Create Model Weights tables — create_model_weights

Displays the model weights, constant, Null log-likelihood and estimated model log-likelihood and adjusted rho-squared of the binary and multinomial models for each model separately and a large combined table for across all groups of each model type. Saves the tables as extdata/tables/<binary|multinomial>/model_weights_<group>.html using the gt package.

Usage

create_model_weights_tables()

Value

list of gt tables

Examples

tables <- baitlist::create_model_weights_tables()
#> Creating model weights tables...
#> Processing All participants model (binary)...
#> Processing Amsterdam UMC model (binary)...
#> Processing OLVG model (binary)...
#> Processing Intensivists model (binary)...
#> Processing Fellows model (binary)...
#> Creating combined table across group (binary)...
#> Processing All participants model (multinomial)...
#> Processing Amsterdam UMC model (multinomial)...
#> Processing OLVG model (multinomial)...
#> Processing Intensivists model (multinomial)...
#> Processing Fellows model (multinomial)...
#> Creating combined table across group (multinomial)...
#> Done.
tables$binary$aggregate


  All participants model
    
Criteria
      Weight
[95% CI]
      p value
    

    
Expected additional ICU length of stay
-0.0826
[-0.353, 0.188]
0.549
Clinical situation
0.582
[0.057, 1.107]
0.0297
Age (years)
-1.19
[-1.432, -0.950]
< 0.0001
Frailty at hospital admission
-0.496
[-0.807, -0.185]
0.00177
Life expectancy (pre-admission)
0.364
[0.147, 0.581]
0.00102
Burden of Suffering
-0.614
[-1.228, -0.001]
0.0496
Cardiovascular impairment
-0.385
[-0.532, -0.239]
< 0.0001
Pulmonary impairment
-0.618
[-0.894, -0.343]
< 0.0001
Renal impairment
-0.347
[-0.643, -0.050]
0.0219
Neurological impairment
-0.451
[-0.895, -0.006]
0.0468
Gastro-intestinal impairment
-0.503
[-0.866, -0.139]
0.0067
Patient or Family Values
-2.41
[-3.039, -1.788]
< 0.0001

    
Constant
5.33
[3.467, 7.200]
< 0.0001
Goodness of Fit
    
Null log-likelihood

-624
Log-likelihood of estimated model

-456
Adjusted  $\rho^2$ 

0.249

Criteria	Weight [95% CI]	p value
All participants model

Expected additional ICU length of stay	-0.0826 [-0.353, 0.188]	0.549
Clinical situation	0.582 [0.057, 1.107]	0.0297
Age (years)	-1.19 [-1.432, -0.950]	< 0.0001
Frailty at hospital admission	-0.496 [-0.807, -0.185]	0.00177
Life expectancy (pre-admission)	0.364 [0.147, 0.581]	0.00102
Burden of Suffering	-0.614 [-1.228, -0.001]	0.0496
Cardiovascular impairment	-0.385 [-0.532, -0.239]	< 0.0001
Pulmonary impairment	-0.618 [-0.894, -0.343]	< 0.0001
Renal impairment	-0.347 [-0.643, -0.050]	0.0219
Neurological impairment	-0.451 [-0.895, -0.006]	0.0468
Gastro-intestinal impairment	-0.503 [-0.866, -0.139]	0.0067
Patient or Family Values	-2.41 [-3.039, -1.788]	< 0.0001

Constant	5.33 [3.467, 7.200]	< 0.0001
Goodness of Fit
Null log-likelihood		-624
Log-likelihood of estimated model		-456
Adjusted $\rho^2$		0.249