From 023d318ca83e7d947963efd00b6cb079df28e65e Mon Sep 17 00:00:00 2001 From: istallworthy <31548151+istallworthy@users.noreply.github.com> Date: Mon, 4 Dec 2023 22:26:43 +0000 Subject: [PATCH] =?UTF-8?q?Deploying=20to=20gh-pages=20from=20@=20istallwo?= =?UTF-8?q?rthy/devMSMs@f79c57c279efd03cac984d15d235a128e3bc4cdc=20?= =?UTF-8?q?=F0=9F=9A=80?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- articles/Preliminary_Steps.html | 4 +- articles/Terminology.html | 2 +- articles/Workflow_Continuous_Exposure.html | 68 +++--- .../figure-html/unnamed-chunk-17-1.png | Bin 29757 -> 29886 bytes .../figure-html/unnamed-chunk-17-2.png | Bin 30056 -> 29264 bytes .../figure-html/unnamed-chunk-22-1.png | Bin 57842 -> 58246 bytes .../figure-html/unnamed-chunk-22-10.png | Bin 78944 -> 79083 bytes .../figure-html/unnamed-chunk-22-11.png | Bin 58602 -> 59081 bytes .../figure-html/unnamed-chunk-22-12.png | Bin 78124 -> 78192 bytes 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reference/trimWeights-3.png | Bin 24895 -> 24564 bytes reference/trimWeights.html | 12 +- search.json | 2 +- 120 files changed, 324 insertions(+), 314 deletions(-) diff --git a/articles/Preliminary_Steps.html b/articles/Preliminary_Steps.html index f17240a2..79db7a8f 100644 --- a/articles/Preliminary_Steps.html +++ b/articles/Preliminary_Steps.html @@ -229,7 +229,7 @@

Core inputs

Figure 2. Schematic of recommended preliminary steps showing the transformation of the 3 different kinds of starting data -(enumerated) to the three kinds of data accepted by +(enumerated in bold) to the three kinds of data accepted by devMSMs.



@@ -774,7 +774,7 @@

P5c. Inspect exposure historie epochs = epochs, hi_lo_cut = hi_lo_cut, reference = reference, comparison = comparison, #optional input home_dir = home_dir, verbose = verbose, save.out = save.out) #optional input #> Using github PAT from envvar GITHUB_PAT -#> Skipping install of 'devMSMs' from a github remote, the SHA1 (c1af4beb) has not changed since last install. +#> Skipping install of 'devMSMs' from a github remote, the SHA1 (f79c57c2) has not changed since last install. #> Use `force = TRUE` to force installation #> Imputation 1 #> Summary of Exposure Main Effects: diff --git a/articles/Terminology.html b/articles/Terminology.html index b145f879..654fe492 100644 --- a/articles/Terminology.html +++ b/articles/Terminology.html @@ -92,7 +92,7 @@

2023-12-04

Preliminary Steps, and Workflows vignettes. A more thorough introduction to these concepts can be found in the forthcoming -manuscript: [insert link].

+manuscript: [insert link].

Table 1. Summary of terminology used in devMSMs

diff --git a/articles/Workflow_Continuous_Exposure.html b/articles/Workflow_Continuous_Exposure.html index 7685a36d..0e78a3f3 100644 --- a/articles/Workflow_Continuous_Exposure.html +++ b/articles/Workflow_Continuous_Exposure.html @@ -306,7 +306,7 @@

St #> HomeOwnd + KFASTScr + peri_health + PmAge2 + PmBlac2 + PmEd2 + #> PmMrSt2 + RHealth + RMomAgeU + SmokTotl + state + SurpPreg + #> SWghtLB + TcBlac2 -#> <environment: 0x55aebb9a1870> +#> <environment: 0x5600665dee50> #> USER ALERT: Please manually inspect the full balancing formula below: #> The full formula for ESETA1 - StrDif_Tot.58 at ESETA1 time point 15 is: #> ESETA1.15 ~ B18Raw.6 + BioDadInHH2 + caregiv_health + CORTB.6 + @@ -315,7 +315,7 @@

