Mplus model76 模型讲解

来自图书《MPlus中介调节模型》

Mplus 中介调节模型教程:构建与分析复杂模型

  • 理论模型
  • 数学模型
  • 数学推导
  • 代码解读

理论模型

数学模型

数学公式1

模型方程:

Y = b0 + b1M + b2MW + b3MZ + c1'X + c2'W + c3'Z + c4'XW + c5'XZ

M = a0 + a1X + a2W + a3Z + a4XW + a5XZ

数学公式2

模型方程:

Y = b0 + b1M + b2MW + b3MZ + c1'X + c2'W + c3'Z + c4'XW + c5'XZ

M = a0 + a1X + a2W + a3Z + a4XW + a5XZ
代入 M 的方程:

Y = b0 + b1(a0 + a1X + a2W + a3Z + a4XW + a5XZ) + b2(a0 + a1X + a2W + a3Z + a4XW + a5XZ)W + b3(a0 + a1X + a2W + a3Z + a4XW + a5XZ)Z + c1'X + c2'W + c3'Z + c4'XW + c5'XZ

数学公式3

模型方程:

Y = b0 + b1M + b2MW + b3MZ + c1'X + c2'W + c3'Z + c4'XW + c5'XZ

M = a0 + a1X + a2W + a3Z + a4XW + a5XZ
代入 M 的方程:

Y = b0 + b1(a0 + a1X + a2W + a3Z + a4XW + a5XZ) + b2(a0 + a1X + a2W + a3Z + a4XW + a5XZ)W + b3(a0 + a1X + a2W + a3Z + a4XW + a5XZ)Z + c1'X + c2'W + c3'Z + c4'XW + c5'XZ
展开括号:

Y = b0 + a0b1 + a1b1X + a2b1W + a3b1Z + a4b1XW + a5b1XZ + a0b2W + a1b2XW + a2b2WW + a3b2ZW + a4b2XWW + a5b2XZW + a0b3Z + a1b3XZ + a2b3WZ + a3b3ZZ + a4b3XWZ + a5b3XZZ + c1'X + c2'W + c3'Z + c4'XW + c5'XZ

数学公式4

模型方程:

Y = b0 + b1M + b2MW + b3MZ + c1'X + c2'W + c3'Z + c4'XW + c5'XZ

M = a0 + a1X + a2W + a3Z + a4XW + a5XZ
代入 M 的方程:

Y = b0 + b1(a0 + a1X + a2W + a3Z + a4XW + a5XZ) + b2(a0 + a1X + a2W + a3Z + a4XW + a5XZ)W + b3(a0 + a1X + a2W + a3Z + a4XW + a5XZ)Z + c1'X + c2'W + c3'Z + c4'XW + c5'XZ
展开括号:

Y = b0 + a0b1 + a1b1X + a2b1W + a3b1Z + a4b1XW + a5b1XZ + a0b2W + a1b2XW + a2b2WW + a3b2ZW + a4b2XWW + a5b2XZW + a0b3Z + a1b3XZ + a2b3WZ + a3b3ZZ + a4b3XWZ + a5b3XZZ + c1'X + c2'W + c3'Z + c4'XW + c5'XZ
整理为 Y = a + bX 的形式:

Y = (b0 + a0b1 + a2b1W + a3b1Z + a0b2W + a2b2WW + a3b2ZW + a0b3Z + a2b3WZ + a3b3ZZ + c2'W + c3'Z) + (a1b1 + a4b1W + a5b1Z + a1b2W + a4b2WW + a5b2ZW + a1b3Z + a4b3WZ + a5b3ZZ + c1' + c4'W + c5'Z)X

数学公式5

模型方程:

Y = b0 + b1M + b2MW + b3MZ + c1'X + c2'W + c3'Z + c4'XW + c5'XZ

M = a0 + a1X + a2W + a3Z + a4XW + a5XZ
代入 M 的方程:

