From fca03acf89fd2e9af0fadc15026e842ffedb3041 Mon Sep 17 00:00:00 2001
From: phga <toerd@posteo.de>
Date: Tue, 20 Jul 2021 20:35:26 +0200
Subject: [PATCH] update: emg results done

---
 chap4/methodology.tex      |   2 +-
 chap5/results.tex          | 356 ++++++++++++++++++++++++++++++++++---
 glossary.tex               |   4 +-
 images/res_own_per_fat.png | Bin 0 -> 34086 bytes
 4 files changed, 333 insertions(+), 29 deletions(-)
 create mode 100644 images/res_own_per_fat.png

diff --git a/chap4/methodology.tex b/chap4/methodology.tex
index b2ec338..b38cb87 100644
--- a/chap4/methodology.tex
+++ b/chap4/methodology.tex
@@ -267,7 +267,7 @@ impact on efficiency and overall satisfaction while using a mechanical
 keyboard?.''}
 
 \begin{longtable}{p{0.3cm} p{0.5cm} p{13cm} p{0.5cm}}
-  & \textbf{H1}	& Lower key actuation force improves typing speed over higher key actuation force (efficiency - speed). & \\
+  & \textbf{H1}	& Actuation force has an impact on typing speed (efficiency - speed). & \\
   \\
   & \textbf{H2}	& Higher key actuation force decreases typing errors compared to lower key actuation force (efficiency - error rate). & \\
   \\
diff --git a/chap5/results.tex b/chap5/results.tex
index 079b22f..1ecf7ee 100644
--- a/chap5/results.tex
+++ b/chap5/results.tex
@@ -6,20 +6,23 @@
 This section addresses the statistical analysis of the data obtained throughout
 the main, within-subject, user study (n = 24) that consisted of five repeated
 measurements. Because the data was from related, dependent groups, we used
-\textit{Repeated Measurement \gls{ANOVA}} if all required assumption were met
-and \textit{Friedman's Test} otherwise. To identify the specific pairs of
-treatments that differed significantly, we ran either \textit{Dependent T-Tests}
-or \textit{Wilcoxon Signed Rank Tests} (both with \textit{Holm correction
+\textit{\gls{rmANOVA}} if all required assumption were met and
+\textit{Friedman's Test} otherwise. To identify the specific pairs of treatments
+that differed significantly, we ran either \textit{Dependent T-Tests} or
+\textit{Wilcoxon Signed Rank Tests} (both with \textit{Holm correction
   (sequetially rejective Bonferroni test)} \cite{holm_correction}) as post-hoc
 tests \cite{field_stats, downey_stats}. The reliability of the two sub-scales
 (hedonic and pragmatic quality) in the \glsfirst{UEQ-S} was estimated using
 \textit{Cronbach's alpha} \cite{tavakol_cronbachs_alpha}. All results are
 reported statistically significant with an $\alpha$-level of $p < 0.05$. We used
-95\% confidence intervals in visualizations of certain results. Normality of
-data or residuals was checked using visual assessment of \gls{Q-Q} plots and
-additionally \textit{Shapiro-Wilk} Test \cite{field_stats, downey_stats}.
+95\% confidence intervals when presenting certain results. Normality of data or
+residuals was checked using visual assessment of \gls{Q-Q} plots and
+additionally \textit{Shapiro-Wilk} Test. Further, we used \textit{Mauchly's Test
+  for Sphericity} to evaluate if there was statistically significant variation
+in the variances of the differences of contrasting groups \cite{field_stats,
+  downey_stats}.