St #> PmAge2 + PmBlac2 + PmEd2 + PmMrSt2 + RHasSO.6 + RHealth + #> RMomAgeU + SAAmylase.6 + SmokTotl + state + SurpPreg + SWghtLB + #> TcBlac2 + WndNbrhood.6 -#> <environment: 0x55aebb9a1870> +#> <environment: 0x5600665dee50> #> USER ALERT: Please manually inspect the full balancing formula below: #> The full formula for ESETA1 - StrDif_Tot.58 at ESETA1 time point 24 is: #> ESETA1.24 ~ B18Raw.15 + B18Raw.6 + BioDadInHH2 + caregiv_health + @@ -325,7 +325,7 @@

St #> peri_health + PmAge2 + PmBlac2 + PmEd2 + PmMrSt2 + RHasSO.15 + #> RHasSO.6 + RHealth + RMomAgeU + SAAmylase.15 + SAAmylase.6 + #> SmokTotl + state + SurpPreg + SWghtLB + TcBlac2 + WndNbrhood.6 -#> <environment: 0x55aebb9a1870> +#> <environment: 0x5600665dee50> #> USER ALERT: Please manually inspect the full balancing formula below: #> The full formula for ESETA1 - StrDif_Tot.58 at ESETA1 time point 35 is: #> ESETA1.35 ~ B18Raw.15 + B18Raw.24 + B18Raw.6 + BioDadInHH2 + @@ -338,7 +338,7 @@

St #> RHasSO.15 + RHasSO.24 + RHasSO.6 + RHealth + RMomAgeU + SAAmylase.15 + #> SAAmylase.24 + SAAmylase.6 + SmokTotl + state + SurpPreg + #> SWghtLB + TcBlac2 + WndNbrhood.24 + WndNbrhood.6 -#> <environment: 0x55aebb9a1870> +#> <environment: 0x5600665dee50> #> USER ALERT: Please manually inspect the full balancing formula below: #> The full formula for ESETA1 - StrDif_Tot.58 at ESETA1 time point 58 is: #> ESETA1.58 ~ B18Raw.15 + B18Raw.24 + B18Raw.6 + BioDadInHH2 + @@ -353,7 +353,7 @@

St #> RHealth + RMomAgeU + SAAmylase.15 + SAAmylase.24 + SAAmylase.6 + #> SmokTotl + state + StrDif_Tot.35 + SurpPreg + SWghtLB + TcBlac2 + #> WndNbrhood.24 + WndNbrhood.35 + WndNbrhood.6 -#> <environment: 0x55aebb9a1870>

+#> <environment: 0x5600665dee50>

As shown above, createFormulas() creates a balancing formula for each exposure time point. Each full formula contains all time invariant confounders as well as all lagged time-varying @@ -598,7 +598,7 @@

2a. Create Simplified Balancing #> HomeOwnd + KFASTScr + peri_health + PmAge2 + PmBlac2 + PmEd2 + #> PmMrSt2 + RHealth + RMomAgeU + SmokTotl + state + SurpPreg + #> SWghtLB + TcBlac2 -#> <environment: 0x55aebc4c2ac0> +#> <environment: 0x5600678bc148> #> USER ALERT: Please manually inspect the short balancing formula below that includes time-varying confounders at t-1 only: #> The short formula for ESETA1 - StrDif_Tot.58 at ESETA1 time point 15 is: #> ESETA1.15 ~ B18Raw.6 + BioDadInHH2 + caregiv_health + CORTB.6 + @@ -607,7 +607,7 @@

2a. Create Simplified Balancing #> PmAge2 + PmBlac2 + PmEd2 + PmMrSt2 + RHasSO.6 + RHealth + #> RMomAgeU + SAAmylase.6 + SmokTotl + state + SurpPreg + SWghtLB + #> TcBlac2 + WndNbrhood.6 -#> <environment: 0x55aebc4c2ac0> +#> <environment: 0x5600678bc148> #> USER ALERT: Please manually inspect the short balancing formula below that includes time-varying confounders at t-1 only: #> The short formula for ESETA1 - StrDif_Tot.58 at ESETA1 time point 24 is: #> ESETA1.24 ~ B18Raw.15 + BioDadInHH2 + caregiv_health + CORTB.15 + @@ -616,7 +616,7 @@

