From 5c1fdb764826d6181f71c7b429927600d1d1dc17 Mon Sep 17 00:00:00 2001 From: Rankin_summer Date: Thu, 25 Jun 2020 21:35:54 -1000 Subject: [PATCH] reformat paper --- .DS_Store | Bin 6148 -> 8196 bytes bloatectomy_paper.pdf | Bin 0 -> 3487145 bytes build.sh | 1 - meta.yaml | 38 + paper/.DS_Store | Bin 0 -> 6148 bytes paper/bloatectomy_paper.aux | 107 +++ paper/bloatectomy_paper.bbl | 3 + paper/bloatectomy_paper.blg | 55 ++ paper/bloatectomy_paper.out | 20 + paper/bloatectomy_paper.synctex.gz | Bin 0 -> 123369 bytes paper/bloatectomy_paper.tex | 854 ++++++++++++++++++++ paper/flowchart.png | Bin 77862 -> 108366 bytes paper/llncs.cls | 1208 ++++++++++++++++++++++++++++ paper/paper.bib | 282 ------- skeleton/.DS_Store | Bin 0 -> 6148 bytes 15 files changed, 2285 insertions(+), 283 deletions(-) create mode 100644 bloatectomy_paper.pdf delete mode 100644 build.sh create mode 100644 meta.yaml create mode 100644 paper/.DS_Store create mode 100644 paper/bloatectomy_paper.aux create mode 100644 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+\let\if@envcntreset\iffalse +\DeclareOption{envcountreset}{\let\if@envcntreset\iftrue} +\DeclareOption{citeauthoryear}{\let\citeauthoryear=Y} +\DeclareOption{oribibl}{\let\oribibl=Y} +\let\if@custvec\iftrue +\DeclareOption{orivec}{\let\if@custvec\iffalse} +\let\if@envcntsame\iffalse +\DeclareOption{envcountsame}{\let\if@envcntsame\iftrue} +\let\if@envcntsect\iffalse +\DeclareOption{envcountsect}{\let\if@envcntsect\iftrue} +\let\if@runhead\iffalse +\DeclareOption{runningheads}{\let\if@runhead\iftrue} + +\let\if@openright\iftrue +\let\if@openbib\iffalse +\DeclareOption{openbib}{\let\if@openbib\iftrue} + +% languages +\let\switcht@@therlang\relax +\def\ds@deutsch{\def\switcht@@therlang{\switcht@deutsch}} +\def\ds@francais{\def\switcht@@therlang{\switcht@francais}} + +\DeclareOption*{\PassOptionsToClass{\CurrentOption}{article}} + +\ProcessOptions + +\LoadClass[twoside]{article} +\RequirePackage{multicol} % needed for the list of participants, index +\RequirePackage{aliascnt} + +\setlength{\textwidth}{12.2cm} +\setlength{\textheight}{19.3cm} +\renewcommand\@pnumwidth{2em} +\renewcommand\@tocrmarg{3.5em} +% +\def\@dottedtocline#1#2#3#4#5{% + \ifnum #1>\c@tocdepth \else + \vskip \z@ \@plus.2\p@ + {\leftskip #2\relax \rightskip \@tocrmarg \advance\rightskip by 0pt plus 2cm + \parfillskip -\rightskip \pretolerance=10000 + \parindent #2\relax\@afterindenttrue + \interlinepenalty\@M + \leavevmode + \@tempdima #3\relax + \advance\leftskip \@tempdima \null\nobreak\hskip -\leftskip + {#4}\nobreak + \leaders\hbox{$\m@th + \mkern \@dotsep mu\hbox{.}\mkern \@dotsep + mu$}\hfill + \nobreak + \hb@xt@\@pnumwidth{\hfil\normalfont \normalcolor #5}% + \par}% + \fi} +% +\def\switcht@albion{% +\def\abstractname{Abstract.} +\def\ackname{Acknowledgement.} +\def\andname{and} +\def\lastandname{\unskip, and} +\def\appendixname{Appendix} +\def\chaptername{Chapter} +\def\claimname{Claim} +\def\conjecturename{Conjecture} +\def\contentsname{Table of Contents} +\def\corollaryname{Corollary} +\def\definitionname{Definition} +\def\examplename{Example} +\def\exercisename{Exercise} +\def\figurename{Fig.} +\def\keywordname{{\bf Keywords:}} +\def\indexname{Index} +\def\lemmaname{Lemma} +\def\contriblistname{List of Contributors} +\def\listfigurename{List of Figures} +\def\listtablename{List of Tables} +\def\mailname{{\it Correspondence to\/}:} +\def\noteaddname{Note added in proof} +\def\notename{Note} +\def\partname{Part} +\def\problemname{Problem} +\def\proofname{Proof} +\def\propertyname{Property} +\def\propositionname{Proposition} +\def\questionname{Question} +\def\remarkname{Remark} +\def\seename{see} +\def\solutionname{Solution} +\def\subclassname{{\it Subject Classifications\/}:} +\def\tablename{Table} +\def\theoremname{Theorem}} +\switcht@albion +% Names of theorem like environments are already defined +% but must be translated if another language is chosen +% +% French section +\def\switcht@francais{%\typeout{On parle francais.}% + \def\abstractname{R\'esum\'e.}% + \def\ackname{Remerciements.}% + \def\andname{et}% + \def\lastandname{ et}% + \def\appendixname{Appendice} + \def\chaptername{Chapitre}% + \def\claimname{Pr\'etention}% + \def\conjecturename{Hypoth\`ese}% + \def\contentsname{Table des mati\`eres}% + \def\corollaryname{Corollaire}% + \def\definitionname{D\'efinition}% + \def\examplename{Exemple}% + \def\exercisename{Exercice}% + \def\figurename{Fig.}% + \def\keywordname{{\bf Mots-cl\'e:}} + \def\indexname{Index} + \def\lemmaname{Lemme}% + \def\contriblistname{Liste des contributeurs} + \def\listfigurename{Liste des figures}% + \def\listtablename{Liste des tables}% + \def\mailname{{\it Correspondence to\/}:} + \def\noteaddname{Note ajout\'ee \`a l'\'epreuve}% + \def\notename{Remarque}% + \def\partname{Partie}% + \def\problemname{Probl\`eme}% + \def\proofname{Preuve}% + \def\propertyname{Caract\'eristique}% +%\def\propositionname{Proposition}% + \def\questionname{Question}% + \def\remarkname{Remarque}% + \def\seename{voir} + \def\solutionname{Solution}% + \def\subclassname{{\it Subject Classifications\/}:} + \def\tablename{Tableau}% + \def\theoremname{Th\'eor\`eme}% +} +% +% German section +\def\switcht@deutsch{%\typeout{Man spricht deutsch.}% + \def\abstractname{Zusammenfassung.}% + \def\ackname{Danksagung.}% + \def\andname{und}% + \def\lastandname{ und}% + \def\appendixname{Anhang}% + \def\chaptername{Kapitel}% + \def\claimname{Behauptung}% + \def\conjecturename{Hypothese}% + \def\contentsname{Inhaltsverzeichnis}% + \def\corollaryname{Korollar}% +%\def\definitionname{Definition}% + \def\examplename{Beispiel}% + \def\exercisename{\"Ubung}% + \def\figurename{Abb.}% + \def\keywordname{{\bf Schl\"usselw\"orter:}} + \def\indexname{Index} +%\def\lemmaname{Lemma}% + \def\contriblistname{Mitarbeiter} + \def\listfigurename{Abbildungsverzeichnis}% + \def\listtablename{Tabellenverzeichnis}% + \def\mailname{{\it Correspondence to\/}:} + \def\noteaddname{Nachtrag}% + \def\notename{Anmerkung}% + \def\partname{Teil}% +%\def\problemname{Problem}% + \def\proofname{Beweis}% + \def\propertyname{Eigenschaft}% +%\def\propositionname{Proposition}% + \def\questionname{Frage}% + \def\remarkname{Anmerkung}% + \def\seename{siehe} + \def\solutionname{L\"osung}% + \def\subclassname{{\it Subject Classifications\/}:} + \def\tablename{Tabelle}% +%\def\theoremname{Theorem}% +} + +% Ragged bottom for the actual page +\def\thisbottomragged{\def\@textbottom{\vskip\z@ plus.0001fil +\global\let\@textbottom\relax}} + +\renewcommand\small{% + \@setfontsize\small\@ixpt{11}% + \abovedisplayskip 8.5\p@ \@plus3\p@ \@minus4\p@ + \abovedisplayshortskip \z@ \@plus2\p@ + \belowdisplayshortskip 4\p@ \@plus2\p@ \@minus2\p@ + \def\@listi{\leftmargin\leftmargini + \parsep 0\p@ \@plus1\p@ \@minus\p@ + \topsep 8\p@ \@plus2\p@ \@minus4\p@ + \itemsep0\p@}% + \belowdisplayskip \abovedisplayskip +} + +\frenchspacing +\widowpenalty=10000 +\clubpenalty=10000 + +\setlength\oddsidemargin {63\p@} +\setlength\evensidemargin {63\p@} +\setlength\marginparwidth {90\p@} + +\setlength\headsep {16\p@} + +\setlength\footnotesep{7.7\p@} +\setlength\textfloatsep{8mm\@plus 2\p@ \@minus 4\p@} +\setlength\intextsep {8mm\@plus 2\p@ \@minus 2\p@} + +\setcounter{secnumdepth}{2} + +\newcounter {chapter} +\renewcommand\thechapter {\@arabic\c@chapter} + +\newif\if@mainmatter \@mainmattertrue +\newcommand\frontmatter{\cleardoublepage + \@mainmatterfalse\pagenumbering{Roman}} +\newcommand\mainmatter{\cleardoublepage + \@mainmattertrue\pagenumbering{arabic}} +\newcommand\backmatter{\if@openright\cleardoublepage\else\clearpage\fi + \@mainmatterfalse} + +\renewcommand\part{\cleardoublepage + \thispagestyle{empty}% + \if@twocolumn + \onecolumn + \@tempswatrue + \else + \@tempswafalse + \fi + \null\vfil + \secdef\@part\@spart} + +\def\@part[#1]#2{% + \ifnum \c@secnumdepth >-2\relax + \refstepcounter{part}% + \addcontentsline{toc}{part}{\thepart\hspace{1em}#1}% + \else + \addcontentsline{toc}{part}{#1}% + \fi + \markboth{}{}% + {\centering + \interlinepenalty \@M + \normalfont + \ifnum \c@secnumdepth >-2\relax + \huge\bfseries \partname~\thepart + \par + \vskip 20\p@ + \fi + \Huge \bfseries #2\par}% + \@endpart} +\def\@spart#1{% + {\centering + \interlinepenalty \@M + \normalfont + \Huge \bfseries #1\par}% + \@endpart} +\def\@endpart{\vfil\newpage + \if@twoside + \null + \thispagestyle{empty}% + \newpage + \fi + \if@tempswa + \twocolumn + \fi} + +\newcommand\chapter{\clearpage + \thispagestyle{empty}% + \global\@topnum\z@ + \@afterindentfalse + \secdef\@chapter\@schapter} +\def\@chapter[#1]#2{\ifnum \c@secnumdepth >\m@ne + \if@mainmatter + \refstepcounter{chapter}% + \typeout{\@chapapp\space\thechapter.