From 3a3076076237ea35682549c651d4864aca4456f1 Mon Sep 17 00:00:00 2001 From: phga Date: Thu, 15 Jul 2021 21:02:47 +0200 Subject: [PATCH] update: methodology done --- chap3/implementation.tex | 2 +- chap4/methodology.tex | 187 +++++++++++++++++++-------------------- chap5/results.tex | 13 ++- glossary.tex | 2 + images/empty_ux_g1.png | Bin 0 -> 40269 bytes 5 files changed, 103 insertions(+), 101 deletions(-) create mode 100644 images/empty_ux_g1.png diff --git a/chap3/implementation.tex b/chap3/implementation.tex index b7fcef1..f813e84 100644 --- a/chap3/implementation.tex +++ b/chap3/implementation.tex @@ -264,7 +264,7 @@ func calculateFRE(txt string) float64 { \end{listing} \end{enumerate} -\subsection{Finger strength measurement device} +\subsection{Finger Strength Measurement Device} \label{sec:force_meas_dev} \begin{figure}[ht] diff --git a/chap4/methodology.tex b/chap4/methodology.tex index 3489969..b2ec338 100644 --- a/chap4/methodology.tex +++ b/chap4/methodology.tex @@ -23,7 +23,7 @@ performance and user satisfaction while using four different keyboards, including our adjusted keyboard, to values obtained with the participant's own keyboards. -\subsection{Preliminary telephone interview} +\subsection{Preliminary Telephone Interview} \label{sec:telephone_interview} Some of the studies we found that researched implications of actuation force on speed, preference or other metrics were published between 1984 and 2010. That is @@ -63,7 +63,7 @@ Web\footnote{\url{https://web.whatsapp.com/}}, Signal Desktop\footnote{\url{https://signal.org/download/}}, Telegram Desktop\footnote{\url{https://desktop.telegram.org/}}). -\subsection{Market analysis of available mechanical keyswitches} +\subsection{Market Analysis of Available Mechanical Keyswitches} \label{sec:market_forces} To gather information about available actuation forces, we collected the product lines of keyswitches for all well known manufacturers, namely @@ -90,7 +90,7 @@ actuation force is 35 g ($\approx$ 0.34 \gls{N}) the most common one is 50 g \label{fig:keyswitches_brands} \end{figure} -\subsection{Preliminary study of finger strength} +\subsection{Preliminary Study of Finger Strength} To evaluate the impact of an adjusted keyboard (keyboard with non-uniform actuation forces) on performance and satisfaction we first needed to get an understanding on how to distribute keyswitches with different actuation forces @@ -255,7 +255,7 @@ which is discussed in more detail in the following section. \label{fig:adjusted_layout} \end{figure} -\subsection{Main user study} +\subsection{Main User Study} \label{sec:main_study_meth} \subsubsection{Hypotheses} \label{sec:main_hypotheses} @@ -352,13 +352,14 @@ researchers were tested with antigen tests prior to every appointment. \label{sec:main_keyboards} Additionally to the reference tests conducted with the participant's own keyboards, we provided four keyboards which only differed in terms of actuation -force. We decided to assign pseudonyms in the form of Greek goddesses to the -keyboards to make fast differentiation during the sessions easier and reduce -ambiguity. The pseudonyms for each keyboard and the corresponding actuation -force can be found in Table \ref{tbl:kb_pseudo}. All keyboards used the standard -ISO/IEC 9995 \cite{iso9995-2} physical layout and provided keycaps representing -the German \gls{QWERTZ} layout, which all participants were already familiar -with. All four keyboards used in the experiment were +force (Appendix \ref{app:equipment}). We decided to assign pseudonyms in the form +of Greek goddesses to the keyboards to make fast differentiation during the +sessions easier and reduce ambiguity. The pseudonyms for each keyboard and the +corresponding actuation force can be found in Table \ref{tbl:kb_pseudo}. All +keyboards used the standard ISO/IEC 9995 \cite{iso9995-2} physical layout and +provided keycaps representing the German \gls{QWERTZ} layout, which all +participants were already familiar with. All four keyboards used in the +experiment were \textit{\gls{GMMK}}\footnote{\url{https://www.pcgamingrace.com/products/gmmk-full-brown-switch}} equipped with \textit{Gateron} mechanical keyswitches\footnote{\url{http://www.gateron.com/col/58459?lang=en}}. The