2a. Create Simplified Balancing #> PmAge2 + PmBlac2 + PmEd2 + PmMrSt2 + RHasSO.15 + RHealth + #> RMomAgeU + SAAmylase.15 + SmokTotl + state + SurpPreg + SWghtLB + #> TcBlac2 -#> <environment: 0x55aebc4c2ac0> +#> <environment: 0x5600678bc148> #> USER ALERT: Please manually inspect the short balancing formula below that includes time-varying confounders at t-1 only: #> The short formula for ESETA1 - StrDif_Tot.58 at ESETA1 time point 35 is: #> ESETA1.35 ~ B18Raw.24 + BioDadInHH2 + caregiv_health + CORTB.24 + @@ -625,7 +625,7 @@

2a. Create Simplified Balancing #> LESMnPos.24 + peri_health + PmAge2 + PmBlac2 + PmEd2 + PmMrSt2 + #> RHasSO.24 + RHealth + RMomAgeU + SAAmylase.24 + SmokTotl + #> state + SurpPreg + SWghtLB + TcBlac2 + WndNbrhood.24 -#> <environment: 0x55aebc4c2ac0> +#> <environment: 0x5600678bc148> #> USER ALERT: Please manually inspect the short balancing formula below that includes time-varying confounders at t-1 only: #> The short formula for ESETA1 - StrDif_Tot.58 at ESETA1 time point 58 is: #> ESETA1.58 ~ BioDadInHH2 + caregiv_health + DrnkFreq + EARS_TJo.35 + @@ -634,7 +634,7 @@

2a. Create Simplified Balancing #> PmAge2 + PmBlac2 + PmEd2 + PmMrSt2 + RHasSO.35 + RHealth + #> RMomAgeU + SmokTotl + state + StrDif_Tot.35 + SurpPreg + #> SWghtLB + TcBlac2 + WndNbrhood.35 -#> <environment: 0x55aebc4c2ac0> +#> <environment: 0x5600678bc148>

Above, we inspect the shortened balancing formula at each exposure time point. These formulas are considerably shorter than the full formulas. For instance, at the 58-month exposure time point, the formula @@ -753,9 +753,9 @@

2b. C weights.bart <- createWeights(data = data, exposure = exposure, outcome = outcome, formulas = formulas, #required method = method, read_in_from_file = FALSE, #optional home_dir = home_dir, verbose = verbose, save.out = save.out) #optional -#> For imputation 1 and the bart weighting method, the median weight value is 0.7 (SD= 1.82; range= 0.04-43.14 ). +#> For imputation 1 and the bart weighting method, the median weight value is 0.7 (SD= 1.58; range= 0.05-30.84 ).

-
#> For imputation 2 and the bart weighting method, the median weight value is 0.69 (SD= 1.46; range= 0.03-23.52 ).
+
#> For imputation 2 and the bart weighting method, the median weight value is 0.69 (SD= 1.49; range= 0.03-24.46 ).


@@ -1028,16 +1028,16 @@ 

2c. Assess #> **Imputation 1**

#> USER ALERT: For exposure ESETA1 imputation 1 using bart and short formulas: 
-#> The median absolute value relation between exposure and confounder is 0.03 (range = -0.1 - 0.2).
+#> The median absolute value relation between exposure and confounder is 0.03 (range = -0.1 - 0.21).
 #> 
 #> 
-#> As shown below, 11 out of 131 (8%) covariates across time points, corresponding to 6 out of 32 domains, remain imbalanced with a remaining median absolute value correlation/std mean difference of 0.11 (range= -0.1-0.2):
+#> As shown below, 11 out of 131 (8%) covariates across time points, corresponding to 5 out of 32 domains, remain imbalanced with a remaining median absolute value correlation/std mean difference of 0.1 (range= -0.1-0.21):
 #> Table: Imbalanced Covariates for imputation 1 using bart and short formulas
 #> 
 #> | exp_time| balanced_n| imbalanced_n|  n|
 #> |--------:|----------:|------------:|--:|
-#> |        6|         17|            1| 18|
-#> |       15|         25|            3| 28|
+#> |        6|         16|            2| 18|
+#> |       15|         26|            2| 28|
 #> |       24|         25|            2| 27|
 #> |       35|         28|            2| 30|
 #> |       58|         25|            3| 28|
@@ -1046,10 +1046,10 @@ 

