diff --git a/tables/causal_inference_control.tex b/tables/causal_inference_control.tex
index 717faca..16513ce 100644
--- a/tables/causal_inference_control.tex
+++ b/tables/causal_inference_control.tex
@@ -1,37 +1,39 @@
 % Table created by stargazer v.5.2.2 by Marek Hlavac, Harvard University. E-mail: hlavac at fas.harvard.edu
-% Date and time: Fri, Jul 23, 2021 - 12:30:10 PM
+% Date and time: Fri, Aug 13, 2021 - 04:48:47 PM
 \begin{tabular}{@{\extracolsep{5pt}}lccc} 
 \\[-1.8ex]\hline 
 \hline \\[-1.8ex] 
 %  & \multicolumn{3}{c}{\textit{Dependent variable:}} \\ 
 % \cline{2-4} 
 \\[-1.8ex] & log(Fold Change) & \ptmemp{} & \dpthp{} \\ 
+% \\[-1.8ex] & (1) & (2) & (3)\\ 
 \hline \\[-1.8ex] 
- Activation Method [DMS] & 0.890$^{***}$ & 0.027$^{**}$ & 0.089$^{***}$ \\ 
-  Bioreactor [Grex] & $-$1.712$^{***}$ & $-$0.464$^{***}$ & 0.333$^{***}$ \\ 
-  Feed Criteria [Glucose] & $-$0.143 & $-$0.017 & $-$0.001 \\ 
+ Activation Method [DMS] & 0.836$^{***}$ & 0.035$^{***}$ & 0.074$^{***}$ \\ 
+  Bioreactor [Grex] & $-$1.719$^{***}$ & $-$0.463$^{***}$ & 0.331$^{***}$ \\ 
+  Feed Criteria [Glucose] & $-$0.148 & $-$0.016 & $-$0.002 \\ 
   IL2 Feed Conc. [IU/ml] & $-$0.007$^{***}$ & 0.0002 & 0.001$^{***}$ \\ 
-  CD19-CAR Transduced [True] & $-$1.015$^{***}$ & 0.585$^{***}$ & $-$0.171$^{***}$ \\ 
-  Donor Age & 0.066$^{***}$ & $-$0.001 & $-$0.014$^{***}$ \\ 
-  Donor BMI (kg/m2) & $-$0.265$^{***}$ & $-$0.045$^{***}$ & 0.070$^{***}$ \\ 
-  Donor Gender & $-$2.213$^{***}$ & $-$0.190$^{***}$ & 0.391$^{***}$ \\ 
-  Donor Demographic [Cauc.] & $-$1.325 & 0.498$^{***}$ & $-$0.289$^{***}$ \\ 
-  Donor Demographic [Cauc./Pac. Isl.] & $-$4.154$^{***}$ & 0.646$^{***}$ & $-$0.251$^{**}$ \\ 
-  Initial Cell Viability & $-$0.064$^{**}$ & $-$0.007$^{**}$ & 0.027$^{***}$ \\ 
-  log(Initial CD4:CD8 Ratio) & $-$1.279$^{***}$ & 0.050 & 0.366$^{***}$ \\ 
-  Media Age (days) & 0.0004 & $-$0.001$^{***}$ & 0.0002 \\ 
-  Thaw Media Age (days) & $-$0.0005 & 0.001$^{***}$ & $-$0.0004$^{***}$ \\ 
-  IL2 Reconstituted Age & $-$0.0001 & 0.00000 & 0.0002 \\ 
-  Operator [2] & $-$0.651$^{***}$ & 0.044$^{*}$ & 0.034 \\ 
-  Operator [3] & $-$0.343 & $-$0.201$^{***}$ & 0.180$^{***}$ \\ 
-  Media Sampled [True] & $-$0.303 & $-$0.023 & 0.051 \\ 
-  Constant & 18.988$^{***}$ & 1.765$^{***}$ & $-$4.737$^{***}$ \\ 
+  CD19-CAR Transduced [True] & $-$1.038$^{***}$ & 0.589$^{***}$ & $-$0.178$^{***}$ \\ 
+  Donor Age (years) & 0.066$^{***}$ & $-$0.001 & $-$0.014$^{***}$ \\ 
+  Donor BMI (kg/m2) & $-$0.262$^{***}$ & $-$0.045$^{***}$ & 0.071$^{***}$ \\ 
+  Donor Gender & $-$2.204$^{***}$ & $-$0.192$^{***}$ & 0.394$^{***}$ \\ 
+  Donor Demographic [Cauc.] & $-$1.373$^{*}$ & 0.506$^{***}$ & $-$0.303$^{***}$ \\ 
+  Donor Demographic [Cauc./Pac. Isl.] & $-$4.174$^{***}$ & 0.649$^{***}$ & $-$0.257$^{**}$ \\ 
+  Initial Cell Viability & 1.355 & 0.408$^{***}$ & $-$0.716$^{***}$ \\ 
+  log(Initial CD4:CD8 Ratio) & $-$0.064$^{**}$ & $-$0.007$^{**}$ & 0.027$^{***}$ \\ 
+  Media Age (days) & $-$1.283$^{***}$ & 0.050 & 0.365$^{***}$ \\ 
+  Thaw Media Age (days) & 0.0004 & $-$0.001$^{***}$ & 0.0002 \\ 
+  IL2 Reconstituted Age & $-$0.0005 & 0.001$^{***}$ & $-$0.0004$^{***}$ \\ 
+  Operator [2] & $-$0.0001 & 0.00000 & 0.0002$^{*}$ \\ 
+  Operator [3] & $-$0.661$^{***}$ & 0.045$^{**}$ & 0.031 \\ 
+  Media Sampled [True] & $-$0.317 & $-$0.205$^{***}$ & 0.188$^{***}$ \\ 
