Predict choice based on patient characteristics and family values

Use the apollo package to predict the choice based on the fitted models

Usage

predict(
  expected_los = 0,
  clinical_situation = 0,
  age = 0,
  frailty = 0,
  life_expectancy = 0,
  suffering = 0,
  disability_cardiovascular = 0,
  disability_pulmonary = 0,
  disability_renal = 0,
  disability_neurological = 0,
  disability_gastrointestinal = 0,
  family_values = 0,
  type = "binary",
  group = "aggregate"
)

Arguments

expected_los

Expected additional ICU length of stay. Use one of the following (Default = 0):

Value	Description
0	A couple of weeks
1	A couple of months

clinical_situation

Clinical Situation. Use one of the following (Default = 0):

Value	Description
0	Deterioration
1	No improvement

age

Age. Use one of the following (Default = 0):

Value	Description
0	40 years
1	55 years
2	70 years
3	85 years

frailty

Frailty at hospital admission. Use one of the following (Default = 0):

Value	Description
0	Clinical Frailty Score: 1-2
1	Clinical Frailty Score: 3-4
2	Clinical Frailty Score: 5-6

life_expectancy

Life expectancy (pre-admission). Use one of the following (Default = 0):

Value	Description
0	6 - 12 months
1	1 - 5 years
1	> 5 years

suffering

Burden of Suffering. Use one of the following (Default = 0):

Value	Description
0	Limited
1	Severe

disability_cardiovascular

Expected cardiovascular impairment after discharge. Use one of the following (Default = 0):

Value	Description
0	NYHA I
1	NYHA II
2	NYHA III
3	NYHA IV

disability_pulmonary

Expected pulmonary impairment after discharge. Use one of the following (Default = 0):

Value	Description
0	No impairment
1	Moderate impairment
2	Severe impairment

disability_renal

Expected renal impairment after discharge. Use one of the following (Default = 0):

Value	Description
0	No impairment (GFR > 30)
1	Pre-dialysis (GFR 15-30)
2	Dialysis dependent (GFR < 15)

disability_neurological

Expected neurological impairment after discharge. Use one of the following (Default = 0):

Value	Description
0	mRS 0-1
1	mRS 2-3
2	mRS 4-5

disability_gastrointestinal

Expected gastrointestinal impairment after discharge. Use one of the following (Default = 0):

Value	Description
0	Without tube-feeding
1	Tube-feeding dependent

family_values

Patient or Family Values. Use one of the following (Default = 0):

Value	Description
0	Expected future physical disabilities are possibly acceptable
1	Expected future physical disabilities are most likely unacceptable

type

Either "binary" or "multinomial". Default: "binary".

group

Either "aggregate", "aumc", "olvg", "intensivists" or "fellows". Default: "aggregate"

Value

Returns tibble containing the prediction.

Examples

baitlist::predict(family_values = 1)
#>     withdraw  continue
#> 1 0.05115562 0.9488444
baitlist::predict(
  type = "multinomial",
  expected_los = 1,
  clinical_situation = 1,
  age = 1, frailty = 1,
  life_expectancy = 1,
  suffering = 1,
  disability_cardiovascular = 1,
  disability_pulmonary = 1,
  disability_renal = 1,
  disability_neurological = 1,
  disability_gastrointestinal = 1,
  family_values = 1
  )
#>    withdraw timelimited  continue
#> 1 0.6879451    0.252024 0.0600309