}% + \addcontentsline{toc}{chapter}% + {\protect\numberline{\thechapter}#1}% + \else + \addcontentsline{toc}{chapter}{#1}% + \fi + \else + \addcontentsline{toc}{chapter}{#1}% + \fi + \chaptermark{#1}% + \addtocontents{lof}{\protect\addvspace{10\p@}}% + \addtocontents{lot}{\protect\addvspace{10\p@}}% + \if@twocolumn + \@topnewpage[\@makechapterhead{#2}]% + \else + \@makechapterhead{#2}% + \@afterheading + \fi} +\def\@makechapterhead#1{% +% \vspace*{50\p@}% + {\centering + \ifnum \c@secnumdepth >\m@ne + \if@mainmatter + \large\bfseries \@chapapp{} \thechapter + \par\nobreak + \vskip 20\p@ + \fi + \fi + \interlinepenalty\@M + \Large \bfseries #1\par\nobreak + \vskip 40\p@ + }} +\def\@schapter#1{\if@twocolumn + \@topnewpage[\@makeschapterhead{#1}]% + \else + \@makeschapterhead{#1}% + \@afterheading + \fi} +\def\@makeschapterhead#1{% +% \vspace*{50\p@}% + {\centering + \normalfont + \interlinepenalty\@M + \Large \bfseries #1\par\nobreak + \vskip 40\p@ + }} + +\renewcommand\section{\@startsection{section}{1}{\z@}% + {-18\p@ \@plus -4\p@ \@minus -4\p@}% + {12\p@ \@plus 4\p@ \@minus 4\p@}% + {\normalfont\large\bfseries\boldmath + \rightskip=\z@ \@plus 8em\pretolerance=10000 }} +\renewcommand\subsection{\@startsection{subsection}{2}{\z@}% + {-18\p@ \@plus -4\p@ \@minus -4\p@}% + {8\p@ \@plus 4\p@ \@minus 4\p@}% + {\normalfont\normalsize\bfseries\boldmath + \rightskip=\z@ \@plus 8em\pretolerance=10000 }} +\renewcommand\subsubsection{\@startsection{subsubsection}{3}{\z@}% + {-18\p@ \@plus -4\p@ \@minus -4\p@}% + {-0.5em \@plus -0.22em \@minus -0.1em}% + {\normalfont\normalsize\bfseries\boldmath}} +\renewcommand\paragraph{\@startsection{paragraph}{4}{\z@}% + {-12\p@ \@plus -4\p@ \@minus -4\p@}% + {-0.5em \@plus -0.22em \@minus -0.1em}% + {\normalfont\normalsize\itshape}} +\renewcommand\subparagraph[1]{\typeout{LLNCS warning: You should not use + \string\subparagraph\space with this class}\vskip0.5cm +You should not use \verb|\subparagraph| with this class.\vskip0.5cm} + +\DeclareMathSymbol{\Gamma}{\mathalpha}{letters}{"00} +\DeclareMathSymbol{\Delta}{\mathalpha}{letters}{"01} +\DeclareMathSymbol{\Theta}{\mathalpha}{letters}{"02} +\DeclareMathSymbol{\Lambda}{\mathalpha}{letters}{"03} +\DeclareMathSymbol{\Xi}{\mathalpha}{letters}{"04} +\DeclareMathSymbol{\Pi}{\mathalpha}{letters}{"05} +\DeclareMathSymbol{\Sigma}{\mathalpha}{letters}{"06} +\DeclareMathSymbol{\Upsilon}{\mathalpha}{letters}{"07} +\DeclareMathSymbol{\Phi}{\mathalpha}{letters}{"08} +\DeclareMathSymbol{\Psi}{\mathalpha}{letters}{"09} +\DeclareMathSymbol{\Omega}{\mathalpha}{letters}{"0A} + +\let\footnotesize\small + +\if@custvec +\def\vec#1{\mathchoice{\mbox{\boldmath$\displaystyle#1$}} +{\mbox{\boldmath$\textstyle#1$}} +{\mbox{\boldmath$\scriptstyle#1$}} +{\mbox{\boldmath$\scriptscriptstyle#1$}}} +\fi + +\def\squareforqed{\hbox{\rlap{$\sqcap$}$\sqcup$}} +\def\qed{\ifmmode\squareforqed\else{\unskip\nobreak\hfil +\penalty50\hskip1em\null\nobreak\hfil\squareforqed +\parfillskip=0pt\finalhyphendemerits=0\endgraf}\fi} + +\def\getsto{\mathrel{\mathchoice {\vcenter{\offinterlineskip +\halign{\hfil +$\displaystyle##$\hfil\cr\gets\cr\to\cr}}} +{\vcenter{\offinterlineskip\halign{\hfil$\textstyle##$\hfil\cr\gets +\cr\to\cr}}} +{\vcenter{\offinterlineskip\halign{\hfil$\scriptstyle##$\hfil\cr\gets +\cr\to\cr}}} +{\vcenter{\offinterlineskip\halign{\hfil$\scriptscriptstyle##$\hfil\cr +\gets\cr\to\cr}}}}} +\def\lid{\mathrel{\mathchoice {\vcenter{\offinterlineskip\halign{\hfil +$\displaystyle##$\hfil\cr<\cr\noalign{\vskip1.2pt}=\cr}}} +{\vcenter{\offinterlineskip\halign{\hfil$\textstyle##$\hfil\cr<\cr +\noalign{\vskip1.2pt}=\cr}}} +{\vcenter{\offinterlineskip\halign{\hfil$\scriptstyle##$\hfil\cr<\cr +\noalign{\vskip1pt}=\cr}}} +{\vcenter{\offinterlineskip\halign{\hfil$\scriptscriptstyle##$\hfil\cr +<\cr +\noalign{\vskip0.9pt}=\cr}}}}} +\def\gid{\mathrel{\mathchoice {\vcenter{\offinterlineskip\halign{\hfil +$\displaystyle##$\hfil\cr>\cr\noalign{\vskip1.2pt}=\cr}}} +{\vcenter{\offinterlineskip\halign{\hfil$\textstyle##$\hfil\cr>\cr +\noalign{\vskip1.2pt}=\cr}}} +{\vcenter{\offinterlineskip\halign{\hfil$\scriptstyle##$\hfil\cr>\cr +\noalign{\vskip1pt}=\cr}}} +{\vcenter{\offinterlineskip\halign{\hfil$\scriptscriptstyle##$\hfil\cr +>\cr +\noalign{\vskip0.9pt}=\cr}}}}} +\def\grole{\mathrel{\mathchoice {\vcenter{\offinterlineskip +\halign{\hfil +$\displaystyle##$\hfil\cr>\cr\noalign{\vskip-1pt}<\cr}}} +{\vcenter{\offinterlineskip\halign{\hfil$\textstyle##$\hfil\cr +>\cr\noalign{\vskip-1pt}<\cr}}} +{\vcenter{\offinterlineskip\halign{\hfil$\scriptstyle##$\hfil\cr +>\cr\noalign{\vskip-0.8pt}<\cr}}} +{\vcenter{\offinterlineskip\halign{\hfil$\scriptscriptstyle##$\hfil\cr +>\cr\noalign{\vskip-0.3pt}<\cr}}}}} +\def\bbbr{{\rm I\!R}} %reelle Zahlen +\def\bbbm{{\rm I\!M}} +\def\bbbn{{\rm I\!N}} %natuerliche Zahlen +\def\bbbf{{\rm I\!F}} +\def\bbbh{{\rm I\!H}} +\def\bbbk{{\rm I\!K}} +\def\bbbp{{\rm I\!P}} +\def\bbbone{{\mathchoice {\rm 1\mskip-4mu l} {\rm 1\mskip-4mu l} +{\rm 1\mskip-4.5mu l} {\rm 1\mskip-5mu l}}} +\def\bbbc{{\mathchoice {\setbox0=\hbox{$\displaystyle\rm C$}\hbox{\hbox +to0pt{\kern0.4\wd0\vrule height0.9\ht0\hss}\box0}} +{\setbox0=\hbox{$\textstyle\rm C$}\hbox{\hbox +to0pt{\kern0.4\wd0\vrule height0.9\ht0\hss}\box0}} +{\setbox0=\hbox{$\scriptstyle\rm C$}\hbox{\hbox +to0pt{\kern0.4\wd0\vrule height0.9\ht0\hss}\box0}} +{\setbox0=\hbox{$\scriptscriptstyle\rm C$}\hbox{\hbox +to0pt{\kern0.4\wd0\vrule height0.9\ht0\hss}\box0}}}} +\def\bbbq{{\mathchoice {\setbox0=\hbox{$\displaystyle\rm +Q$}\hbox{\raise +0.15\ht0\hbox to0pt{\kern0.4\wd0\vrule height0.8\ht0\hss}\box0}} +{\setbox0=\hbox{$\textstyle\rm Q$}\hbox{\raise +0.15\ht0\hbox to0pt{\kern0.4\wd0\vrule height0.8\ht0\hss}\box0}} +{\setbox0=\hbox{$\scriptstyle\rm Q$}\hbox{\raise +0.15\ht0\hbox to0pt{\kern0.4\wd0\vrule height0.7\ht0\hss}\box0}} +{\setbox0=\hbox{$\scriptscriptstyle\rm Q$}\hbox{\raise +0.15\ht0\hbox to0pt{\kern0.4\wd0\vrule height0.7\ht0\hss}\box0}}}} +\def\bbbt{{\mathchoice {\setbox0=\hbox{$\displaystyle\rm +T$}\hbox{\hbox to0pt{\kern0.3\wd0\vrule height0.9\ht0\hss}\box0}} +{\setbox0=\hbox{$\textstyle\rm T$}\hbox{\hbox +to0pt{\kern0.3\wd0\vrule height0.9\ht0\hss}\box0}} +{\setbox0=\hbox{$\scriptstyle\rm T$}\hbox{\hbox +to0pt{\kern0.3\wd0\vrule height0.9\ht0\hss}\box0}} +{\setbox0=\hbox{$\scriptscriptstyle\rm T$}\hbox{\hbox +to0pt{\kern0.3\wd0\vrule height0.9\ht0\hss}\box0}}}} +\def\bbbs{{\mathchoice +{\setbox0=\hbox{$\displaystyle \rm S$}\hbox{\raise0.5\ht0\hbox +to0pt{\kern0.35\wd0\vrule height0.45\ht0\hss}\hbox +to0pt{\kern0.55\wd0\vrule height0.5\ht0\hss}\box0}} +{\setbox0=\hbox{$\textstyle \rm S$}\hbox{\raise0.5\ht0\hbox +to0pt{\kern0.35\wd0\vrule height0.45\ht0\hss}\hbox +to0pt{\kern0.55\wd0\vrule height0.5\ht0\hss}\box0}} +{\setbox0=\hbox{$\scriptstyle \rm S$}\hbox{\raise0.5\ht0\hbox +to0pt{\kern0.35\wd0\vrule height0.45\ht0\hss}\raise0.05\ht0\hbox +to0pt{\kern0.5\wd0\vrule height0.45\ht0\hss}\box0}} +{\setbox0=\hbox{$\scriptscriptstyle\rm S$}\hbox{\raise0.5\ht0\hbox +to0pt{\kern0.4\wd0\vrule height0.45\ht0\hss}\raise0.05\ht0\hbox +to0pt{\kern0.55\wd0\vrule height0.45\ht0\hss}\box0}}}} +\def\bbbz{{\mathchoice {\hbox{$\mathsf\textstyle Z\kern-0.4em Z$}} +{\hbox{$\mathsf\textstyle Z\kern-0.4em Z$}} +{\hbox{$\mathsf\scriptstyle Z\kern-0.3em Z$}} +{\hbox{$\mathsf\scriptscriptstyle Z\kern-0.2em Z$}}}} + +\let\ts\, + +\setlength\leftmargini {17\p@} +\setlength\leftmargin {\leftmargini} +\setlength\leftmarginii {\leftmargini} +\setlength\leftmarginiii {\leftmargini} +\setlength\leftmarginiv {\leftmargini} +\setlength \labelsep {.5em} +\setlength \labelwidth{\leftmargini} +\addtolength\labelwidth{-\labelsep} + +\def\@listI{\leftmargin\leftmargini + \parsep 0\p@ \@plus1\p@ \@minus\p@ + \topsep 8\p@ \@plus2\p@ \@minus4\p@ + \itemsep0\p@} +\let\@listi\@listI +\@listi +\def\@listii {\leftmargin\leftmarginii + \labelwidth\leftmarginii + \advance\labelwidth-\labelsep + \topsep 0\p@ \@plus2\p@ \@minus\p@} +\def\@listiii{\leftmargin\leftmarginiii + \labelwidth\leftmarginiii + \advance\labelwidth-\labelsep + \topsep 0\p@ \@plus\p@\@minus\p@ + \parsep \z@ + \partopsep \p@ \@plus\z@ \@minus\p@} + +\renewcommand\labelitemi{\normalfont\bfseries --} +\renewcommand\labelitemii{$\m@th\bullet$} + +\setlength\arraycolsep{1.4\p@} +\setlength\tabcolsep{1.4\p@} + +\def\tableofcontents{\chapter*{\contentsname\@mkboth{{\contentsname}}% + {{\contentsname}}} + \def\authcount##1{\setcounter{auco}{##1}\setcounter{@auth}{1}} + \def\lastand{\ifnum\value{auco}=2\relax + \unskip{} \andname\ + \else + \unskip \lastandname\ + \fi}% + \def\and{\stepcounter{@auth}\relax + \ifnum\value{@auth}=\value{auco}% + \lastand + \else + \unskip, + \fi}% + \@starttoc{toc}\if@restonecol\twocolumn\fi} + +\def\l@part#1#2{\addpenalty{\@secpenalty}% + \addvspace{2em plus\p@}% % space above part line + \begingroup + \parindent \z@ + \rightskip \z@ plus 5em + \hrule\vskip5pt + \large % same size as for a contribution heading + \bfseries\boldmath % set line in boldface + \leavevmode % TeX command to enter horizontal mode. + #1\par + \vskip5pt + \hrule + \vskip1pt + \nobreak % Never break after part entry + \endgroup} + +\def\@dotsep{2} + +\let\phantomsection=\relax + +\def\hyperhrefextend{\ifx\hyper@anchor\@undefined\else +{}\fi} + +\def\addnumcontentsmark#1#2#3{% +\addtocontents{#1}{\protect\contentsline{#2}{\protect\numberline + {\thechapter}#3}{\thepage}\hyperhrefextend}}% +\def\addcontentsmark#1#2#3{% +\addtocontents{#1}{\protect\contentsline{#2}{#3}{\thepage}\hyperhrefextend}}% +\def\addcontentsmarkwop#1#2#3{% +\addtocontents{#1}{\protect\contentsline{#2}{#3}{0}\hyperhrefextend}}% + +\def\@adcmk[#1]{\ifcase #1 \or +\def\@gtempa{\addnumcontentsmark}% + \or \def\@gtempa{\addcontentsmark}% + \or \def\@gtempa{\addcontentsmarkwop}% + \fi\@gtempa{toc}{chapter}% +} +\def\addtocmark{% +\phantomsection +\@ifnextchar[{\@adcmk}{\@adcmk[3]}% +} + +\def\l@chapter#1#2{\addpenalty{-\@highpenalty} + \vskip 1.0em plus 1pt \@tempdima 1.5em \begingroup + \parindent \z@ \rightskip \@tocrmarg + \advance\rightskip by 0pt plus 2cm + \parfillskip -\rightskip \pretolerance=10000 + \leavevmode \advance\leftskip\@tempdima \hskip -\leftskip + {\large\bfseries\boldmath#1}\ifx0#2\hfil\null + \else + \nobreak + \leaders\hbox{$\m@th \mkern \@dotsep mu.\mkern + \@dotsep mu$}\hfill + \nobreak\hbox to\@pnumwidth{\hss #2}% + \fi\par + \penalty\@highpenalty \endgroup} + +\def\l@title#1#2{\addpenalty{-\@highpenalty} + \addvspace{8pt plus 1pt} + \@tempdima \z@ + \begingroup + \parindent \z@ \rightskip \@tocrmarg + \advance\rightskip by 0pt plus 2cm + \parfillskip -\rightskip \pretolerance=10000 + \leavevmode \advance\leftskip\@tempdima \hskip -\leftskip + #1\nobreak + \leaders\hbox{$\m@th \mkern \@dotsep mu.\mkern + \@dotsep mu$}\hfill + \nobreak\hbox to\@pnumwidth{\hss #2}\par + \penalty\@highpenalty \endgroup} + +\def\l@author#1#2{\addpenalty{\@highpenalty} + \@tempdima=15\p@ %\z@ + \begingroup + \parindent \z@ \rightskip \@tocrmarg + \advance\rightskip by 0pt plus 2cm + \pretolerance=10000 + \leavevmode \advance\leftskip\@tempdima %\hskip -\leftskip + \textit{#1}\par + \penalty\@highpenalty \endgroup} + +\setcounter{tocdepth}{0} +\newdimen\tocchpnum +\newdimen\tocsecnum +\newdimen\tocsectotal +\newdimen\tocsubsecnum +\newdimen\tocsubsectotal +\newdimen\tocsubsubsecnum +\newdimen\tocsubsubsectotal +\newdimen\tocparanum +\newdimen\tocparatotal +\newdimen\tocsubparanum +\tocchpnum=\z@ % no chapter numbers +\tocsecnum=15\p@ % section 88. plus 2.222pt +\tocsubsecnum=23\p@ % subsection 88.8 plus 2.222pt +\tocsubsubsecnum=27\p@ % subsubsection 88.8.8 plus 1.444pt +\tocparanum=35\p@ % paragraph 88.8.8.8 plus 1.666pt +\tocsubparanum=43\p@ % subparagraph 88.8.8.8.8 plus 1.888pt +\def\calctocindent{% +\tocsectotal=\tocchpnum +\advance\tocsectotal by\tocsecnum +\tocsubsectotal=\tocsectotal +\advance\tocsubsectotal by\tocsubsecnum +\tocsubsubsectotal=\tocsubsectotal +\advance\tocsubsubsectotal by\tocsubsubsecnum +\tocparatotal=\tocsubsubsectotal +\advance\tocparatotal by\tocparanum} +\calctocindent + +\def\l@section{\@dottedtocline{1}{\tocchpnum}{\tocsecnum}} +\def\l@subsection{\@dottedtocline{2}{\tocsectotal}{\tocsubsecnum}} +\def\l@subsubsection{\@dottedtocline{3}{\tocsubsectotal}{\tocsubsubsecnum}} +\def\l@paragraph{\@dottedtocline{4}{\tocsubsubsectotal}{\tocparanum}} +\def\l@subparagraph{\@dottedtocline{5}{\tocparatotal}{\tocsubparanum}} + +\def\listoffigures{\@restonecolfalse\if@twocolumn\@restonecoltrue\onecolumn + \fi\section*{\listfigurename\@mkboth{{\listfigurename}}{{\listfigurename}}} + \@starttoc{lof}\if@restonecol\twocolumn\fi} +\def\l@figure{\@dottedtocline{1}{0em}{1.5em}} + +\def\listoftables{\@restonecolfalse\if@twocolumn\@restonecoltrue\onecolumn + \fi\section*{\listtablename\@mkboth{{\listtablename}}{{\listtablename}}} + \@starttoc{lot}\if@restonecol\twocolumn\fi} +\let\l@table\l@figure + +\renewcommand\listoffigures{% + \section*{\listfigurename + \@mkboth{\listfigurename}{\listfigurename}}% + \@starttoc{lof}% + } + +\renewcommand\listoftables{% + \section*{\listtablename + \@mkboth{\listtablename}{\listtablename}}% + \@starttoc{lot}% + } + +\ifx\oribibl\undefined +\ifx\citeauthoryear\undefined +\renewenvironment{thebibliography}[1] + {\section*{\refname} + \def\@biblabel##1{##1.} + \small + \list{\@biblabel{\@arabic\c@enumiv}}% + {\settowidth\labelwidth{\@biblabel{#1}}% + \leftmargin\labelwidth + \advance\leftmargin\labelsep + \if@openbib + \advance\leftmargin\bibindent + \itemindent -\bibindent + \listparindent \itemindent + \parsep \z@ + \fi + \usecounter{enumiv}% + \let\p@enumiv\@empty + \renewcommand\theenumiv{\@arabic\c@enumiv}}% + \if@openbib + \renewcommand\newblock{\par}% + \else + \renewcommand\newblock{\hskip .11em \@plus.33em \@minus.07em}% + \fi + \sloppy\clubpenalty4000\widowpenalty4000% + \sfcode`\.=\@m} + {\def\@noitemerr + {\@latex@warning{Empty `thebibliography' environment}}% + \endlist} +\def\@lbibitem[#1]#2{\item[{[#1]}\hfill]\if@filesw + {\let\protect\noexpand\immediate + \write\@auxout{\string\bibcite{#2}{#1}}}\fi\ignorespaces} +\newcount\@tempcntc +\def\@citex[#1]#2{\if@filesw\immediate\write\@auxout{\string\citation{#2}}\fi + \@tempcnta\z@\@tempcntb\m@ne\def\@citea{}\@cite{\@for\@citeb:=#2\do + {\@ifundefined + {b@\@citeb}{\@citeo\@tempcntb\m@ne\@citea\def\@citea{,}{\bfseries + ?}\@warning + {Citation `\@citeb' on page \thepage \space undefined}}% + {\setbox\z@\hbox{\global\@tempcntc0\csname b@\@citeb\endcsname\relax}% + \ifnum\@tempcntc=\z@ \@citeo\@tempcntb\m@ne + \@citea\def\@citea{,}\hbox{\csname b@\@citeb\endcsname}% + \else + \advance\@tempcntb\@ne + \ifnum\@tempcntb=\@tempcntc + \else\advance\@tempcntb\m@ne\@citeo + \@tempcnta\@tempcntc\@tempcntb\@tempcntc\fi\fi}}\@citeo}{#1}} +\def\@citeo{\ifnum\@tempcnta>\@tempcntb\else + \@citea\def\@citea{,\,\hskip\z@skip}% + \ifnum\@tempcnta=\@tempcntb\the\@tempcnta\else + {\advance\@tempcnta\@ne\ifnum\@tempcnta=\@tempcntb \else + \def\@citea{--}\fi + \advance\@tempcnta\m@ne\the\@tempcnta\@citea\the\@tempcntb}\fi\fi} +\else +\renewenvironment{thebibliography}[1] + {\section*{\refname} + \small + \list{}% + {\settowidth\labelwidth{}% + \leftmargin\parindent + \itemindent=-\parindent + \labelsep=\z@ + \if@openbib + \advance\leftmargin\bibindent + \itemindent -\bibindent + \listparindent \itemindent + \parsep \z@ + \fi + \usecounter{enumiv}% + \let\p@enumiv\@empty + \renewcommand\theenumiv{}}% + \if@openbib + \renewcommand\newblock{\par}% + \else + \renewcommand\newblock{\hskip .11em \@plus.33em \@minus.07em}% + \fi + \sloppy\clubpenalty4000\widowpenalty4000% + \sfcode`\.