Y = b0 + b1(a0 + a1X + a2W + a3Z + a4XW + a5XZ) + b2(a0 + a1X + a2W + a3Z + a4XW + a5XZ)W + b3(a0 + a1X + a2W + a3Z + a4XW + a5XZ)Z + c1'X + c2'W + c3'Z + c4'XW + c5'XZ
展开括号:

Y = b0 + a0b1 + a1b1X + a2b1W + a3b1Z + a4b1XW + a5b1XZ + a0b2W + a1b2XW + a2b2WW + a3b2ZW + a4b2XWW + a5b2XZW + a0b3Z + a1b3XZ + a2b3WZ + a3b3ZZ + a4b3XWZ + a5b3XZZ + c1'X + c2'W + c3'Z + c4'XW + c5'XZ
整理为 Y = a + bX 的形式:

Y = (b0 + a0b1 + a2b1W + a3b1Z + a0b2W + a2b2WW + a3b2ZW + a0b3Z + a2b3WZ + a3b3ZZ + c2'W + c3'Z) + (a1b1 + a4b1W + a5b1Z + a1b2W + a4b2WW + a5b2ZW + a1b3Z + a4b3WZ + a5b3ZZ + c1' + c4'W + c5'Z)X
间接效应和直接效应:

条件间接效应: (a1 + a4W + a5Z)(b1 + b2W + b3Z)

条件直接效应: c1' + c4'W + c5'Z

代码解读1

USEVARIABLES = X M W Z Y XW XZ MW MZ;
! Create interaction terms

代码解读2

USEVARIABLES = X M W Z Y XW XZ MW MZ;
! Create interaction terms
DEFINE:

 MW = M*W;
 MZ = M*Z;
 XW = X*W;
 XZ = X*Z;

代码解读3

USEVARIABLES = X M W Z Y XW XZ MW MZ;
! Create interaction terms
DEFINE:

 MW = M*W;
 MZ = M*Z;
 XW = X*W;
 XZ = X*Z;
ANALYSIS:

 TYPE = GENERAL;
 ESTIMATOR = ML;
 BOOTSTRAP = 10000;

代码解读4

USEVARIABLES = X M W Z Y XW XZ MW MZ;
! Create interaction terms
DEFINE:

 MW = M*W;
 MZ = M*Z;
 XW = X*W;
 XZ = X*Z;
ANALYSIS:

 TYPE = GENERAL;
 ESTIMATOR = ML;
 BOOTSTRAP = 10000;
MODEL:

 [Y] (b0);
 Y ON M (b1);
 Y ON MW (b2);
 Y ON MZ (b3);
 Y ON X(cdash1);
 Y ON W (cdash2);
 Y ON Z (cdash3);
 Y ON XW (cdash4);
 Y ON XZ (cdash5);
 [M] (a0);
 M ON X (a1);
 M ON W (a2);
 M ON Z (a3);
 M ON XW (a4);
 M ON XZ (a5);

代码解读5

USEVARIABLES = X M W Z Y XW XZ MW MZ;
! Create interaction terms
DEFINE:

 MW = M*W;
 MZ = M*Z;
 XW = X*W;
 XZ = X*Z;
ANALYSIS:

 TYPE = GENERAL;
 ESTIMATOR = ML;
 BOOTSTRAP = 10000;
MODEL:

 [Y] (b0);
 Y ON M (b1);
 Y ON MW (b2);
 Y ON MZ (b3);
 Y ON X(cdash1);
 Y ON W (cdash2);
 Y ON Z (cdash3);
 Y ON XW (cdash4);
 Y ON XZ (cdash5);
 [M] (a0);
 M ON X (a1);
 M ON W (a2);
 M ON Z (a3);
 M ON XW (a4);
 M ON XZ (a5);
MODEL CONSTRAINT:
 NEW(LOW_W MED_W HIGH_W LOW_Z MED_Z HIGH_Z
 ILOW_LOZ IMEW_LOZ IHIW_LOZ ILOW_MEZ IMEW_MEZ IHIW_MEZ
 ILOW_HIZ IMEW_HIZ IHIW_HIZ
 DLOW_LOZ DMEW_LOZ DHIW_LOZ DLOW_MEZ DMEW_MEZ DHIW_MEZ
 DLOW_HIZ DMEW_HIZ DHIW_HIZ
 TLOW_LOZ TMEW_LOZ THIW_LOZ TLOW_MEZ TMEW_MEZ THIW_MEZ
 TLOW_HIZ TMEW_HIZ THIW_HIZ);
 LOW_W = #LOWW;
! replace #LOWW in the code with your chosen low value of W

 MED_W = #MEDW;
! replace #MEDW in the code with your chosen medium value of W

 HIGH_W = #HIGHW;
! replace #HIGHW in the code with your chosen high value of W
 LOW_Z = #LOWZ;
! replace #LOWZ in the code with your chosen low value of Z

 MED_Z = #MEDZ;
! replace #MEDZ in the code with your chosen medium value of Z

 HIGH_Z = #HIGHZ;
! replace #HIGHZ in the code with your chosen high value of Z
! Calc conditional indirect effects for each combination of moderator values
 ILOW_LOZ = a1*b1 + a4*b1*LOW_W + a5*b1*LOW_Z + a1*b2*LOW_W +
 a4*b2*LOW_W*LOW_W + a5*b2*LOW_Z*LOW_W + a1*b3*LOW_Z +
 a4*b3*LOW_W*LOW_Z + a5*b3*LOW_Z*LOW_Z;
 IMEW_LOZ = a1*b1 + a4*b1*MED_W + a5*b1*LOW_Z + a1*b2*MED_W +
 a4*b2*MED_W*MED_W + a5*b2*LOW_Z*MED_W + a1*b3*LOW_Z +
 a4*b3*MED_W*LOW_Z + a5*b3*LOW_Z*LOW_Z;
 IHIW_LOZ = a1*b1 + a4*b1*HIGH_W + a5*b1*LOW_Z + a1*b2*HIGH_W +
 a4*b2*HIGH_W*HIGH_W + a5*b2*LOW_Z*HIGH_W + a1*b3*LOW_Z +
 a4*b3*HIGH_W*LOW_Z + a5*b3*LOW_Z*LOW_Z;
 ILOW_MEZ = a1*b1 + a4*b1*LOW_W + a5*b1*MED_Z + a1*b2*LOW_W +
 a4*b2*LOW_W*LOW_W + a5*b2*MED_Z*LOW_W + a1*b3*MED_Z +
 a4*b3*LOW_W*MED_Z + a5*b3*MED_Z*MED_Z;
