood pressure (mmHg)
Heart rate per minute
Respiratory rate per minute
Body temperature (°C)
Oxygen saturation (%SpO2)
Protective
Use protective
Not use protective
Unknown protective
data missing