=\@m} + {\def\@noitemerr + {\@latex@warning{Empty `thebibliography' environment}}% + \endlist} + \def\@cite#1{#1}% + \def\@lbibitem[#1]#2{\item[]\if@filesw + {\def\protect##1{\string ##1\space}\immediate + \write\@auxout{\string\bibcite{#2}{#1}}}\fi\ignorespaces} + \fi +\else +\@cons\@openbib@code{\noexpand\small} +\fi + +\def\idxquad{\hskip 10\p@}% space that divides entry from number + +\def\@idxitem{\par\hangindent 10\p@} + +\def\subitem{\par\setbox0=\hbox{--\enspace}% second order + \noindent\hangindent\wd0\box0}% index entry + +\def\subsubitem{\par\setbox0=\hbox{--\,--\enspace}% third + \noindent\hangindent\wd0\box0}% order index entry + +\def\indexspace{\par \vskip 10\p@ plus5\p@ minus3\p@\relax} + +\renewenvironment{theindex} + {\@mkboth{\indexname}{\indexname}% + \thispagestyle{empty}\parindent\z@ + \parskip\z@ \@plus .3\p@\relax + \let\item\par + \def\,{\relax\ifmmode\mskip\thinmuskip + \else\hskip0.2em\ignorespaces\fi}% + \normalfont\small + \begin{multicols}{2}[\@makeschapterhead{\indexname}]% + } + {\end{multicols}} + +\renewcommand\footnoterule{% + \kern-3\p@ + \hrule\@width 2truecm + \kern2.6\p@} + \newdimen\fnindent + \fnindent1em +\long\def\@makefntext#1{% + \parindent \fnindent% + \leftskip \fnindent% + \noindent + \llap{\hb@xt@1em{\hss\@makefnmark\ }}\ignorespaces#1} + +\long\def\@makecaption#1#2{% + \small + \vskip\abovecaptionskip + \sbox\@tempboxa{{\bfseries #1.} #2}% + \ifdim \wd\@tempboxa >\hsize + {\bfseries #1.} #2\par + \else + \global \@minipagefalse + \hb@xt@\hsize{\hfil\box\@tempboxa\hfil}% + \fi + \vskip\belowcaptionskip} + +\def\fps@figure{htbp} +\def\fnum@figure{\figurename\thinspace\thefigure} +\def \@floatboxreset {% + \reset@font + \small + \@setnobreak + \@setminipage +} +\def\fps@table{htbp} +\def\fnum@table{\tablename~\thetable} +\renewenvironment{table} + {\setlength\abovecaptionskip{0\p@}% + \setlength\belowcaptionskip{10\p@}% + \@float{table}} + {\end@float} +\renewenvironment{table*} + {\setlength\abovecaptionskip{0\p@}% + \setlength\belowcaptionskip{10\p@}% + \@dblfloat{table}} + {\end@dblfloat} + +\long\def\@caption#1[#2]#3{\par\addcontentsline{\csname + ext@#1\endcsname}{#1}{\protect\numberline{\csname + the#1\endcsname}{\ignorespaces #2}}\begingroup + \@parboxrestore + \@makecaption{\csname fnum@#1\endcsname}{\ignorespaces #3}\par + \endgroup} + +% LaTeX does not provide a command to enter the authors institute +% addresses. The \institute command is defined here. + +\newcounter{@inst} +\newcounter{@auth} +\newcounter{auco} +\newdimen\instindent +\newbox\authrun +\newtoks\authorrunning +\newtoks\tocauthor +\newbox\titrun +\newtoks\titlerunning +\newtoks\toctitle + +\def\clearheadinfo{\gdef\@author{No Author Given}% + \gdef\@title{No Title Given}% + \gdef\@subtitle{}% + \gdef\@institute{No Institute Given}% + \gdef\@thanks{}% + \global\titlerunning={}\global\authorrunning={}% + \global\toctitle={}\global\tocauthor={}} + +\def\institute#1{\gdef\@institute{#1}} + +\def\institutename{\par + \begingroup + \parskip=\z@ + \parindent=\z@ + \setcounter{@inst}{1}% + \def\and{\par\stepcounter{@inst}% + \noindent$^{\the@inst}$\enspace\ignorespaces}% + \setbox0=\vbox{\def\thanks##1{}\@institute}% + \ifnum\c@@inst=1\relax + \gdef\fnnstart{0}% + \else + \xdef\fnnstart{\c@@inst}% + \setcounter{@inst}{1}% + \noindent$^{\the@inst}$\enspace + \fi + \ignorespaces + \@institute\par + \endgroup} + +\def\@fnsymbol#1{\ensuremath{\ifcase#1\or\star\or{\star\star}\or + {\star\star\star}\or \dagger\or \ddagger\or + \mathchar "278\or \mathchar "27B\or \|\or **\or \dagger\dagger + \or \ddagger\ddagger \else\@ctrerr\fi}} + +\def\inst#1{\unskip$^{#1}$} +\def\fnmsep{\unskip$^,$} +\def\email#1{{\tt#1}} +\AtBeginDocument{\@ifundefined{url}{\def\url#1{#1}}{}% +\@ifpackageloaded{babel}{% +\@ifundefined{extrasenglish}{}{\addto\extrasenglish{\switcht@albion}}% +\@ifundefined{extrasfrenchb}{}{\addto\extrasfrenchb{\switcht@francais}}% +\@ifundefined{extrasgerman}{}{\addto\extrasgerman{\switcht@deutsch}}% +\@ifundefined{extrasngerman}{}{\addto\extrasngerman{\switcht@deutsch}}% +}{\switcht@@therlang}% +\providecommand{\keywords}[1]{\par\addvspace\baselineskip +\noindent\keywordname\enspace\ignorespaces#1}% +} +\def\homedir{\~{ }} + +\def\subtitle#1{\gdef\@subtitle{#1}} +\clearheadinfo +% +%%% to avoid hyperref warnings +\providecommand*{\toclevel@author}{999} +%%% to make title-entry parent of section-entries +\providecommand*{\toclevel@title}{0} +% +\renewcommand\maketitle{\newpage +\phantomsection + \refstepcounter{chapter}% + \stepcounter{section}% + \setcounter{section}{0}% + \setcounter{subsection}{0}% + \setcounter{figure}{0} + \setcounter{table}{0} + \setcounter{equation}{0} + \setcounter{footnote}{0}% + \begingroup + \parindent=\z@ + \renewcommand\thefootnote{\@fnsymbol\c@footnote}% + \if@twocolumn + \ifnum \col@number=\@ne + \@maketitle + \else + \twocolumn[\@maketitle]% + \fi + \else + \newpage + \global\@topnum\z@ % Prevents figures from going at top of page. + \@maketitle + \fi + \thispagestyle{empty}\@thanks +% + \def\\{\unskip\ \ignorespaces}\def\inst##1{\unskip{}}% + \def\thanks##1{\unskip{}}\def\fnmsep{\unskip}% + \instindent=\hsize + \advance\instindent by-\headlineindent + \if!\the\toctitle!\addcontentsline{toc}{title}{\@title}\else + \addcontentsline{toc}{title}{\the\toctitle}\fi + \if@runhead + \if!\the\titlerunning!\else + \edef\@title{\the\titlerunning}% + \fi + \global\setbox\titrun=\hbox{\small\rm\unboldmath\ignorespaces\@title}% + \ifdim\wd\titrun>\instindent + \typeout{Title too long for running head. Please supply}% + \typeout{a shorter form with \string\titlerunning\space prior to + \string\maketitle}% + \global\setbox\titrun=\hbox{\small\rm + Title Suppressed Due to Excessive Length}% + \fi + \xdef\@title{\copy\titrun}% + \fi +% + \if!\the\tocauthor!\relax + {\def\and{\noexpand\protect\noexpand\and}% + \protected@xdef\toc@uthor{\@author}}% + \else + \def\\{\noexpand\protect\noexpand\newline}% + \protected@xdef\scratch{\the\tocauthor}% + \protected@xdef\toc@uthor{\scratch}% + \fi + \addtocontents{toc}{\noexpand\protect\noexpand\authcount{\the\c@auco}}% + \addcontentsline{toc}{author}{\toc@uthor}% + \if@runhead + \if!\the\authorrunning! + \value{@inst}=\value{@auth}% + \setcounter{@auth}{1}% + \else + \edef\@author{\the\authorrunning}% + \fi + \global\setbox\authrun=\hbox{\small\unboldmath\@author\unskip}% + \ifdim\wd\authrun>\instindent + \typeout{Names of authors too long for running head. Please supply}% + \typeout{a shorter form with \string\authorrunning\space prior to + \string\maketitle}% + \global\setbox\authrun=\hbox{\small\rm + Authors Suppressed Due to Excessive Length}% + \fi + \xdef\@author{\copy\authrun}% + \markboth{\@author}{\@title}% + \fi + \endgroup + \setcounter{footnote}{\fnnstart}% + \clearheadinfo} +% +\def\@maketitle{\newpage + \markboth{}{}% + \def\lastand{\ifnum\value{@inst}=2\relax + \unskip{} \andname\ + \else + \unskip \lastandname\ + \fi}% + \def\and{\stepcounter{@auth}\relax + \ifnum\value{@auth}=\value{@inst}% + \lastand + \else + \unskip, + \fi}% + \begin{center}% + \let\newline\\ + {\Large \bfseries\boldmath + \pretolerance=10000 + \@title \par}\vskip .8cm +\if!\@subtitle!\else {\large \bfseries\boldmath + \vskip -.65cm + \pretolerance=10000 + \@subtitle \par}\vskip .8cm\fi + \setbox0=\vbox{\setcounter{@auth}{1}\def\and{\stepcounter{@auth}}% + \def\thanks##1{}\@author}% + \global\value{@inst}=\value{@auth}% + \global\value{auco}=\value{@auth}% + \setcounter{@auth}{1}% +{\lineskip .5em +\noindent\ignorespaces +\@author\vskip.35cm} + {\small\institutename} + \end{center}% + } + +% definition of the "\spnewtheorem" command. +% +% Usage: +% +% \spnewtheorem{env_nam}{caption}[within]{cap_font}{body_font} +% or \spnewtheorem{env_nam}[numbered_like]{caption}{cap_font}{body_font} +% or \spnewtheorem*{env_nam}{caption}{cap_font}{body_font} +% +% New is "cap_font" and "body_font". It stands for +% fontdefinition of the caption and the text itself. +% +% "\spnewtheorem*" gives a theorem without number. +% +% A defined spnewthoerem environment is used as described +% by Lamport. +% +%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + +\def\@thmcountersep{} +\def\@thmcounterend{.