 IMEW_MEZ = a1*b1 + a4*b1*MED_W + a5*b1*MED_Z + a1*b2*MED_W +
 a4*b2*MED_W*MED_W + a5*b2*MED_Z*MED_W + a1*b3*MED_Z +
 a4*b3*MED_W*MED_Z + a5*b3*MED_Z*MED_Z;
 IHIW_MEZ = a1*b1 + a4*b1*HIGH_W + a5*b1*MED_Z + a1*b2*HIGH_W +
 a4*b2*HIGH_W*HIGH_W + a5*b2*MED_Z*HIGH_W + a1*b3*MED_Z +
 a4*b3*HIGH_W*MED_Z + a5*b3*MED_Z*MED_Z;
 ILOW_HIZ = a1*b1 + a4*b1*LOW_W + a5*b1*HIGH_Z + a1*b2*LOW_W +
 a4*b2*LOW_W*LOW_W + a5*b2*HIGH_Z*LOW_W + a1*b3*HIGH_Z +
 a4*b3*LOW_W*HIGH_Z + a5*b3*HIGH_Z*HIGH_Z;
 IMEW_HIZ = a1*b1 + a4*b1*MED_W + a5*b1*HIGH_Z + a1*b2*MED_W +
 a4*b2*MED_W*MED_W + a5*b2*HIGH_Z*MED_W + a1*b3*HIGH_Z +
 a4*b3*MED_W*HIGH_Z + a5*b3*HIGH_Z*HIGH_Z;
 IHIW_HIZ = a1*b1 + a4*b1*HIGH_W + a5*b1*HIGH_Z + a1*b2*HIGH_W +
 a4*b2*HIGH_W*HIGH_W + a5*b2*HIGH_Z*HIGH_W + a1*b3*HIGH_Z +
 a4*b3*HIGH_W*HIGH_Z + a5*b3*HIGH_Z*HIGH_Z;
! Calc conditional direct effects for each combination of moderator values
 DLOW_LOZ = cdash1 + cdash4*LOW_W + cdash5*LOW_Z;
 DMEW_LOZ = cdash1 + cdash4*MED_W + cdash5*LOW_Z;
 DHIW_LOZ = cdash1 + cdash4*HIGH_W + cdash5*LOW_Z;
 DLOW_MEZ = cdash1 + cdash4*LOW_W + cdash5*MED_Z;
 DMEW_MEZ = cdash1 + cdash4*MED_W + cdash5*MED_Z;
 DHIW_MEZ = cdash1 + cdash4*HIGH_W + cdash5*MED_Z;
 DLOW_HIZ = cdash1 + cdash4*LOW_W + cdash5*HIGH_Z;
 DMEW_HIZ = cdash1 + cdash4*MED_W + cdash5*HIGH_Z;
 DHIW_HIZ = cdash1 + cdash4*HIGH_W + cdash5*HIGH_Z;
! Calc conditional total effects for each combination of moderator values
 TLOW_LOZ = ILOW_LOZ + DLOW_LOZ;
 TMEW_LOZ = IMEW_LOZ + DMEW_LOZ;
 THIW_LOZ = IHIW_LOZ + DHIW_LOZ;
 TLOW_MEZ = ILOW_MEZ + DLOW_MEZ;
 TMEW_MEZ = IMEW_MEZ + DMEW_MEZ;
 THIW_MEZ = IHIW_MEZ + DHIW_MEZ;
 TLOW_HIZ = ILOW_HIZ + DLOW_HIZ;
 TMEW_HIZ = IMEW_HIZ + DMEW_HIZ;
 THIW_HIZ = IHIW_HIZ + DHIW_HIZ;