2c. Assess #> **Imputation 2**

#> USER ALERT: For exposure ESETA1 imputation 2 using bart and short formulas: 
-#> The median absolute value relation between exposure and confounder is 0.02 (range = -0.09 - 0.23).
+#> The median absolute value relation between exposure and confounder is 0.02 (range = -0.1 - 0.22).
 #> 
 #> 
-#> As shown below, 9 out of 131 (7%) covariates across time points, corresponding to 5 out of 32 domains, remain imbalanced with a remaining median absolute value correlation/std mean difference of 0.12 (range= -0.07-0.23):
+#> As shown below, 9 out of 131 (7%) covariates across time points, corresponding to 5 out of 32 domains, remain imbalanced with a remaining median absolute value correlation/std mean difference of 0.12 (range= -0.08-0.22):
 #> Table: Imbalanced Covariates for imputation 2 using bart and short formulas
 #> 
 #> | exp_time| balanced_n| imbalanced_n|  n|
@@ -1065,23 +1065,23 @@ 

2c. Assess #> *** Averaging Across All Imputations ***

#> USER ALERT: Averaging across all imputed datasets for exposure ESETA1 using the short formulas and bart :
-#> The median absolute value relation between exposure and confounder is 0.03 (range = -0.08-0.22).
+#> The median absolute value relation between exposure and confounder is 0.03 (range = -0.08-0.21).
 #> 
-#> As shown below, the following 9 covariates across time points out of 131 total (6.87%) spanning 4 domains out of 33 (12.12%) are imbalanced with a remaining median absolute value correlation/std mean difference in relation to ESETA1 of 0.12 (range=-0.08-0.22) :
+#> As shown below, the following 9 covariates across time points out of 131 total (6.87%) spanning 4 domains out of 33 (12.12%) are imbalanced with a remaining median absolute value correlation/std mean difference in relation to ESETA1 of 0.11 (range=-0.08-0.21) :
 #> 
 #> Table: Imbalanced Covariates
 #> 
 #> |    |exposure | exp_time| covar_time|covariate      |    avg_bal| bal_thresh| balanced|
 #> |:---|:--------|--------:|----------:|:--------------|----------:|----------:|--------:|
-#> |1   |ESETA1   |        6|          0|caregiv_health |  0.1200640|       0.10|        0|
-#> |22  |ESETA1   |       15|          6|ESETA1.6       |  0.2152089|       0.10|        0|
-#> |47  |ESETA1   |       24|         15|B18Raw.15      |  0.1186169|       0.10|        0|
-#> |50  |ESETA1   |       24|         15|ESETA1.15      |  0.1425375|       0.10|        0|
-#> |54  |ESETA1   |       24|         15|InRatioCor.15  | -0.0655873|       0.05|        0|
-#> |78  |ESETA1   |       35|         24|ESETA1.24      |  0.1222258|       0.10|        0|
-#> |82  |ESETA1   |       35|         24|InRatioCor.24  | -0.0821708|       0.05|        0|
-#> |106 |ESETA1   |       58|         35|ESETA1.35      |  0.1150633|       0.10|        0|
-#> |110 |ESETA1   |       58|         35|InRatioCor.35  | -0.0593496|       0.05|        0|
+#> |1 |ESETA1 | 6| 0|caregiv_health | 0.1133218| 0.10| 0| +#> |22 |ESETA1 | 15| 6|ESETA1.6 | 0.2146223| 0.10| 0| +#> |47 |ESETA1 | 24| 15|B18Raw.15 | 0.1167899| 0.10| 0| +#> |50 |ESETA1 | 24| 15|ESETA1.15 | 0.1333365| 0.10| 0| +#> |54 |ESETA1 | 24| 15|InRatioCor.15 | -0.0719585| 0.05| 0| +#> |78 |ESETA1 | 35| 24|ESETA1.24 | 0.1221565| 0.10| 0| +#> |82 |ESETA1 | 35| 24|InRatioCor.24 | -0.0808052| 0.05| 0| +#> |106 |ESETA1 | 58| 35|ESETA1.35 | 0.1109730| 0.10| 0| +#> |110 |ESETA1 | 58| 35|InRatioCor.35 | -0.0634108| 0.05| 0|