} + +\def\spnewtheorem{\@ifstar{\@sthm}{\@Sthm}} + +% definition of \spnewtheorem with number + +\def\@spnthm#1#2{% + \@ifnextchar[{\@spxnthm{#1}{#2}}{\@spynthm{#1}{#2}}} +\def\@Sthm#1{\@ifnextchar[{\@spothm{#1}}{\@spnthm{#1}}} + +\def\@spxnthm#1#2[#3]#4#5{\expandafter\@ifdefinable\csname #1\endcsname + {\@definecounter{#1}\@addtoreset{#1}{#3}% + \expandafter\xdef\csname the#1\endcsname{\expandafter\noexpand + \csname the#3\endcsname \noexpand\@thmcountersep \@thmcounter{#1}}% + \expandafter\xdef\csname #1name\endcsname{#2}% + \global\@namedef{#1}{\@spthm{#1}{\csname #1name\endcsname}{#4}{#5}}% + \global\@namedef{end#1}{\@endtheorem}}} + +\def\@spynthm#1#2#3#4{\expandafter\@ifdefinable\csname #1\endcsname + {\@definecounter{#1}% + \expandafter\xdef\csname the#1\endcsname{\@thmcounter{#1}}% + \expandafter\xdef\csname #1name\endcsname{#2}% + \global\@namedef{#1}{\@spthm{#1}{\csname #1name\endcsname}{#3}{#4}}% + \global\@namedef{end#1}{\@endtheorem}}} + +\def\@spothm#1[#2]#3#4#5{% + \@ifundefined{c@#2}{\@latexerr{No theorem environment `#2' defined}\@eha}% + {\expandafter\@ifdefinable\csname #1\endcsname + {\newaliascnt{#1}{#2}% + \expandafter\xdef\csname #1name\endcsname{#3}% + \global\@namedef{#1}{\@spthm{#1}{\csname #1name\endcsname}{#4}{#5}}% + \global\@namedef{end#1}{\@endtheorem}}}} + +\def\@spthm#1#2#3#4{\topsep 7\p@ \@plus2\p@ \@minus4\p@ +\refstepcounter{#1}% +\@ifnextchar[{\@spythm{#1}{#2}{#3}{#4}}{\@spxthm{#1}{#2}{#3}{#4}}} + +\def\@spxthm#1#2#3#4{\@spbegintheorem{#2}{\csname the#1\endcsname}{#3}{#4}% + \ignorespaces} + +\def\@spythm#1#2#3#4[#5]{\@spopargbegintheorem{#2}{\csname + the#1\endcsname}{#5}{#3}{#4}\ignorespaces} + +\def\@spbegintheorem#1#2#3#4{\trivlist + \item[\hskip\labelsep{#3#1\ #2\@thmcounterend}]#4} + +\def\@spopargbegintheorem#1#2#3#4#5{\trivlist + \item[\hskip\labelsep{#4#1\ #2}]{#4(#3)\@thmcounterend\ }#5} + +% definition of \spnewtheorem* without number + +\def\@sthm#1#2{\@Ynthm{#1}{#2}} + +\def\@Ynthm#1#2#3#4{\expandafter\@ifdefinable\csname #1\endcsname + {\global\@namedef{#1}{\@Thm{\csname #1name\endcsname}{#3}{#4}}% + \expandafter\xdef\csname #1name\endcsname{#2}% + \global\@namedef{end#1}{\@endtheorem}}} + +\def\@Thm#1#2#3{\topsep 7\p@ \@plus2\p@ \@minus4\p@ +\@ifnextchar[{\@Ythm{#1}{#2}{#3}}{\@Xthm{#1}{#2}{#3}}} + +\def\@Xthm#1#2#3{\@Begintheorem{#1}{#2}{#3}\ignorespaces} + +\def\@Ythm#1#2#3[#4]{\@Opargbegintheorem{#1} + {#4}{#2}{#3}\ignorespaces} + +\def\@Begintheorem#1#2#3{#3\trivlist + \item[\hskip\labelsep{#2#1\@thmcounterend}]} + +\def\@Opargbegintheorem#1#2#3#4{#4\trivlist + \item[\hskip\labelsep{#3#1}]{#3(#2)\@thmcounterend\ }} + +\if@envcntsect + \def\@thmcountersep{.} + \spnewtheorem{theorem}{Theorem}[section]{\bfseries}{\itshape} +\else + \spnewtheorem{theorem}{Theorem}{\bfseries}{\itshape} + \if@envcntreset + \@addtoreset{theorem}{section} + \else + \@addtoreset{theorem}{chapter} + \fi +\fi + +%definition of divers theorem environments +\spnewtheorem*{claim}{Claim}{\itshape}{\rmfamily} +\spnewtheorem*{proof}{Proof}{\itshape}{\rmfamily} +\if@envcntsame % alle Umgebungen wie Theorem. + \def\spn@wtheorem#1#2#3#4{\@spothm{#1}[theorem]{#2}{#3}{#4}} +\else % alle Umgebungen mit eigenem Zaehler + \if@envcntsect % mit section numeriert + \def\spn@wtheorem#1#2#3#4{\@spxnthm{#1}{#2}[section]{#3}{#4}} + \else % nicht mit section numeriert + \if@envcntreset + \def\spn@wtheorem#1#2#3#4{\@spynthm{#1}{#2}{#3}{#4} + \@addtoreset{#1}{section}} + \else + \def\spn@wtheorem#1#2#3#4{\@spynthm{#1}{#2}{#3}{#4} + \@addtoreset{#1}{chapter}}% + \fi + \fi +\fi +\spn@wtheorem{case}{Case}{\itshape}{\rmfamily} +\spn@wtheorem{conjecture}{Conjecture}{\itshape}{\rmfamily} +\spn@wtheorem{corollary}{Corollary}{\bfseries}{\itshape} +\spn@wtheorem{definition}{Definition}{\bfseries}{\itshape} +\spn@wtheorem{example}{Example}{\itshape}{\rmfamily} +\spn@wtheorem{exercise}{Exercise}{\itshape}{\rmfamily} +\spn@wtheorem{lemma}{Lemma}{\bfseries}{\itshape} +\spn@wtheorem{note}{Note}{\itshape}{\rmfamily} +\spn@wtheorem{problem}{Problem}{\itshape}{\rmfamily} +\spn@wtheorem{property}{Property}{\itshape}{\rmfamily} +\spn@wtheorem{proposition}{Proposition}{\bfseries}{\itshape} +\spn@wtheorem{question}{Question}{\itshape}{\rmfamily} +\spn@wtheorem{solution}{Solution}{\itshape}{\rmfamily} +\spn@wtheorem{remark}{Remark}{\itshape}{\rmfamily} + +\def\@takefromreset#1#2{% + \def\@tempa{#1}% + \let\@tempd\@elt + \def\@elt##1{% + \def\@tempb{##1}% + \ifx\@tempa\@tempb\else + \@addtoreset{##1}{#2}% + \fi}% + \expandafter\expandafter\let\expandafter\@tempc\csname cl@#2\endcsname + \expandafter\def\csname cl@#2\endcsname{}% + \@tempc + \let\@elt\@tempd} + +\def\theopargself{\def\@spopargbegintheorem##1##2##3##4##5{\trivlist + \item[\hskip\labelsep{##4##1\ ##2}]{##4##3\@thmcounterend\ }##5} + \def\@Opargbegintheorem##1##2##3##4{##4\trivlist + \item[\hskip\labelsep{##3##1}]{##3##2\@thmcounterend\ }} + } + +\renewenvironment{abstract}{% + \list{}{\advance\topsep by0.35cm\relax\small + \leftmargin=1cm + \labelwidth=\z@ + \listparindent=\z@ + \itemindent\listparindent + \rightmargin\leftmargin}\item[\hskip\labelsep + \bfseries\abstractname]} + {\endlist} + +\newdimen\headlineindent % dimension for space between +\headlineindent=1.166cm % number and text of headings. + +\def\ps@headings{\let\@mkboth\@gobbletwo + \let\@oddfoot\@empty\let\@evenfoot\@empty + \def\@evenhead{\normalfont\small\rlap{\thepage}\hspace{\headlineindent}% + \leftmark\hfil} + \def\@oddhead{\normalfont\small\hfil\rightmark\hspace{\headlineindent}% + \llap{\thepage}} + \def\chaptermark##1{}% + \def\sectionmark##1{}% + \def\subsectionmark##1{}} + +\def\ps@titlepage{\let\@mkboth\@gobbletwo + \let\@oddfoot\@empty\let\@evenfoot\@empty + \def\@evenhead{\normalfont\small\rlap{\thepage}\hspace{\headlineindent}% + \hfil} + \def\@oddhead{\normalfont\small\hfil\hspace{\headlineindent}% + \llap{\thepage}} + \def\chaptermark##1{}% + \def\sectionmark##1{}% + \def\subsectionmark##1{}} + +\if@runhead\ps@headings\else +\ps@empty\fi + +\setlength\arraycolsep{1.4\p@} +\setlength\tabcolsep{1.4\p@} + +\endinput +%end of file llncs.cls diff --git a/paper/paper.bib b/paper/paper.bib deleted file mode 100644 index 1f174c5..0000000 --- a/paper/paper.bib +++ /dev/null @@ -1,282 +0,0 @@ -@electronic{Dean:2018, - Author = {Dean, Shannon M}, - Title = {AHRQ Patient Safety Network: EHR Copy and Paste and Patient Safety}, - Urldate = {Retrieved from https://psnet.ahrq.gov/perspectives/perspective/241}} - -@article{March:2016, - Author = {March, Christopher A and Scholl, Gretchen and Dversdal, Renee K and Richards, Matthew and Wilson, Leah M and Mohan, Vishnu and Gold, Jeffrey A}, - Doi = {10.4300/JGME-D-15-00201.1}, - Journal = {J Grad Med Educ}, - Journal-Full = {Journal of graduate medical education}, - Mesh = {Electronic Health Records; Humans; Internal Medicine; Internship and Residency; Simulation Training}, - Month = {May}, - Number = {2}, - Pages = {237-40}, - Pmc = {PMC4857515}, - Pmid = {27168894}, - Pst = {ppublish}, - Title = {Use of Electronic Health Record Simulation to Understand the Accuracy of Intern Progress Notes}, - Volume = {8}, - Year = {2016}, - Url = {https://doi.org/10.4300/JGME-D-15-00201.1}} - -@article{Tsou:2017, - Author = {Tsou, Amy Y and Lehmann, Christoph U and Michel, Jeremy and Solomon, Ronni and Possanza, Lorraine and Gandhi, Tejal}, - Doi = {10.4338/ACI-2016-09-R-0150}, - Journal = {Appl Clin Inform}, - Journal-Full = {Applied clinical informatics}, - Keywords = {Copy and paste; clinical documentation; electronic health records; health policy; information technology; patient safety}, - Mesh = {Cooperative Behavior; Documentation; Electronic Health Records; Humans; Medical Informatics; Patient Safety; Stakeholder Participation}, - Month = {01}, - Number = {1}, - Pages = {12-34}, - Pmc = {PMC5373750}, - Pmid = {28074211}, - Pst = {epublish}, - Title = {Safe Practices for Copy and Paste in the EHR. Systematic Review, Recommendations, and Novel Model for Health IT Collaboration}, - Volume = {8}, - Year = {2017}, - Url = {https://doi.org/10.4338/ACI-2016-09-R-0150}} - -@article{Corwin:2004, - Author = {Corwin, Howard L and Gettinger, Andrew and