代码解读6

USEVARIABLES = X M W Z Y XW XZ MW MZ;
! Create interaction terms
DEFINE:

 MW = M*W;
 MZ = M*Z;
 XW = X*W;
 XZ = X*Z;
ANALYSIS:

 TYPE = GENERAL;
 ESTIMATOR = ML;
 BOOTSTRAP = 10000;
MODEL:

 [Y] (b0);
 Y ON M (b1);
 Y ON MW (b2);
 Y ON MZ (b3);
 Y ON X(cdash1);
 Y ON W (cdash2);
 Y ON Z (cdash3);
 Y ON XW (cdash4);
 Y ON XZ (cdash5);
 [M] (a0);
 M ON X (a1);
 M ON W (a2);
 M ON Z (a3);
 M ON XW (a4);
 M ON XZ (a5);
MODEL CONSTRAINT:
 NEW(LOW_W MED_W HIGH_W LOW_Z MED_Z HIGH_Z
 ILOW_LOZ IMEW_LOZ IHIW_LOZ ILOW_MEZ IMEW_MEZ IHIW_MEZ
 ILOW_HIZ IMEW_HIZ IHIW_HIZ
 DLOW_LOZ DMEW_LOZ DHIW_LOZ DLOW_MEZ DMEW_MEZ DHIW_MEZ
 DLOW_HIZ DMEW_HIZ DHIW_HIZ
 TLOW_LOZ TMEW_LOZ THIW_LOZ TLOW_MEZ TMEW_MEZ THIW_MEZ
 TLOW_HIZ TMEW_HIZ THIW_HIZ);
 LOW_W = #LOWW;
! replace #LOWW in the code with your chosen low value of W