order @@ -411,10 +412,10 @@ information about privacy, the \gls{EMG} measurements and questionnaires used during the experiment. Next, participants filled out a pre-experiment questionnaire to gather demographic and other relevant information e.g., touch typist, average \gls{KB} usage per day, predominantly used keyboard type, -previous medical conditions affecting the result of the study e.g., \glsfirst{RSI}, -\glsfirst{CTS}, etc. The full questionnaire can be observed in the appendix -\ref{app:gott}. Further, participants could adjust the chair, table and monitor -to a comfortable position. +previous medical conditions affecting the result of the study e.g., +\glsfirst{RSI}, \glsfirst{CTS}, etc. The full questionnaire can be observed in +Appendix \ref{app:gott}. Further, participants could adjust the chair, table and +monitor to a comfortable position. \textbf{\gls{EMG} Measurements} @@ -443,13 +444,13 @@ and 0\%\gls{MVC}), which are used later to calculate the percentage of muscle activity for each test, we performed three measurements. First, participants were instructed to fully relax the \gls{FDS}, \gls{FDP} and \gls{ED} by completely resting their forearms on the table. Second, participants exerted -maximum possible force with their fingers against the top of the table +maximum possible force with their fingers (volar) against the top of the table (\gls{MVC} - flexion) and lastly, participants applied maximum possible force -with their fingers to the bottom of the table while resting their forearms on -their thighs (\gls{MVC} - extension). We decided to also measure 0\%\gls{MVC} -before and after each typing test and used these values to normalize the final -data instead of the 0\%\gls{MVC} we retrieved from the initial \gls{MVC} -measurements. +with their fingers (dorsal) to the bottom of the table while resting their +forearms on their thighs (\gls{MVC} - extension). We decided to also measure +0\%\gls{MVC} before and after each typing test and used these values to +normalize the final data instead of the 0\%\gls{MVC} we retrieved from the +initial \gls{MVC} measurements. \textbf{Familiarization with \glsfirst{GoTT} and the Keyboards} @@ -479,78 +480,72 @@ almost identical \gls{FRE} scores (mean = 80.10, SD = 0.48). To receive feedback about several aspects that define a satisfactory user experience while using a keyboard, we decided to incorporate two questionnaires into our experiment. The first questionnaire was the \glsfirst{KCQ} provided by -\cite[56]{iso9241-411} and was filled out after each individual typing test. The -second survey, that was filled out every time the keyboard was changed, was the -\glsfirst{UEQ-S} \cite{schrepp_ueq_handbook} with an additional question―``How -satisfied have you been with this keyboard?''―that could be answered with the -help of an \gls{VAS} ranging from 0 to 100 \cite{lewis_vas}. The short version -of the \gls{UEQ} was selected, because of the limited time participants had to -fill out the questionnaires in between typing tests (2 - 3 minutes) and also -because participants had to rate multiple keyboards in one session -\cite{schrepp_ueq_handbook}. - - - \item Initial typing test with own keyboard. (5 min) \\ - Adjusted follow-up ISO keyboard comfort questionnaire. (2 min) \\ - Pause with light stretching exercises. (3 min) - - \item \textbf{Main Part of the Experiment:} In this part the subject had - to take two, 5 minute, typing tests per keyboard, with a total of 4 - keyboards (\textit{Nyx, Aphrodite, Athena, Hera}). After each typing - test, the subject had to fill out the post typing test survey - (\gls{KCQ}). Keyboards A, B and C are equipped with one set of - keyswitches and therefore each of the keyboards provides one of the - following, uniform, actuation forces across all keyswitches: 35 \gls{g}, - 50 \gls{g} or 80 \gls{g}. These specific values are the results of a - self conducted comparison between the product lines of most major - keyswitch manufacturers. The results shown in appendix - \ref{app:keyswitch} yield, that the lowest broadly available force for - keyswitches is 35 \gls{g}, the highest broadly available force is 80 - \gls{g}, and the most common offered force is 50 \gls{g}. Keyboard D is - equipped