+  luminex\_samples & $-$0.279 & $-$0.026 & 0.058 \\ 
+  Constant & 19.077$^{***}$ & 1.751$^{***}$ & $-$4.712$^{***}$ \\ 
  \hline \\[-1.8ex] 
-Observations & 162 & 162 & 162 \\ 
-R$^{2}$ & 0.764 & 0.872 & 0.864 \\ 
-Adjusted R$^{2}$ & 0.734 & 0.856 & 0.846 \\ 
-Residual Std. Error (df = 143) & 0.567 & 0.066 & 0.074 \\ 
-F Statistic (df = 18; 143) & 25.649$^{***}$ & 53.998$^{***}$ & 50.318$^{***}$ \\ 
+% Observations & 177 & 177 & 177 \\ 
+R$^{2}$ & 0.763 & 0.869 & 0.855 \\ 
+Adjusted R$^{2}$ & 0.735 & 0.853 & 0.837 \\ 
+% Residual Std. Error (df = 157) & 0.548 & 0.065 & 0.073 \\ 
+% F Statistic (df = 19; 157) & 26.660$^{***}$ & 54.664$^{***}$ & 48.594$^{***}$ \\ 
 \hline 
 \hline \\[-1.8ex] 
 \textit{Note:}  & \multicolumn{3}{r}{$^{*}$p$<$0.1; $^{**}$p$<$0.05; $^{***}$p$<$0.01} \\ 
diff --git a/tables/causal_inference_treat.tex b/tables/causal_inference_treat.tex
index b2c34b0..38fde18 100644
--- a/tables/causal_inference_treat.tex
+++ b/tables/causal_inference_treat.tex
@@ -1,23 +1,23 @@
 % Table created by stargazer v.5.2.2 by Marek Hlavac, Harvard University. E-mail: hlavac at fas.harvard.edu
-% Date and time: Fri, Jul 23, 2021 - 12:30:08 PM
+% Date and time: Fri, Aug 13, 2021 - 04:48:45 PM
 \begin{tabular}{@{\extracolsep{5pt}}lccc} 
 \\[-1.8ex]\hline 
 \hline \\[-1.8ex] 
- & \multicolumn{3}{c}{\textit{Dependent variable:}} \\ 
-\cline{2-4} 
+%  & \multicolumn{3}{c}{\textit{Dependent variable:}} \\ 
+% \cline{2-4} 
 \\[-1.8ex] & log(Fold Change) & \ptmemp{} & \dpthp{} \\ 
-\\[-1.8ex] & (1) & (2) & (3)\\ 
+% \\[-1.8ex] & (1) & (2) & (3)\\ 
 \hline \\[-1.8ex] 
- Activation Method [DMS] & 0.903$^{***}$ & 0.048$^{*}$ & 0.011 \\ 
-  Bioreactor [Grex] & $-$1.623$^{***}$ & $-$0.277$^{***}$ & 0.242$^{***}$ \\ 
-  Constant & 2.555$^{***}$ & 0.309$^{***}$ & $-$0.378$^{***}$ \\ 
+ Activation Method [DMS] & 0.840$^{***}$ & 0.060$^{***}$ & 0.007 \\ 
+  Bioreactor [Grex] & $-$1.676$^{***}$ & $-$0.262$^{***}$ & 0.242$^{***}$ \\ 
+  Constant & 2.640$^{***}$ & 0.288$^{***}$ & $-$0.376$^{***}$ \\ 
  \hline \\[-1.8ex] 
-Observations & 162 & 162 & 162 \\ 
-R$^{2}$ & 0.440 & 0.317 & 0.177 \\ 
-Adjusted R$^{2}$ & 0.433 & 0.308 & 0.167 \\ 
-Residual Std. Error (df = 159) & 0.827 & 0.144 & 0.172 \\ 
-F Statistic (df = 2; 159) & 62.589$^{***}$ & 36.884$^{***}$ & 17.111$^{***}$ \\ 
+% Observations & 177 & 177 & 177 \\ 
+R$^{2}$ & 0.437 & 0.292 & 0.179 \\ 
+Adjusted R$^{2}$ & 0.431 & 0.284 & 0.169 \\ 
+% Residual Std. Error (df = 174) & 0.803 & 0.143 & 0.165 \\ 
+% F Statistic (df = 2; 174) & 67.576$^{***}$ & 35.945$^{***}$ & 18.937$^{***}$ \\ 
 \hline 
 \hline \\[-1.8ex] 
 \textit{Note:}  & \multicolumn{3}{r}{$^{*}$p$<$0.1; $^{**}$p$<$0.05; $^{***}$p$<$0.01} \\ 
-\end{tabular} 
\ No newline at end of file
+\end{tabular} 
diff --git a/tex/thesis.tex b/tex/thesis.tex
index 982a06d..f076c23 100644
--- a/tex/thesis.tex
+++ b/tex/thesis.tex
@@ -4666,6 +4666,8 @@ The code is available here: \url{https://github.gatech.edu/ndwarshuis3/mdma}.
 \newcommand{\ligs}{\textit{ligands}}
 \newcommand{\rcps}{\textit{receptors}}
 
+% TODO make notation consistent
+
 To model binding kinetics of either \gls{stp} or \glspl{mab} (here called
 \ligs{}), each microcarrier was assumed to be a porous sphere with a given
 number of binding sites for the \ligs{} (here called \rcps{}). The \rcp{}/\lig{}