 MED_W = #MEDW;
! replace #MEDW in the code with your chosen medium value of W

 HIGH_W = #HIGHW;
! replace #HIGHW in the code with your chosen high value of W
 LOW_Z = #LOWZ;
! replace #LOWZ in the code with your chosen low value of Z

 MED_Z = #MEDZ;
! replace #MEDZ in the code with your chosen medium value of Z

 HIGH_Z = #HIGHZ;
! replace #HIGHZ in the code with your chosen high value of Z
! Calc conditional indirect effects for each combination of moderator values
 ILOW_LOZ = a1*b1 + a4*b1*LOW_W + a5*b1*LOW_Z + a1*b2*LOW_W +
 a4*b2*LOW_W*LOW_W + a5*b2*LOW_Z*LOW_W + a1*b3*LOW_Z +
 a4*b3*LOW_W*LOW_Z + a5*b3*LOW_Z*LOW_Z;
 IMEW_LOZ = a1*b1 + a4*b1*MED_W + a5*b1*LOW_Z + a1*b2*MED_W +
 a4*b2*MED_W*MED_W + a5*b2*LOW_Z*MED_W + a1*b3*LOW_Z +
 a4*b3*MED_W*LOW_Z + a5*b3*LOW_Z*LOW_Z;
 IHIW_LOZ = a1*b1 + a4*b1*HIGH_W + a5*b1*LOW_Z + a1*b2*HIGH_W +
 a4*b2*HIGH_W*HIGH_W + a5*b2*LOW_Z*HIGH_W + a1*b3*LOW_Z +
 a4*b3*HIGH_W*LOW_Z + a5*b3*LOW_Z*LOW_Z;
 ILOW_MEZ = a1*b1 + a4*b1*LOW_W + a5*b1*MED_Z + a1*b2*LOW_W +
 a4*b2*LOW_W*LOW_W + a5*b2*MED_Z*LOW_W + a1*b3*MED_Z +
 a4*b3*LOW_W*MED_Z + a5*b3*MED_Z*MED_Z;
 IMEW_MEZ = a1*b1 + a4*b1*MED_W + a5*b1*MED_Z + a1*b2*MED_W +
 a4*b2*MED_W*MED_W + a5*b2*MED_Z*MED_W + a1*b3*MED_Z +
 a4*b3*MED_W*MED_Z + a5*b3*MED_Z*MED_Z;
 IHIW_MEZ = a1*b1 + a4*b1*HIGH_W + a5*b1*MED_Z + a1*b2*HIGH_W +
 a4*b2*HIGH_W*HIGH_W + a5*b2*MED_Z*HIGH_W + a1*b3*MED_Z +
 a4*b3*HIGH_W*MED_Z + a5*b3*MED_Z*MED_Z;
 ILOW_HIZ = a1*b1 + a4*b1*LOW_W + a5*b1*HIGH_Z + a1*b2*LOW_W +
 a4*b2*LOW_W*LOW_W + a5*b2*HIGH_Z*LOW_W + a1*b3*HIGH_Z +
 a4*b3*LOW_W*HIGH_Z + a5*b3*HIGH_Z*HIGH_Z;
 IMEW_HIZ = a1*b1 + a4*b1*MED_W + a5*b1*HIGH_Z + a1*b2*MED_W +
 a4*b2*MED_W*MED_W + a5*b2*HIGH_Z*MED_W + a1*b3*HIGH_Z +
 a4*b3*MED_W*HIGH_Z + a5*b3*HIGH_Z*HIGH_Z;
 IHIW_HIZ = a1*b1 + a4*b1*HIGH_W + a5*b1*HIGH_Z + a1*b2*HIGH_W +
 a4*b2*HIGH_W*HIGH_W + a5*b2*HIGH_Z*HIGH_W + a1*b3*HIGH_Z +
 a4*b3*HIGH_W*HIGH_Z + a5*b3*HIGH_Z*HIGH_Z;
! Calc conditional direct effects for each combination of moderator values
 DLOW_LOZ = cdash1 + cdash4*LOW_W + cdash5*LOW_Z;
 DMEW_LOZ = cdash1 + cdash4*MED_W + cdash5*LOW_Z;
 DHIW_LOZ = cdash1 + cdash4*HIGH_W + cdash5*LOW_Z;
 DLOW_MEZ = cdash1 + cdash4*LOW_W + cdash5*MED_Z;
 DMEW_MEZ = cdash1 + cdash4*MED_W + cdash5*MED_Z;
 DHIW_MEZ = cdash1 + cdash4*HIGH_W + cdash5*MED_Z;
 DLOW_HIZ = cdash1 + cdash4*LOW_W + cdash5*HIGH_Z;
 DMEW_HIZ = cdash1 + cdash4*MED_W + cdash5*HIGH_Z;
 DHIW_HIZ = cdash1 + cdash4*HIGH_W + cdash5*HIGH_Z;
! Calc conditional total effects for each combination of moderator values
 TLOW_LOZ = ILOW_LOZ + DLOW_LOZ;
 TMEW_LOZ = IMEW_LOZ + DMEW_LOZ;
 THIW_LOZ = IHIW_LOZ + DHIW_LOZ;
 TLOW_MEZ = ILOW_MEZ + DLOW_MEZ;
 TMEW_MEZ = IMEW_MEZ + DMEW_MEZ;
 THIW_MEZ = IHIW_MEZ + DHIW_MEZ;
 TLOW_HIZ = ILOW_HIZ + DLOW_HIZ;
 TMEW_HIZ = IMEW_HIZ + DMEW_HIZ;
 THIW_HIZ = IHIW_HIZ + DHIW_HIZ;
! Use loop plot to plot conditional indirect effect of X on Y for each combination of low, med, high moderator values
! Could be edited to show conditional direct or conditional total effects instead
! NOTE - values of 1,5 in LOOP() statement need to be replaced by
! logical min and max limits of predictor X used in analysis
 PLOT(PLOW_LOZ PMEW_LOZ PHIW_LOZ PLOW_MEZ PMEW_MEZ PHIW_MEZ
 PLOW_HIZ PMEW_HIZ PHIW_HIZ);
 LOOP(XVAL,1,5,0.1);
 PLOW_LOZ = ILOW_LOZ*XVAL;
 PMEW_LOZ = IMEW_LOZ*XVAL;
 PHIW_LOZ = IHIW_LOZ*XVAL;
 PLOW_MEZ = ILOW_MEZ*XVAL;
 PMEW_MEZ = IMEW_MEZ*XVAL;
 PHIW_MEZ = IHIW_MEZ*XVAL;
 PLOW_HIZ = ILOW_HIZ*XVAL;
 PMEW_HIZ = IMEW_HIZ*XVAL;
 PHIW_HIZ = IHIW_HIZ*XVAL;