 
-\subsubsection{Own Keyboard \& Reference Values}
+\subsection{Own Keyboard}
 \label{sec:res_OPC}
 As mentioned in Section \ref{sec:main_design}, the keyboard \textit{Own} was
 used as a reference for some metrics captured during the experiment. Since the
@@ -40,7 +43,9 @@ T0\_2 (M = 52.5, sd = 14.3, t = 2.44, p = 0.023), \glsfirst{CER} for T0\_1 (M =
 0.039, t = -4.27, p = 0.0003). Because of the differences, we decided to use the
 means of all metrics gathered for each participant through T0\_1 and T0\_2 as
 the reference values to compute the \textit{\gls{OPC}} for the test keyboards
-(\textit{Athena, Aphrodite, Nyx} and \textit{Hera}).
+(\textit{Athena, Aphrodite, Nyx} and \textit{Hera}). This value was later used
+to make statements about the performance of the individual test keyboards
+compared to the participant's own, familiar, keyboard.
 
 Additionally, using a dependent T-test, we compared the muscle activity (\% of
 \glsfirst{MVC}) and found, that there are significant differences in left flexor
@@ -51,39 +56,336 @@ Wilcoxon Signed Rank Test and found an significant difference for T0\_1 (M =
 10.8, sd = 8.18, Med = 9.52) and T0\_2 (M = 7.71, sd = 6.08, Med = 5.32, p =
 0.021). It has to be noted, that we had to remove two erroneous measurements for
 the right flexor (n = 22). No significant differences have been found in left or
-right extensor (\glsfirst{ED}) \%\gls{MVC} between T0\_1 and T0\_2.
+right extensor (\glsfirst{ED}) \%\gls{MVC} between T0\_1 and T0\_2. All results
+can be observed in Table \ref{tbl:res_own_before_after}.
 
 \begin{table}[ht]
   \centering
+  \small
   \ra{1.3}
   \begin{tabular}{?l^l^l^l^l^l^l^l}
     \toprule
     \rowstyle{\itshape}
-    Y      & Comparison    & Statistic & p      & Estimate & CI             & Method & Alternative \\
+    Y          & Comparison    & Statistic & p            & Estimate & CI             & Hypothesis \\
     \midrule
-    WPM    & T0\_1 - T0\_2 & 1.92      & 0.07   & 1.18     & [-0.09, 2.45]  & T-test & two.sided   \\
-    AdjWPM & T0\_1 - T0\_2 & 2.44      & 0.02*  & 1.35     & [0.21, 2.50]   & T-test & two.sided   \\
-    KSPS   & T0\_1 - T0\_2 & -1.53     & 0.14   & -0.08    & [-0.19, 0.03]  & T-test & two.sided   \\
-    CER    & T0\_1 - T0\_2 & -3.54     & 0.00*  & -0.02    & [-0.03, -0.01] & T-test & two.sided   \\
-    TER    & T0\_1 - T0\_2 & -4.27     & 0.00*  & -0.02    & [-0.03, -0.01] & T-test & two.sided   \\
-    \%MVC_{LF} & T0\_1 - T0\_2 & 3.18      & 0.004* & 3.44     & [1.20, 5.68]   & T-test & two.sided   \\
-    \%MVC_{LE} & T0\_1 - T0\_2 & 1.44      & 0.163  & 0.956    & [-0.42, 2.33]  & T-test & two.sided   \\
-
-    \%MVC_{RF} & T0\_1 - T0\_2 & 3.18 & 0.004* & 3.44 & [1.20, 5.68] & T-test & two.sided \\
-    \%MVC_{RE} & T0\_1 - T0\_2 & 3.18 & 0.004  & 3.44 & [1.20, 5.68] & T-test & two.sided \\
+    \multicolumn{6}{l}{\textbf{Parametric (Dependent T-test)}}                                     \\
+    WPM        & T0\_1 - T0\_2 & 1.92      & 0.07^\dagger & 1.18     & [-0.09, 2.45]  & two-tailed \\
+    AdjWPM     & T0\_1 - T0\_2 & 2.44      & 0.02^*       & 1.35     & [0.21, 2.50]   & two-tailed \\
+    KSPS       & T0\_1 - T0\_2 & -1.53     & 0.14         & -0.08    & [-0.19, 0.03]  & two-tailed \\