Pearl, Ronald G and Fink, Mitchell P and Levy, Mitchell M and Abraham, Edward and MacIntyre, Neil R and Shabot, M Michael and Duh, Mei-Sheng and Shapiro, Marc J}, - Doi = {10.1097/01.CCM.0000104112.34142.79}, - Journal = {Crit Care Med}, - Journal-Full = {Critical care medicine}, - Mesh = {Adult; Aged; Anemia; Blood Chemical Analysis; Blood Transfusion; Cohort Studies; Confidence Intervals; Critical Care; Critical Illness; Erythrocyte Transfusion; Female; Follow-Up Studies; Humans; Intensive Care Units; Male; Middle Aged; Multivariate Analysis; Practice Patterns, Physicians'; Probability; Prospective Studies; Risk Assessment; Severity of Illness Index; Survival Analysis; Treatment Outcome; United States}, - Month = {Jan}, - Number = {1}, - Pages = {39-52}, - Pmid = {14707558}, - Pst = {ppublish}, - Title = {The CRIT Study: Anemia and blood transfusion in the critically ill--current clinical practice in the United States}, - Volume = {32}, - Year = {2004}, - Url = {https://doi.org/10.1097/01.CCM.0000104112.34142.79}} - -@article{Cohen:2013, - Author = {Cohen, Raphael and Elhadad, Michael and Elhadad, No{\'e}mie}, - Doi = {10.1186/1471-2105-14-10}, - Journal = {BMC Bioinformatics}, - Journal-Full = {BMC bioinformatics}, - Mesh = {Algorithms; 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+ +requirements: + host: + - pip + - python + run: + - python + +test: + imports: + - bloatectomy + +about: + home: "https://github.com/MIT-LCP/bloatectomy" + license: GPL-3.0-or-later + license_family: GPL3 + license_file: LICENSE + summary: "Bloatectomy: a method for the identification and removal of duplicate text in the bloated notes of electronic health records and other documents." + doc_url: + dev_url: + +extra: + recipe-maintainers: + - 1fmusic diff --git a/paper/.DS_Store b/paper/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..5008ddfcf53c02e82d7eee2e57c38e5672ef89f6 GIT binary patch literal 6148 zcmeH~Jr2S!425mzP>H1@V-^m;4Wg<&0T*E43hX&L&p$$qDprKhvt+--jT7}7np#A3 zem<@ulZcFPQ@L2!n>{z**++&mCkOWA81W14cNZlEfg7;MkzE(HCqgga^y>{tEnwC%0;vJ&^%eQ zLs35+`xjp>T0 -- 0 +< -- 0 ++ -- 0 +- -- 0 +* -- 2 +:= -- 7 +add.period$ -- 0 +call.type$ -- 0 +change.case$ -- 0 +chr.to.int$ -- 0 +cite$ -- 0 +duplicate$ -- 0 +empty$ -- 1 +format.name$ -- 0 +if$ -- 1 +int.to.chr$ -- 0 +int.to.str$ -- 0 +missing$ -- 0 +newline$ -- 3 +num.names$ -- 0 +pop$ -- 0 +preamble$ -- 1 +purify$ -- 0 +quote$ -- 0 +skip$ -- 1 +stack$ -- 0 +substring$ -- 0 +swap$ -- 0 +text.length$ -- 0 +text.prefix$ -- 0 +top$ -- 0 +type$ -- 0 +warning$ -- 0 +while$ -- 0 +width$ -- 0 +write$ -- 2 +(There were 2 error messages) diff --git a/paper/bloatectomy_paper.out b/paper/bloatectomy_paper.out new file mode 100644 index 0000000..623d979 --- /dev/null +++ b/paper/bloatectomy_paper.out @@ -0,0 +1,20 @@ +\BOOKMARK [0][-]{chapter.1}{Bloatectomy:}{}% 1 +\BOOKMARK [1][-]{section.1.1}{Introduction}{chapter.1}% 2 +\BOOKMARK [1][-]{section.1.2}{Duplicate Detection}{chapter.1}% 3 +\BOOKMARK [2][-]{subsection.1.2.1}{Document Selection}{section.1.2}% 4 +\BOOKMARK [2][-]{subsection.1.2.2}{Code and Example}{section.1.2}% 5 +\BOOKMARK [3][-]{section*.3}{Create Sentence Tokens}{subsection.1.2.2}% 6 +\BOOKMARK [3][-]{section*.4}{Create List Token}{subsection.1.2.2}% 7 +\BOOKMARK [3][-]{section*.5}{Assign Either New or Old Hash Number}{subsection.1.2.2}% 8 +\BOOKMARK [3][-]{section*.6}{Use the Hash Table of Tokens}{subsection.1.2.2}% 9 +\BOOKMARK [2][-]{subsection.1.2.3}{Parameter Adjustments}{section.1.2}% 10 +\BOOKMARK [1][-]{section.1.3}{Results}{chapter.1}% 11 +\BOOKMARK [1][-]{section.1.4}{Conclusions}{chapter.1}% 12 +\BOOKMARK [1][-]{section.1.5}{Installation}{chapter.1}% 13 +\BOOKMARK [1][-]{section.1.6}{Examples}{chapter.1}% 14 +\BOOKMARK [1][-]{section.1.7}{Parameters}{chapter.1}% 15 +\BOOKMARK [2][-]{section*.7}{Acknowledgements}{section.1.7}% 16 +\BOOKMARK [3][-]{section*.8}{Funding}{section*.7}% 17 +\BOOKMARK [3][-]{section*.9}{Conflict of Interest}{section*.7}% 18 +\BOOKMARK [3][-]{section*.10}{Disclaimer}{section*.7}% 19 +\BOOKMARK [3][-]{section*.11}{Data Availability}{section*.7}% 20 diff --git a/paper/bloatectomy_paper.synctex.gz b/paper/bloatectomy_paper.synctex.gz new file mode 100644 index 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0000000..c44e951 --- /dev/null +++ b/paper/bloatectomy_paper.tex @@ -0,0 +1,854 @@ + +% the LaTeX macro package from Springer-Verlag +% for Lecture Notes in Computer Science, +% version 2.4 for LaTeX2e as of 16. April 2010 + + +%\bibliographystyle{splncs} + + +\documentclass[runningheads,a4paper]{llncs} +%\usepackage{natbib} +%\usepackage{cite} +\usepackage{amssymb} +\setcounter{tocdepth}{3} +\usepackage{graphicx} + +\usepackage{url} + +\usepackage{listings} + +\usepackage{color} + +\definecolor{darkgreen}{rgb}{0.0, 0.2, 0.13} +\definecolor{dkgreen}{rgb}{0,0.6,0} +\definecolor{gray}{rgb}{0.5,0.5,0.5} +\definecolor{mauve}{rgb}{0.58,0,0.82} +\definecolor{lightgray}{rgb}{0.83, 0.83, 0.83} +\definecolor{platinum}{rgb}{0.9, 0.89, 0.89} +\definecolor{magnolia}{rgb}{0.97, 0.96, 1.0} +\definecolor{floralwhite}{rgb}{1.0, 0.98, 0.94} + + + +\lstdefinestyle{customtext}{ +backgroundcolor=\color{floralwhite}, + basicstyle=\fontsize{8}{10}\ttfamily, + columns=fullflexible, + breaklines=true%, + %postbreak=\raisebox{0ex}[0ex][0ex]{\color{mauve}$\hookrightarrow$\space} +} + + +\lstdefinestyle{customcode}{ +backgroundcolor=\color{platinum}, +language=Python, +showstringspaces=false, +columns=flexible, +basicstyle={\small\ttfamily}, +keywordstyle=\color{blue}, +stringstyle=\color{mauve}, +commentstyle=\color{mauve}\ttfamily +} + + + +\usepackage{hyperref} + +\begin{document} + +\pagestyle{headings} % switches on printing of running heads +\addtocmark{Bloatectomy} % additional mark in the TOC + +% +%\tableofcontents +% +\mainmatter % start of the contributions + +\title{Bloatectomy:} +\subtitle{A method for the identification and removal of duplicate text in the bloated notes of electronic health records and other documents} + +\titlerunning{Bloatectomy} % abbreviated title (for running head) + +\author{Summer K Rankin$^{*}$\inst{1} \and Roselie Bright\inst{2} \and Katherine Dowdy\inst{1}} + +\authorrunning{Rankin, Bright \& Dowdy, 2020} % abbreviated author list (for running head) + +\institute{Booz Allen Hamilton, McLean, VA, USA\\ +%orcid: 0000-0002-6886-3983\\ +\email{rankin\_summer@bah.com}\\ +\and +Office of Health Informatics, Office of the Chief Scientist, Office of the Commissioner, \\U.S. Food and Drug Administration, +Rockville, MD, USA, \\%orcid: 0000-0002-7565-1284\\ +\email{roselie.bright@fda.hhs.gov}\\ +$*$Corresponding Author\\ +The authors are listed in order of contributions to the work and manuscript.} + +\maketitle % typeset the title of the contribution + +\begin{abstract} +Duplicated sentences (“note bloat”) in unstructured electronic healthcare records hamper scientific research. Existing methods did not meet our needs. We adapted the LZW compression algorithm into a new method and designed parameters to allow customization for varying data and research needs. This resulted in the Bloatectomy package which identifies duplicate sentences in unstructured healthcare notes (or other documents), marks them for manual review, and removes them for statistical analysis. The package allows for a high level of customization in the length and type of duplications (via regular expressions) and could also be used for plagiarism detection or other text pre-processing requirements for natural language processing (NLP). The Bloatectomy package works, is available for use, and can be adapted for other settings. Bloat-ectomy is free, open source, and released under the GNU General Public License v3.0. + +\textbf{url:} \url{https://github.com/MIT-LCP/bloatectomy}\\ +\textbf{pypi:} \url{https://pypi.org/project/bloatectomy/}\\ +\textbf{anaconda:} \url{https://anaconda.org/summerkrankin/bloatectomy} + +\keywords{ python, medical informatics, electronic health records, electronic medical records, public health informatics, clinical information extraction, health informatics, natural language processing, data augmentation} +\end{abstract} + + + +\section{Introduction} + +\noindent The authors are part of a team that is using the text notes in electronic healthcare records (EHRs). Our EHRs are a de-identified hospital critical care data set known as the Medical Information Mart for Intensive Care (MIMIC-III) \cite{mimiciii} \cite{mimiciiidata} \cite{physionet}. + + +\begin{figure} +\center{\includegraphics[height=2.25in]{graph_abstract.png}} + \caption {\textbf{Graphical Abstract}} + \label{abstract} +\end{figure} + + +\noindent Most notes were made by physicians (attending, radiology, consulting) and CCU nurses. Most of these notes included sections that were duplicates of earlier notes (written by themselves or another provider) for the same patient’s hospitalization (their admission). Sometimes pasted sections were edited, and then the modified text was duplicated into later notes (see Figures \ref{notes1} and \ref{notes2}). + +\begin{figure} +\center{\includegraphics[height=.70in]{notes1.png}} + \caption {\textbf{Progressively longer nurse’s notes over one shift.