Table 1 Parameter selections for further simulation and investigation of the impact of data quality metrics on risk prediction (In bold: Reference values)
Parameter | Parameter Annotation | Parameter Choices |
|---|---|---|
Sample Size | N | \(\{50, 200,\textbf{ 500}, 5000\}\) |
Noise Standard Deviation | \(\sigma _\epsilon\) | \(\{0.05,0.075, \mathbf { 0.15}, 0.3\}\) |
Percentage of Patients Responding | \(p_{perc}\) | \(\{0, 0.2, 0.5, 0.8, \textbf{1}\}\) |
Years of Assumed Slope | \(t_m\) | \(\{1,\textbf{3},5\}\) |
Number of Measurements per Year | \(n_{abs}\) | \(\{1,\textbf{2},3\}\) |
Intercept Difference | \(\Delta _b\) | \(0, \{\mathbf {0.1}, 0.2\}\) |
Intercept Standard Deviation | \(\sigma _b\) | \(\{\mathbf {0.05}\}\) |
Slope Mean | \(\mu _m\) | \(\{\mathbf {0.005}\}\) |
Slope Standard Deviation | \(\sigma _m\) | \(\{0.001, \mathbf {0.005}, 0.01\}\) |