+    CER        & T0\_1 - T0\_2 & -3.54     & 0.002^*      & -0.02    & [-0.03, -0.01] & two-tailed \\
+    TER        & T0\_1 - T0\_2 & -4.27     & 0.0003^*     & -0.02    & [-0.03, -0.01] & two-tailed \\
+    \%MVC_{LF} & T0\_1 - T0\_2 & 3.18      & 0.004^*      & 3.44     & [1.20, 5.68]   & two-tailed \\
+    \%MVC_{LE} & T0\_1 - T0\_2 & 1.44      & 0.163        & 0.956    & [-0.42, 2.33]  & two-tailed \\
+    \multicolumn{6}{l}{\textbf{Non Parametric (Wilcoxon Signed Rank Test)}}                        \\
+    \%MVC_{RF} & T0\_1 - T0\_2 & 197       & 0.021^*      & 1.83     & [0.39, 3.93]   & two-tailed \\
+    \%MVC_{RE} & T0\_1 - T0\_2 & 173       & 0.527        & 0.28     & [-0.58, 0.91]  & two-tailed \\
     \bottomrule
   \end{tabular}
+  \caption{Statistical analysis of differences between typing tests T0\_1 and
+    T0\_2 for keyboard \textit{Own}. For $\%MVC_{RF}$ two erroneous measurements
+    were removed (n = 22). Statistically significant differences (p < 0.05) are
+    marked with an asterisk and p values indicating a trend towards significance
+    are denoted with $\dagger$. Confidence intervals are given for the estimate
+    in the difference in means (T-test) and difference of the location parameter
+    (Wilcoxon). The subscript LF, RF, LE, RE stand for left or right forearm
+    flexor or extensor muscles}
+  \label{tbl:res_own_before_after}
 \end{table}
 
+We also evaluated the means of \glsfirst{KCQ} questions 8 to 12 which concerned
+perceived fatigue in fingers, wrists, arms, shoulders and neck respectively
+(7-point Likert scale) and the slopes (improving, deteriorating, stable) of the
+UX-curves drawn by each participant after the whole experiment, to identify
+possible differences in perceived fatigue from T0\_1 to T0\_2. As shown in
+Figure \ref{fig:res_own_per_fat}, participants \gls{KCQ} reported slight
+improvements in terms of finger (diff = 0.33) and wrist (diff = 0.33) fatigue in
+T0\_2 compared to T0\_1, no difference in arm fatigue (diff = 0) and very
+slightly increased fatigue in shoulder (diff = -0.12) and neck (diff = -0.13) in
+T0\_2 compared to T0\_1. Sixteen of the twenty-four UX-curves regarding overall
+perceived fatigue had positive slope when measured from start of T0\_1 to end of
+T0\_2 ($\pm$ 1 mm). The subjective reports about the decrease in finger and
+wrist fatigue emphasize the decrease in muscle activity for the flexor muscles
+we described in the last paragraph.
+
+\begin{figure}[ht]
+  \centering
+  \includegraphics[width=1.0\textwidth]{images/res_own_per_fat}
+  \caption{Trends for reported fatigue through the \gls{KCQ} (questions 8:
+    finger, 9: wrist, 10: arm, 11: shoulder, 12: neck) and histogram for the
+    slopes (IM: improving, DE: deteriorating, ST: stable) of UX-curves
+    concerning perceived fatigue. The curves were evaluated by looking at the y
+    value of the starting point for T0\_1 and comparing it to y value of the end
+    point for T0\_2 with a margin of $\pm$ 1 mm}
+  \label{fig:res_own_per_fat}
+\end{figure}
+
 \subsection{Performance Metrics}
+% As briefly mentioned in the last section, the individual measurements were then converted into
+% percentage values of the mean of the reference values gathered from typing tests
+% with keyboard \textit{Own} (\gls{OPC}).