} In this figure, we used a manual method to highlight identical sentences with unique colors. The original sentences are in bold font as well. This and similar figures in this document are purposely small and low resolution to provide further patient and provider privacy protection without disturbing our point about duplicate text.} + \label{notes1} +\end{figure} + +\begin{figure} +\center{\includegraphics[height=1.1in]{notes2.png}} + \caption {\textbf{ Example of two physicians’ notes from the same time period.} In this figure, we used a manual method to highlight identical sentences with unique colors. The original sentences are in bold font as well.} + \label{notes2} +\end{figure} + +\noindent This type of duplication has been noticed in other health care settings (reviewed in \cite{Dean:2018}). The duplications distort statistical analyses of terms used and hamper manual review of the notes for changes in patient care and status. Removing these duplicated notes allows us to use a wide variety of statistical methods without concern for the weights introduced by duplicates. \\ +\\ + +\noindent For example, if we are using a simple frequency (count) vectorization method, the more times a word appears, the more important it is in the analysis. Furthermore, as length of stay increases, the burden of duplicates also increases, which inflates the importance of, for example, admission comments. Artificial repeats (copies) of text will artificially inflate the importance of the repeated words or phrases \cite{Cohen:2013}. Though existing methods can weight words (i.e., term-frequency x inverse document frequency (TF-IDF)), for this dataset these methods did not yield satisfactory results.\\ +\\ + +\noindent Our goal was to identify duplicated sections to aid manual review and to delete them from statistical processes. We developed criteria for the tool that were based on the clinical setting and our desire to keep all new clinical information. Specifically: + + +\begin{enumerate} +\item +Minimum clinical concepts were at the sentence or partial or complete list level. Minor changes within a sentence or list could change the clinical meaning; for example, insertion of the word “not” reverses the meaning of a sentence. We wanted a tool that would find exact duplicate sentences and lists. +\medskip + +\item +Duplications could occur as an entire note or partial note. We wanted to find both partial and entire duplicates of notes. +\medskip + +\item +Duplications from more than one original source could occur in a single note, and we wanted to find all of them. +\medskip + +\item +Exact or partial duplications could occur across many notes, and we wanted to find all of them. +\medskip + +\item +Lists of clinical parameters and values could be completely or partially duplicated across notes. In addition to finding duplicates of entire lists, we wanted to find duplicates of significantly long sections of lists in the notes. +\medskip + +\item +Document structure (headings, paragraph formats, list formats) of notes varied widely. We needed a method with broad independence of the internal structures. +\medskip + +\item +We wanted the method to be simple and user-friendly if doing so resulted in an acceptably low level of error. +\medskip + +\item +We wanted to be able to use the output for two purposes: +\begin{enumerate} +\item +Aid manual review of notes by marking the duplicate sections +\medskip + +\item +Statistical analyses +\end{enumerate} +\end{enumerate} + +\medskip + +\noindent We evaluated existing available tools and strategies: +\begin{itemize} +\item +Plagiarism tools typically compare documents and stop after finding the first instance of duplicate text \cite{Su:2008} \cite{copyfind} \cite{Ceglarek:2013}; some also appropriately account for paraphrasing. Some other duplication detection methods \cite{Thielke:2007} \cite{Wrenn:2010} rely on the Bloomfield plagiarism tool. We focused on concepts at the sentence level because word meaning depends on its immediate sentence and paragraph, regardless of where it appears in the note. Genetic and protein sequence comparators also finish after finding similar sequences \cite{Altschul:1990}. We wanted to find exact duplicates and every instance of them. +\medskip +\item +Some existing EHR deduplication methods have been applied only to the discharge note \cite{Cohen:2013}. Unfortunately, the discharge notes in MIMIC III are not comprehensive accounts of all observations and treatments that may be key to specific research questions; for example, blood transfusions are sometimes noted in coded data or nursing notes yet were absent from the discharge summary. +\medskip +\item +Fingerprinting identifies redundant entire notes based on similarity \cite{Cohen:2013}, but it finds inexact duplicates (which could be clinically different in some way). Also, we wanted to identify duplicate concepts within notes even if some other parts of the note were original. +\medskip + +\item +Clustering entire notes, and then looking for entire and near duplicate pairs of notes within clusters \cite{Gabriel:2018} works only on entire notes. We wanted to detect duplicate sentences and lists within notes, even if new material existed among the duplicates. +\medskip + +\item +Detecting duplicates through topic modeling, an unsupervised and unreplicable \cite{Lancichinetti:2015} method of clustering related words and expressions within documents, \cite{Cohen:2014} involved comparing two simplifications that did not fit our needs + +\begin{itemize} +\medskip + +\item +Selection and use of a best note within the admission. We found that crucial clinical information was missing from any one best note in an admission. +\medskip + +\item +Selection of the one source note, the longest one, in the admission. We found that in MIMIC III, there is no single source note in an admission. +\end{itemize} +\medskip + +\item +Sliding windows (\cite{Zhang:2011}), similar to frameshifting in other fields, were a possibility if we adapted them to sentences and lists. We believe our method is simpler to implement. +\end{itemize} +\bigskip + +\noindent The LZW compression algorithm \cite{Welch:1984} hashes words by assigning sequential numeric addresses to them. Any word that has been hashed before is assigned the original numeric address. We adapted the method to sentences rather than words because the altered sentences in pasted text also had new meanings. The hashing system allowed us to both highlight pasted sentences in text documents and remove the duplicate sentences during preprocessing for statistical analysis. + +\section{Duplicate Detection} +\begin{figure} +\center{\includegraphics[height=3.0in]{flowchart.png}} + \caption {\emph{High-level flowchart of the Bloatectomy method.