with different zones of keyswitches that use appropriate - actuation forces according to finger strength differences and key - position. The keyboards used in this experiment are visually identical, - ISO/IEC 9995-1 conform \cite{iso9995-1} and provide a \gls{QWERTZ} - layout to resemble the subjects day-to-day layout and keyboard format as - close as possible. All keyboards are equipped with linear mechanical - keyswitches from one manufacturer to minimize differences in haptic and - sound while typing. To mitigate order effects, the order of the - keyboards is counterbalanced with the help of the latin square method - and the text snippets for the individual tests are randomized - \cite{statist_counterbalancing}. \textbf{(total: 80 min)} - - \begin{enumerate} - \item \textbf{\gls{KB} A, Part 1:} Typing test. (5min) \\ - Adjusted follow-up ISO keyboard comfort questionnaire. (2 min) \\ - Pause with light stretching exercises. (3 min) - \item \textbf{\gls{KB} A, Part 2:} Typing test. (5min) \\ - Adjusted follow-up ISO keyboard comfort questionnaire. (2 min) \\ - Pause with light stretching exercises. (3 min) - \item \textbf{\gls{KB} C, Part 1:} Typing test. (5min) \\ - Adjusted follow-up ISO keyboard comfort questionnaire. (2 min) \\ - Pause with light stretching exercises. (3 min) - \item \textbf{\gls{KB} C, Part 2:} Typing test. (5min) \\ - Adjusted follow-up ISO keyboard comfort questionnaire. (2 min) \\ - Pause with light stretching exercises. (3 min) - \item \textbf{\gls{KB} B, Part 1:} Typing test. (5min) \\ - Adjusted follow-up ISO keyboard comfort questionnaire. (2 min) \\ - Pause with light stretching exercises. (3 min) - \item \textbf{\gls{KB} B, Part 2:} Typing test. (5min) \\ - Adjusted follow-up ISO keyboard comfort questionnaire. (2 min) \\ - Pause with light stretching exercises. (3 min) - \item \textbf{\gls{KB} D, Part 1:} Typing test. (5min) \\ - Adjusted follow-up ISO keyboard comfort questionnaire. (2 min) \\ - Pause with light stretching exercises. (3 min) - \item \textbf{\gls{KB} D, Part 2:} Typing test. (5min) \\ - Adjusted follow-up ISO keyboard comfort questionnaire. (2 min) \\ - Pause with light stretching exercises. (3 min) - \end{enumerate} - - \item Post-Test semi-structured interview: The participant has to draw three - different UX curves \cite{kujala_ux_curve} to evaluate how fatigue, - performance and overall usability of the individual keyboards were perceived - during the experiment. While drawing the UX curve, participants should - describe their thought process. To reduce errors in the later evaluation of - the UX curves, the entire interview is recorded. (10 min) - -\end{enumerate} +\cite[56]{iso9241-411} and was filled out after each individual typing test +(\glsfirst{PTTQ}). The second survey, that was filled out every time the keyboard +was changed, was the \glsfirst{UEQ-S} \cite{schrepp_ueq_handbook} with an +additional question―``How satisfied have you been with this keyboard?''―that +could be answered with the help of an \gls{VAS} ranging from 0 to 100 +(\glsfirst{PKQ})\cite{lewis_vas}. The short version of the \gls{UEQ} was selected, because of +the limited time participants had to fill out the questionnaires in between +typing tests (2 - 3 minutes) and also because participants had to rate multiple +keyboards in one session \cite{schrepp_ueq_handbook}. + +\textbf{Post Experiment Interview \& UX-Curves} + +To give participants the chance to recapitulate their experience during the +whole experiment, we conducted a semi-structured interview, after all typing +tests were completed. We recorded audio and video for the whole duration of the +interviews and afterwards categorized common statements about each +keyboard. + +Further, we prepared two different graphs were participants had to draw +UX-Curves related to subjectively perceived typing speed and subjectively +perceived fatigue for every keyboard and corresponding typing test. The graphs +always reflected the order of keyboards for the group the current participant +was part of. Furthermore, before the interview started, participants were given +a brief introduction on how to draw UX-Curves and that it is desirable to +explain the thought process while drawing each curve \cite{kujala_ux_curve}. An +example of the empty graph for perceived fatigue (group 1) can be seen in Figure +\ref{fig:empty_ux_g1}. + +\begin{figure}[ht] + \centering + \includegraphics[width=1.0\textwidth]{images/empty_ux_g1} + \caption{Empty graph for participants of group 1 to draw an UX-curve related + to perceived fatigue during the experiment} + \label{fig:empty_ux_g1} +\end{figure} + +\textbf{Main Part of the Experiment} + +Each subject had to take two, 5 minute, typing tests per keyboard, with a total +of 5 keyboards, namely \textit{Own (participant's own keyboard)}, \textit{Nyx + (35 g, uniform), Aphrodite (50 g, uniform), Athena (80 g uniform)} and +\textit{Hera (35 g - 60 g, adjusted)} (Table \ref{tbl:kb_pseudo}). As described +in Section \ref{sec:main_keyboards}, the order of the keyboards \textit{Nyx, + Aphrodite, Athena} and \textit{Hera} was counterbalanced with the help of a +balanced latin square to reduce order effects. The keyboard \textit{Own} was +used to gather reference values for all measured metrics. Thus, typing tests +with \textit{Own} were conducted before (one test) and after (one test) all +other keyboards, to also capture possible variations in performance due to +fatigue. Participants were allowed, but not forced to, correct mistakes during +the typing tests. The typing test application allowed no shortcuts to delete or +insert multiple characters and correction was only possible by hitting the +\textit{Backspace} key on the keyboard. The \textit{Capslock} key was disable +during all typing tests, because there was only visual feedback in form of +coloring of correct and incorrect input and no direct representation of entered +characters (Figure \ref{fig:gott_colorblind}), which could lead to confusion +when the \textit{Capslock} key is activated on accident. + +\subsection{Summary} +\label{sec:meth_summary} +The preliminary telephone interview and the market analysis of available +mechanical keyswitches allowed us to gather profound information concerning +user's preferences and availability of hardware components. Additionally, the +preliminary study, where we measured the maximum applicable force onto a +keyswitch for each finger of the right hand in different positions, yielded +necessary data for the design of the adjusted keyboard layout. Throughout the +main user study, where we compared five different keyboards, we were able to +obtain various qualitative and quantitative data regarding performance and +satisfaction. The statistical evaluation of this data will be presented in the +next Section. diff --git a/chap5/results.tex b/chap5/results.tex index 847d5ac..b5e171b 100644 --- a/chap5/results.tex +++ b/chap5/results.tex @@ -1,5 +1,10 @@ +% A rapid method that creates many corrected errors, has efficient error correction, and leaves +% few uncorrected errors can still be considered a successful method, since it produces +% accurate text in relatively little time. pp. 56 MacKenzie \section{Results} -A rapid method that creates many corrected errors, has efficient error correction, and leaves -few uncorrected errors can still be considered a successful method, since it produces -accurate text in relatively little time. pp. 56 MacKenzie -\label{sec:label} +\label{sec:results} +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 +repeated measurement \gls{ANOVA} if all required assumption were met and +Friedman's Test otherwise. diff --git a/glossary.tex b/glossary.tex index d44a31d..ebbb7c6 100644 --- a/glossary.tex +++ b/glossary.tex @@ -36,6 +36,8 @@ \newacronym{OLED}{OLED}{organic light-emitting diode} \newacronym{GMMK}{GMMK}{Glorious Modular Mechanical Keyboards} +\newacronym{ANOVA}{ANOVA}{analysis of variance} + \newglossaryentry{N}{ name={N}, description={Newton: 1 N $ \approx $ 101.97 g} diff --git a/images/empty_ux_g1.png b/images/empty_ux_g1.png new file mode 100644 index 0000000000000000000000000000000000000000..453a2a9f5df508da50104f3e3f8124b8a39d32b2 GIT binary patch literal 40269 zcmdSBc{JAT`!0MpsVGWFLM0(&N=TwIMNug86p_sH7%It}B4jS}5JKi5B}qauXC}!^ zk}0*1kG}i2_uBjY<9*lq{qx?->gf^peSNO$9FFrikMr`otSGyaoPnG~BJGqrFQrT( zZ5AexHdJpT!*}=`=R8TIgCservsavBCVO3OX&Y5Y%r;G~hFlDh`^>7)oka8HoJMl% 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