 \label{sec:res_perf}
 \subsubsection{Typing Speed}
 \label{sec:res_typing_speed}
 The typing speed for each individual keyboard and typing test was automatically
 captured with the help of the typing test functionality offered by
-\glsfirst{GoTT}. We captured \gls{WPM}, \gls{AdjWPM} and
-\gls{KSPS} according to the formulas mentioned in Section
-\ref{sec:meas_perf}. The individual measurements were then converted into
-percentage values of the mean of the reference values gathered from typing tests
-with keyboard \textit{Own}. None of the gathered data for the individual
-treatments was distributed normally and thus, Friedman's Test was applied.
+\glsfirst{GoTT}. We captured \gls{WPM}, \gls{AdjWPM} and \gls{KSPS} according to
+the formulas mentioned in Section \ref{sec:meas_perf}. We used the mean of the
+results for both typing tests performed with each keyboard to conduct the
+following statistical analysis. A \gls{rmANOVA} was performed and revealed
+possible differences between at least two of the test keyboards (\textit{Athena,
+  Aphrodite, Nyx} and \textit{Hera}) in terms of \gls{WPM} (F(3, 69) = 6.036, p
+= 0.001). We performed dependent T-tests with Holm correction and found
+significant differences between \textit{Aphrodite} (M = 51.5, sd = 14.0) and
+\textit{Nyx} (M = 49.4, sd = 13.3, t = 3.33, p = 0.014), \textit{Athena} (M =
+51.5, sd = 14.2) and \textit{Nyx} (M = 49.4, sd = 13.3, t = 2.76, p = 0.044) and
+\textit{Hera} (M = 51.9, sd = 14.6) and \textit{Nyx} (M = 49.4, sd = 13.3, t =
+3.53, p = 0.01). Further, the \gls{rmANOVA} for \gls{AdjWPM} yielded (F(3, 69) =
+6.197, p = 0.0009) and for \gls{KSPS} (F(3, 69) = 3.566, p = 0.018). All
+relevant results of the post-hoc tests and the summary of the performance data
+can be observed in Tables \ref{tbl:sum_tkbs_speed} and \ref{tbl:res_tkbs_speed}.
+
+\begin{table}[ht]
+  \centering
+  \footnotesize
+  \ra{1.2}
+  \toprule
+  \parbox{.49\linewidth}{
+    \begin{tabular}{?r^l^l^l^l^l}
+      \multicolumn{6}{c}{\textbf{\gls{WPM}}}                               \\
+      \rowstyle{\itshape}
+      Pseud.    & Mean  & Min   & Max   & SD    & SE   \\
+      \midrule
+      Athena    & 51.47 & 17.96 & 73.86 & 14.21 & 2.90 \\
+      Aphrodite & 51.46 & 20.76 & 76.36 & 14.01 & 2.86 \\
+      Nyx       & 49.39 & 20.80 & 74.26 & 13.28 & 2.71 \\
+      Hera      & 51.87 & 18.10 & 76.06 & 14.55 & 2.97 \\
+    \end{tabular}
+  }
+  \parbox{.49\linewidth}{
+    \begin{tabular}{?r^l^l^l^l^l^l^l}
+      \multicolumn{6}{c}{\textbf{\gls{AdjWPM}}}                               \\
+      \rowstyle{\itshape}
+      Pseud.     & Mean  & Min   & Max   & SD    & SE   \\
+      \midrule
+      Athena    & 51.04 & 17.94 & 73.19 & 14.07 & 2.87 \\
+      Aphrodite & 50.97 & 20.76 & 75.78 & 13.95 & 2.85 \\
+      Nyx       & 48.84 & 20.80 & 73.62 & 13.17 & 2.69 \\
+      Hera      & 51.32 & 18.06 & 75.14 & 14.40 & 2.94 \\
+    \end{tabular}
+  }
+  \begin{tabular}{?r^l^l^l^l^l^l^l}
+    \\
+    \multicolumn{6}{c}{\textbf{\gls{KSPS}}}    \\
+    \rowstyle{\itshape}
+    Pseud.    & Mean & Min  & Max  & SD   & SE   \\