代码解读7

USEVARIABLES = X M W Z Y XW XZ MW MZ;
! Create interaction terms
DEFINE:

 MW = M*W;
 MZ = M*Z;
 XW = X*W;
 XZ = X*Z;
ANALYSIS:

 TYPE = GENERAL;
 ESTIMATOR = ML;
 BOOTSTRAP = 10000;
MODEL:

 [Y] (b0);
 Y ON M (b1);
 Y ON MW (b2);
 Y ON MZ (b3);
 Y ON X(cdash1);
 Y ON W (cdash2);
 Y ON Z (cdash3);
 Y ON XW (cdash4);
 Y ON XZ (cdash5);
 [M] (a0);
 M ON X (a1);
 M ON W (a2);
 M ON Z (a3);
 M ON XW (a4);
 M ON XZ (a5);
MODEL CONSTRAINT:
 NEW(LOW_W MED_W HIGH_W LOW_Z MED_Z HIGH_Z
 ILOW_LOZ IMEW_LOZ IHIW_LOZ ILOW_MEZ IMEW_MEZ IHIW_MEZ
 ILOW_HIZ IMEW_HIZ IHIW_HIZ
 DLOW_LOZ DMEW_LOZ DHIW_LOZ DLOW_MEZ DMEW_MEZ DHIW_MEZ
 DLOW_HIZ DMEW_HIZ DHIW_HIZ
 TLOW_LOZ TMEW_LOZ THIW_LOZ TLOW_MEZ TMEW_MEZ THIW_MEZ
 TLOW_HIZ TMEW_HIZ THIW_HIZ);
 LOW_W = #LOWW;
! replace #LOWW in the code with your chosen low value of W

 MED_W = #MEDW;
! replace #MEDW in the code with your chosen medium value of W

 HIGH_W = #HIGHW;
! replace #HIGHW in the code with your chosen high value of W
 LOW_Z = #LOWZ;
! replace #LOWZ in the code with your chosen low value of Z