For the BART weighting method, the median absolute value correlation between exposure and confounder is 0.02, with 11 confounders remaining imbalanced.

@@ -1326,7 +1326,7 @@

Step 3b. Update simplified formulas #> HomeOwnd + KFASTScr + peri_health + PmAge2 + PmBlac2 + PmEd2 + #> PmMrSt2 + RHealth + RMomAgeU + SmokTotl + state + SurpPreg + #> SWghtLB + TcBlac2 -#> <environment: 0x55aee89e7e00> +#> <environment: 0x56006a0117a8> #> USER ALERT: Please manually inspect the updated balancing formula below that includes time-varying confounders at t-1 and those greater at further lags that remained imbalanced: #> For ESETA1 at exposure time point 15 no time-varying confounders at additional lags were added. #> @@ -1337,7 +1337,7 @@

Step 3b. Update simplified formulas #> PmAge2 + PmBlac2 + PmEd2 + PmMrSt2 + RHasSO.6 + RHealth + #> RMomAgeU + SAAmylase.6 + SmokTotl + state + SurpPreg + SWghtLB + #> TcBlac2 + WndNbrhood.6 -#> <environment: 0x55aee89e7e00> +#> <environment: 0x56006a0117a8> #> USER ALERT: Please manually inspect the updated balancing formula below that includes time-varying confounders at t-1 and those greater at further lags that remained imbalanced: #> For ESETA1 at exposure time point 24 the following covariate(s) will be added to the short balancing formula: #> ESETA1.6, InRatioCor.6 @@ -1349,7 +1349,7 @@

Step 3b. Update simplified formulas #> MDI.15 + peri_health + PmAge2 + PmBlac2 + PmEd2 + PmMrSt2 + #> RHasSO.15 + RHealth + RMomAgeU + SAAmylase.15 + SmokTotl + #> state + SurpPreg + SWghtLB + TcBlac2 -#> <environment: 0x55aee89e7e00> +#> <environment: 0x56006a0117a8> #> USER ALERT: Please manually inspect the updated balancing formula below that includes time-varying confounders at t-1 and those greater at further lags that remained imbalanced: #> For ESETA1 at exposure time point 35 the following covariate(s) will be added to the short balancing formula: #> ESETA1.15, ESETA1.6 @@ -1362,7 +1362,7 @@

Step 3b. Update simplified formulas #> PmBlac2 + PmEd2 + PmMrSt2 + RHasSO.24 + RHealth + RMomAgeU + #> SAAmylase.24 + SmokTotl + state + SurpPreg + SWghtLB + TcBlac2 + #> WndNbrhood.24 -#> <environment: 0x55aee89e7e00> +#> <environment: 0x56006a0117a8> #> USER ALERT: Please manually inspect the updated balancing formula below that includes time-varying confounders at t-1 and those greater at further lags that remained imbalanced: #> For ESETA1 at exposure time point 58 the following covariate(s) will be added to the short balancing formula: #> ESETA1.15, InRatioCor.15 @@ -1374,7 +1374,7 @@

Step 3b. Update simplified formulas #> LESMnPos.35 + peri_health + PmAge2 + PmBlac2 + PmEd2 + PmMrSt2 + #> RHasSO.35 + RHealth + RMomAgeU + SmokTotl + state + StrDif_Tot.35 + #> SurpPreg + SWghtLB + TcBlac2 + WndNbrhood.35 -#> <environment: 0x55aee89e7e00> +#> <environment: 0x56006a0117a8>

As shown above, several imbalanced confounders at lags greater than t-1 were added to the short formulas at exposure time points 35-58. 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