+    \midrule
+    Athena    & 5.23 & 1.68 & 7.94 & 1.54 & 0.31 \\
+    Aphrodite & 5.32 & 2.00 & 8.14 & 1.50 & 0.31 \\
+    Nyx       & 5.31 & 1.95 & 8.15 & 1.48 & 0.30 \\
+    Hera      & 5.37 & 1.72 & 8.15 & 1.57 & 0.32 \\
+  \end{tabular}
+  \bottomrule
+  \caption{Summaries for \glsfirst{WPM}, \glsfirst{AdjWPM} and \glsfirst{KSPS} for the test keyboards}
+  \label{tbl:sum_tkbs_speed}
+\end{table}
+
+\begin{table}[ht]
+  \centering
+  \small
+  \ra{1.3}
+  \begin{tabular}{?l^l^l^l^l^l^l^l}
+    \toprule
+    \rowstyle{\itshape}
+    Y      & Comparison         & Statistic & p             & Estimate & CI             & Hypothesis \\
+    \midrule
+    \multicolumn{6}{l}{\textbf{Parametric (Dependent T-test)}}                                       \\
+    WPM    & Athena - Nyx       & 2.765     & 0.044^*       & 2.083    & [0.52, 3.64]   & two-tailed \\
+    WPM    & Aphrodite - Nyx    & 3.332     & 0.014^*       & 2.069    & [0.78, 3.35]   & two-tailed \\
+    WPM    & Hera - Nyx         & 3.541     & 0.010^*       & 2.479    & [1.03, 3.93]   & two-tailed \\
+    AdjWPM & Athena - Nyx       & 2.868     & 0.035^*       & 2.200    & [0.61, 3.79]   & two-tailed \\
+    AdjWPM & Aphrodite - Nyx    & 3.443     & 0.011^*       & 2.132    & [0.85, 3.41]   & two-tailed \\
+    AdjWPM & Hera - Nyx         & 3.515     & 0.011^*       & 2.475    & [1.02, 3.93]   & two-tailed \\
+    KSPS   & Athena - Hera      & -2.834    & 0.056^\dagger & -0.145   & [-0.25, -0.04] & two-tailed \\
+    KSPS   & Aphrodite - Athena & 2.566     & 0.086^\dagger & 0.095    & [0.02, 0.17]   & two-tailed \\
+    \bottomrule
+  \end{tabular}
+  \caption{Relevant post-hoc results of speed related metrics for the test
+    keyboards. Significant p values are denoted with * and p values indicating a
+    trend towards significance are marked with $\dagger$. Confidence intervals
+    are given for the estimate in the difference in means}
+  \label{tbl:res_tkbs_speed}
+\end{table}
+
+\subsubsection{Error Rate}
+\label{sec:res_error_rate}
+\gls{GoTT} also automatically tracked various error related metrics from which
+we analyzed \glsfirst{UER}, \glsfirst{CER} and \glsfirst{TER}. Since we were
+interested in whether higher actuation forces lead to a lower error rates
+compared to lower actuation forces, we conducted one-tailed post-hoc tests for
+the following statistical analyses. Like in Section \ref{sec:res_typing_speed},
+we used the means of the results from both typing test for each keyboard to
+conduct the analysis. The Friedman's Tests for \gls{TER} ($\chi^2$(3) = 25.4, p
+= 0.00001) and the \gls{rmANOVA} for \gls{CER} (F(3, 69) = 13.355, p = 0.0000408
+(\gls{GG})) revealed differences for at least two test keyboards. The Friedman's
+Test for \gls{UER} ($\chi^2$(3) = 2.59, p = 0.46) yielded no statistical
+significant difference. It should be noted, that the 90th percentile of
+\gls{UER} for all keyboards was still below 1\%. Summaries for the individual
+metrics and results for all post-hoc tests can be seen in Table
+\ref{tbl:sum_tkbs_err} and \ref{tbl:res_tkbs_err}.