 MED_Z = #MEDZ;
! replace #MEDZ in the code with your chosen medium value of Z

 HIGH_Z = #HIGHZ;
! replace #HIGHZ in the code with your chosen high value of Z
! Calc conditional indirect effects for each combination of moderator values
 ILOW_LOZ = a1*b1 + a4*b1*LOW_W + a5*b1*LOW_Z + a1*b2*LOW_W +
 a4*b2*LOW_W*LOW_W + a5*b2*LOW_Z*LOW_W + a1*b3*LOW_Z +
 a4*b3*LOW_W*LOW_Z + a5*b3*LOW_Z*LOW_Z;
 IMEW_LOZ = a1*b1 + a4*b1*MED_W + a5*b1*LOW_Z + a1*b2*MED_W +
 a4*b2*MED_W*MED_W + a5*b2*LOW_Z*MED_W + a1*b3*LOW_Z +
 a4*b3*MED_W*LOW_Z + a5*b3*LOW_Z*LOW_Z;
 IHIW_LOZ = a1*b1 + a4*b1*HIGH_W + a5*b1*LOW_Z + a1*b2*HIGH_W +
 a4*b2*HIGH_W*HIGH_W + a5*b2*LOW_Z*HIGH_W + a1*b3*LOW_Z +
 a4*b3*HIGH_W*LOW_Z + a5*b3*LOW_Z*LOW_Z;
 ILOW_MEZ = a1*b1 + a4*b1*LOW_W + a5*b1*MED_Z + a1*b2*LOW_W +
 a4*b2*LOW_W*LOW_W + a5*b2*MED_Z*LOW_W + a1*b3*MED_Z +
 a4*b3*LOW_W*MED_Z + a5*b3*MED_Z*MED_Z;
 IMEW_MEZ = a1*b1 + a4*b1*MED_W + a5*b1*MED_Z + a1*b2*MED_W +
 a4*b2*MED_W*MED_W + a5*b2*MED_Z*MED_W + a1*b3*MED_Z +
 a4*b3*MED_W*MED_Z + a5*b3*MED_Z*MED_Z;
 IHIW_MEZ = a1*b1 + a4*b1*HIGH_W + a5*b1*MED_Z + a1*b2*HIGH_W +
 a4*b2*HIGH_W*HIGH_W + a5*b2*MED_Z*HIGH_W + a1*b3*MED_Z +
 a4*b3*HIGH_W*MED_Z + a5*b3*MED_Z*MED_Z;
 ILOW_HIZ = a1*b1 + a4*b1*LOW_W + a5*b1*HIGH_Z + a1*b2*LOW_W +
 a4*b2*LOW_W*LOW_W + a5*b2*HIGH_Z*LOW_W + a1*b3*HIGH_Z +
 a4*b3*LOW_W*HIGH_Z + a5*b3*HIGH_Z*HIGH_Z;
 IMEW_HIZ = a1*b1 + a4*b1*MED_W + a5*b1*HIGH_Z + a1*b2*MED_W +
 a4*b2*MED_W*MED_W + a5*b2*HIGH_Z*MED_W + a1*b3*HIGH_Z +
 a4*b3*MED_W*HIGH_Z + a5*b3*HIGH_Z*HIGH_Z;
 IHIW_HIZ = a1*b1 + a4*b1*HIGH_W + a5*b1*HIGH_Z + a1*b2*HIGH_W +
 a4*b2*HIGH_W*HIGH_W + a5*b2*HIGH_Z*HIGH_W + a1*b3*HIGH_Z +
 a4*b3*HIGH_W*HIGH_Z + a5*b3*HIGH_Z*HIGH_Z;
! Calc conditional direct effects for each combination of moderator values
 DLOW_LOZ = cdash1 + cdash4*LOW_W + cdash5*LOW_Z;
 DMEW_LOZ = cdash1 + cdash4*MED_W + cdash5*LOW_Z;
 DHIW_LOZ = cdash1 + cdash4*HIGH_W + cdash5*LOW_Z;
 DLOW_MEZ = cdash1 + cdash4*LOW_W + cdash5*MED_Z;
 DMEW_MEZ = cdash1 + cdash4*MED_W + cdash5*MED_Z;
 DHIW_MEZ = cdash1 + cdash4*HIGH_W + cdash5*MED_Z;
 DLOW_HIZ = cdash1 + cdash4*LOW_W + cdash5*HIGH_Z;
 DMEW_HIZ = cdash1 + cdash4*MED_W + cdash5*HIGH_Z;
 DHIW_HIZ = cdash1 + cdash4*HIGH_W + cdash5*HIGH_Z;
! Calc conditional total effects for each combination of moderator values
 TLOW_LOZ = ILOW_LOZ + DLOW_LOZ;
 TMEW_LOZ = IMEW_LOZ + DMEW_LOZ;
 THIW_LOZ = IHIW_LOZ + DHIW_LOZ;
 TLOW_MEZ = ILOW_MEZ + DLOW_MEZ;
 TMEW_MEZ = IMEW_MEZ + DMEW_MEZ;
 THIW_MEZ = IHIW_MEZ + DHIW_MEZ;
 TLOW_HIZ = ILOW_HIZ + DLOW_HIZ;
 TMEW_HIZ = IMEW_HIZ + DMEW_HIZ;
 THIW_HIZ = IHIW_HIZ + DHIW_HIZ;
! Use loop plot to plot conditional indirect effect of X on Y for each combination of low, med, high moderator values
! Could be edited to show conditional direct or conditional total effects instead
! NOTE - values of 1,5 in LOOP() statement need to be replaced by
! logical min and max limits of predictor X used in analysis
 PLOT(PLOW_LOZ PMEW_LOZ PHIW_LOZ PLOW_MEZ PMEW_MEZ PHIW_MEZ
 PLOW_HIZ PMEW_HIZ PHIW_HIZ);
 LOOP(XVAL,1,5,0.1);
 PLOW_LOZ = ILOW_LOZ*XVAL;
 PMEW_LOZ = IMEW_LOZ*XVAL;
 PHIW_LOZ = IHIW_LOZ*XVAL;
 PLOW_MEZ = ILOW_MEZ*XVAL;
 PMEW_MEZ = IMEW_MEZ*XVAL;
 PHIW_MEZ = IHIW_MEZ*XVAL;
 PLOW_HIZ = ILOW_HIZ*XVAL;
 PMEW_HIZ = IMEW_HIZ*XVAL;
 PHIW_HIZ = IHIW_HIZ*XVAL;
PLOT:

 TYPE = plot2;
OUTPUT:

 STAND CINT(bcbootstrap);

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