+
+\begin{table}[ht]
+  \centering
+  \footnotesize
+  \ra{1.2}
+  \toprule
+  \begin{tabular}{?r^l^l^l^l^l}
+    \multicolumn{6}{c}{\textbf{\gls{TER}}}       \\
+    \rowstyle{\itshape}
+    Pseud.    & Mean & Min  & Max  & SD   & SE   \\
+    \midrule
+    Athena    & 0.08 & 0.02 & 0.17 & 0.03 & 0.01 \\
+    Aphrodite & 0.09 & 0.02 & 0.20 & 0.04 & 0.01 \\
+    Nyx       & 0.11 & 0.03 & 0.25 & 0.06 & 0.01 \\
+    Hera      & 0.09 & 0.02 & 0.21 & 0.04 & 0.01 \\
+  \end{tabular}
+  \\
+  \parbox{.49\linewidth}{
+    \begin{tabular}{?r^l^l^l^l^l^l^l}
+      \multicolumn{6}{c}{\textbf{\gls{UER}}}       \\
+      \rowstyle{\itshape}
+      Pseud.    & Mean & Min  & Max  & SD   & SE   \\
+      \midrule
+      Athena    & 0.01 & 0.00 & 0.14 & 0.03 & 0.01 \\
+      Aphrodite & 0.01 & 0.00 & 0.17 & 0.03 & 0.01 \\
+      Nyx       & 0.01 & 0.00 & 0.21 & 0.04 & 0.01 \\
+      Hera      & 0.01 & 0.00 & 0.18 & 0.04 & 0.01 \\
+    \end{tabular}
+  }
+  \parbox{.49\linewidth}{
+    \begin{tabular}{?r^l^l^l^l^l^l^l}
+      \multicolumn{6}{c}{\textbf{\gls{CER}}}       \\
+      \rowstyle{\itshape}
+      Pseud.    & Mean & Min  & Max  & SD   & SE   \\
+      \midrule
+      Athena    & 0.07 & 0.02 & 0.13 & 0.03 & 0.01 \\
+      Aphrodite & 0.08 & 0.02 & 0.18 & 0.04 & 0.01 \\
+      Nyx       & 0.10 & 0.03 & 0.23 & 0.05 & 0.01 \\
+      Hera      & 0.08 & 0.02 & 0.14 & 0.04 & 0.01 \\
+    \end{tabular}
+  }
+  \bottomrule
+  \caption{Summaries for \glsfirst{TER}, \glsfirst{UER} and \glsfirst{CER} for the test keyboards}
+  \label{tbl:sum_tkbs_err}
+\end{table}
+
+\begin{table}[ht]
+  \centering
+  \small
+  \ra{1.3}
+  \begin{tabular}{?l^l^l^l^l^l^l^l}
+    \toprule
+    \rowstyle{\itshape}
+    Y   & Comparison         & Statistic & p         & Estimate & CI            & Hypothesis \\
+    \midrule
+    \multicolumn{6}{l}{\textbf{Non Parametric (Wilcoxon Signed Rank Test)}}                  \\
+    TER & Athena - Hera      & 38.0      & 0.004^*   & -0.011   & [-Inf, -0.01] & less       \\
+    TER & Athena - Aphrodite & 58.5      & 0.009^*   & -0.012   & [-Inf, 0]     & less       \\
+    TER & Athena - Nyx       & 18.0      & 0.00009^* & -0.027   & [-Inf, -0.02] & less       \\
+    TER & Aphrodite - Nyx    & 35.5      & 0.002^*   & -0.018   & [-Inf, -0.01] & less       \\
+    TER & Hera - Aphrodite   & 181.0     & 0.816     & 0.002    & [-Inf, 0.01]  & less       \\
+    TER & Hera - Nyx         & 29.5      & 0.002^*   & -0.016   & [-Inf, -0.01] & less       \\
+    \multicolumn{6}{l}{\textbf{Parametric (Dependent T-test)}}                               \\
+    CER & Athena - Hera      & -2.796    & 0.015^*   & -0.011   & [-Inf, 0]     & less       \\
+    CER & Athena - Aphrodite & -2.772    & 0.015^*   & -0.011   & [-Inf, 0]     & less       \\
+    CER & Athena - Nyx       & -4.356    & 0.0007^*  & -0.030   & [-Inf, -0.02] & less       \\
+    CER & Aphrodite - Nyx    & -3.821    & 0.002^*   & -0.019   & [-Inf, -0.01] & less       \\
+    CER & Hera - Aphrodite   & 0.050     & 0.520     & 0.000    & [-Inf, 0.01]  & less       \\
+    CER & Hera - Nyx         & -3.825    & 0.002^*   & -0.019   & [-Inf, -0.01] & less       \\
+    \bottomrule
+  \end{tabular}
+  \caption{Post-hoc results of error rates for the test keyboards. Significant p
+    values are denoted with *. Confidence intervals are given for the estimate
+    in the difference in means (T-test) and difference of the location parameter
+    (Wilcoxon)}
+  \label{tbl:res_tkbs_err}
+\end{table}
+
+\subsubsection{Muscle Activity}
+\label{sec:res_muscle_activity}
+We utilized the \gls{EMG} device described in Section \ref{sec:main_design} to
+gather data about the muscle activities (\% of \glsfirst{MVC}) during typing
+tests for the extensor and flexor muscles of both forearms. For our analysis, we
+used the mean values of the results for both typing tests with each keyboard.
+It has to be noted, that we had to remove two erroneous measurements concerning
+the right flexor muscle (n = 22). We found no significant differences in
+\%\gls{MVC} for any of the test keyboards in neither flexor, nor extensor
+\gls{EMG} measurements. Further, we analyzed the effect of the individual
+keyboards on \%\gls{MVC}s separately for first and second typing tests (Tn\_1 \&
+Tn\_2, n := 1, ..., 4), but did not find any statistically significant results
+as well. Lastly, we analyzed possible differences between \%\gls{MVC}
+measurements of first and second typing tests for each individual keyboard,
+using either dependent T-tests or Wilcoxon Signed Rank Tests. There were no
+statistically significant differences in \%\gls{MVC} between the first and the
+second typing test for any keyboard/muscle combination. The summaries for all
+test keyboards of the mean values for both typing tests combined can be observed
+in Table \ref{tbl:sum_tkbs_emg}.
+
+\begin{table}[ht]
+  \centering
+  \footnotesize
+  \ra{1.2}
+  \toprule
+  \parbox{.49\linewidth}{
+    \begin{tabular}{?r^l^l^l^l^l}
+      \multicolumn{6}{c}{\textbf{Left Flexor \%\gls{MVC}}}          \\
+      \rowstyle{\itshape}
+      Pseud.      & Mean & Min  & Max   & SD   & SE   \\
+      \midrule
+      Athena      & 9.90 & 0.94 & 41.91 & 9.03 & 1.84 \\
+      Aphrodite   & 8.82 & 0.26 & 23.10 & 6.37 & 1.30 \\
+      Nyx         & 8.84 & 2.13 & 24.37 & 6.65 & 1.36 \\
+      Hera        & 9.98 & 2.82 & 25.18 & 6.91 & 1.41 \\
+    \end{tabular}
+  }
+  \parbox{.49\linewidth}{
+    \begin{tabular}{?r^l^l^l^l^l^l^l}
+      \multicolumn{6}{c}{\textbf{Right Flexor \%\gls{MVC}} \textit{(n = 22)}}     \\
+      \rowstyle{\itshape}
+      Pseud.    & Mean & Min  & Max   & SD   & SE   \\
+      \midrule
+      Athena    & 9.69 & 2.13 & 23.88 & 5.67 & 1.21 \\
+      Aphrodite & 9.33 & 2.15 & 16.96 & 4.51 & 0.96 \\
+      Nyx       & 8.60 & 1.68 & 16.16 & 4.43 & 0.94 \\
+      Hera      & 9.26 & 1.42 & 20.39 & 5.75 & 1.23 \\
+    \end{tabular}
+  }
+                                                     \\
+  \parbox{.49\linewidth}{
+    \begin{tabular}{?r^l^l^l^l^l^l^l}
+      \multicolumn{6}{c}{\textbf{Left Extensor \%\gls{MVC}}}     \\
+      \rowstyle{\itshape}
+      Pseud.    & Mean  & Min  & Max   & SD   & SE   \\
+      \midrule
+      Athena    & 12.24 & 5.17 & 18.98 & 4.11 & 0.84 \\
+      Aphrodite & 11.60 & 4.80 & 16.86 & 3.67 & 0.75 \\
+      Nyx       & 11.43 & 5.14 & 16.45 & 3.87 & 0.79 \\
+      Hera      & 11.73 & 4.80 & 21.05 & 4.10 & 0.84 \\
+    \end{tabular}
+  }
+  \parbox{.49\linewidth}{
+    \begin{tabular}{?r^l^l^l^l^l^l^l}
+      \multicolumn{6}{c}{\textbf{Right Extensor \%\gls{MVC}}}    \\
+      \rowstyle{\itshape}
+      Pseud.    & Mean  & Min  & Max   & SD   & SE   \\
+      \midrule
+      Athena    & 10.78 & 3.34 & 17.58 & 3.86 & 0.79 \\
+      Aphrodite & 10.66 & 3.56 & 19.05 & 4.41 & 0.90 \\
+      Nyx       & 10.57 & 3.81 & 21.55 & 4.33 & 0.88 \\
+      Hera      & 10.79 & 4.11 & 19.50 & 4.09 & 0.83 \\
+    \end{tabular}
+  }
+  \bottomrule
+  \caption{Summaries for the mean values of measured muscle activity (\% of
+    \glsfirst{MVC}) in both typing tests conducted with each keyboard.}
+  \label{tbl:sum_tkbs_emg}
+\end{table}
\ No newline at end of file
diff --git a/glossary.tex b/glossary.tex
index 206f2dd..7361c02 100644
--- a/glossary.tex
+++ b/glossary.tex
@@ -22,6 +22,7 @@
 \newacronym{KSPS}{KSPS}{Keystrokes per Second}
 \newacronym{CER}{CER}{Corrected Error Rate}
 \newacronym{UER}{UER}{Uncorrected Error Rate}
+\newacronym{TER}{TER}{Total Error Rate}
 \newacronym{KSPC}{KSPC}{Keystrokes per Character}
 \newacronym{UEQ-S}{UEQ-S}{short version of the user experience questionnaire}
 \newacronym{UEQ}{UEQ}{user experience questionnaire}
@@ -36,7 +37,8 @@
 \newacronym{OLED}{OLED}{organic light-emitting diode}
 \newacronym{GMMK}{GMMK}{Glorious Modular Mechanical Keyboards}
 
-\newacronym{ANOVA}{ANOVA}{Analysis Of Variance}
+\newacronym{rmANOVA}{rmANOVA}{Repeated Measurement Analysis Of Variance}
+\newacronym{GG}{GG}{Greenhouse–Geisser corrected}
 \newacronym{Q-Q}{Q-Q}{quantile-quantile}
 \newacronym{OPC}{OPC}{percentage of keyboard ``Own''}
 
diff --git a/images/res_own_per_fat.png b/images/res_own_per_fat.png
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