}} + \label{flowchart} +\end{figure} + +\subsection{Document Selection} +\noindent In Natural Language Processing (NLP), we refer to a unit of text as a document. In the MIMIC-III database, free-text notes from multiple sources are associated with a patient's admission (HADM\_ID). For our analysis, a document consisted of the concatenation of all notes for an admission into one single document in chronological order. Thus, there is one document per admission. + +\subsection{Code and Example} +\noindent The Bloatectomy (v.2.1) tool can be found in the python package \textbf{bloatectomy.py}. The MIMIC-III database was stored in a PostgreSQL (v.9.4) database. The Bloatectomy tool was written using only Python 3 (v.3.7.3) \cite{python3}. No other libraries are needed to identify duplicate text. An option to ingest or output a word document requires the python-docx library. + + +\noindent The Bloatectomy method is as follows: +\begin{enumerate} +\item +Create sentence tokens. +\item +Create list tokens. +\item +Assign either new or old hash number. +\item +Use the hash table of tokens to: +\begin{itemize} +\item +Mark duplicate tokens in a recreated document for manual review. +\item +Create a string from the unduplicated tokens for statistical analysis. +\end{itemize} +\end{enumerate} + + +\subsubsection{Create Sentence Tokens} +\noindent First, we tokenized (separated) an admission's concatenated notes (a single document) based on the presence of: +\begin{itemize} +\item +a period ($.$)followed by one or more +\item +white space characters (space, tab, line break) or +\item +line feed character (\textbackslash{}n). +\end{itemize} + +\noindent An example of the text seen in an EHR looks like the following: + + +\begin{lstlisting}[frame=single, style=customtext] +No CP. Became tachycardic to 160s on dopa. No CP. +Tmax: 36.6 +C (97.8 +HR: 100 (97 - 166) bpm +Tmax: 36.6 +C (97.8 +\end{lstlisting} + + + +\noindent The plain text--i.e., only the characters used to represent the text--looks like the following: + + +\begin{lstlisting}[frame=single, style=customtext] +No CP. Became tachycardic to 160s on dopa. No CP.\nTmax: 36.6\nC (97.8\nHR: 100 (97 - 166) bpm\nTmax: 36.6\nC (97.8 +\end{lstlisting} + +\noindent The first tokenization was accomplished using a regular expression \ref{regex1} in python (v.3.7.3) using the \textbf{re} (regular expression) library. This regular expression can be changed by passing any valid regular expression for the \verb|regex1=| parameter. + +\begin{figure} +\center{\includegraphics[height=.75in]{regex1.png}} + \caption {\emph{The regular expression used for the first tokenization.}} + \label{regex1} +\end{figure} + +\noindent At this point, we have two tokens because there are two periods followed by a line feed character (\textbackslash{}n). + +\medskip\noindent%{\itshape Sample Output} +\begin{table} +\caption{Tokens after first tokenization} +\begin{center} +\renewcommand{\arraystretch}{1.4} +\setlength\tabcolsep{3pt} +\begin{tabular}{lll} +\hline\noalign{\smallskip} +Token Number & Token\\ +\noalign{\smallskip} +\hline +\noalign{\smallskip} + 1 & No CP.\\ + 2 & Became tachycardic to 160s on dopa. \\ +3 & No CP. \\ +4 & \verb|\nTmax: 36.6\nC (97.8\nHR: 100 (97 - 166) bpm\nTmax: 36.6\nC (97.8| \\ + +\hline +\end{tabular} +\end{center} +\end{table} + +\subsubsection{Create List Token} +\noindent Next, each token is examined and split again if it contains a line feed character followed by one or more: + +\begin{itemize} +\item +Upper case character +\item +Digit +\item +En dash (-) +\item +Number sign (\#) +\end{itemize} + + +\noindent Using our sample text, \textbf{token 4} is split into several new tokens, which are then inserted into our token list. If a token does not need to be split further, it is added to our list as-is. The regular expression for the split shown in \ref{regex2}. This regular expression can be changed by passing any valid regular expression for the \verb|regex2=| parameter. + +\begin{figure} +\center{\includegraphics[height=.75in]{regex2.png}} + \caption {\emph{The regular expression used to calculate the second tokenization.}} + \label{regex2} +\end{figure} + +\noindent After the token has been split, the text is cleaned up to increase the matches and focus on the text rather than the formatting. All line feed characters are replaced with one white space. White spaces at the beginning and end of a token are removed, then the token is added to the new token list. + +\begin{lstlisting}[frame=single, style=customcode] + +# replace \n with a space with a space +sent_token = [re.sub(r"$\n+","",i) for i in sent_token] # remove end +sent_token = [re.sub(r"^\n", "", i) for i in sent_token] #remove front + +# line feeds + whitespace or not +sent_token = [re.sub(r"\s+\n\s+", " ", i) for i in sent_token] +sent_token = [re.sub(r"\s+\n", " ", i) for i in sent_token] +sent_token = [re.sub(r"\n\s+", " ", i) for i in sent_token] +sent_token = [re.sub(r"\n", " ", i) for i in sent_token] + +#remove front/end whitespace +sent_token = [i.strip(' ') for i in sent_token] +\end{lstlisting} + + +\noindent Specifically, \textbf{token 4} becomes 5 new tokens: + +\medskip\noindent%{\itshape Sample Output} +\begin{table} +\caption{Tokens after second tokenization} +\begin{center} +\renewcommand{\arraystretch}{1.4} +\setlength\tabcolsep{3pt} +\begin{tabular}{lll} +\hline\noalign{\smallskip} +Token Number & Token\\ +\noalign{\smallskip} +\hline +\noalign{\smallskip} + 1 & No CP.\\ + 2 & Became tachycardic to 160s on dopa. \\ +3 & No CP. \\ +4 & Tmax: 36.6 \\ +5 & C (97.8 \\ +6 & HR: 100 (97 - 166) bpm\\ +7 & Tmax: 36.6 \\ +8 & C (97.8\\ +\hline +\end{tabular} +\end{center} +\end{table} + +\subsubsection{Assign Either New or Old Hash Number} +Next, we create a dynamic set structure that accepts tokens one at a time. The function is a generator that yields one token at a time; when the output is stored as a list, the original order of tokens is maintained while providing the flexibility to either remove or mark (highlight, bold) a duplicate token. + +\noindent As each token is passed through the loop, one of two outcomes will result: +\begin{enumerate} +\item +If the token is not in the dynamic set, it will be added to the set, and the token is yielded as-is. +\medskip + +\item +If the token is already contained in the set, it is NOT added to the set; HTML tags are added to the token, yielding a marked token. If we want to remove the token, nothing is yielded at this step. +\end{enumerate} + +\begin{lstlisting}[frame=single, style=customcode] +tokens_set = set() +tokens_set_add = tokens_set.add + +for token in input_tokens: + + if token == '': + pass + + elif token not in tokens_set: + tokens_set_add(token) + yield token + + elif remov == False: + yield tag + token + tag_end + + elif remov == True: + pass +\end{lstlisting} + + +\noindent The token table essentially becomes the following hash table of tokens: + +\medskip\noindent%{\itshape Sample Output} +\begin{table} +\caption{Hash Table of Tokens} +\begin{center} +\renewcommand{\arraystretch}{1.4} +\setlength\tabcolsep{3pt} +\begin{tabular}{lllll} +\hline\noalign{\smallskip} +Token Number & Token & Is Bloat & Hash Number\\ +\noalign{\smallskip} +\hline +\noalign{\smallskip} + 1 & No CP. & No & 1\\ + 2 & Became tachycardic to 160s on dopa. & No &2 \\ +duplicate & \verb|No CP. | &Yes &1\\ +4 & Tmax: 36.6 & No & 3\\ +5 & C (97.8 & No & 4\\ +6 & HR: 100 (97 - 166) bpm & No & 5\\ +duplicate & \verb|Tmax: 36.6| & Yes & 3\\ +duplicate & \verb|C (97.8| & Yes & 4\\ +\hline +\end{tabular} +\end{center} +\end{table} + + +\subsubsection{Use the Hash Table of Tokens} +\noindent The output is a document with a list of our original tokens with highlight formatting marks around the duplicates. The user can choose to highlight, bold, or remove duplicates by setting the verb|style=| argument. + +\begin{lstlisting}[frame=single, style=customcode] +import bloatectomy from bloatectomy +bloatectomy(text, style='highlight')) +\end{lstlisting} + +\medskip\noindent%{\itshape Sample Output} +\begin{table} +\caption{Marked Table of Tokens} +\begin{center} +\renewcommand{\arraystretch}{1.4} +\setlength\tabcolsep{3pt} +\begin{tabular}{llllll} +\hline\noalign{\smallskip} +Token Number & Token\\ +\noalign{\smallskip} +\hline +\noalign{\smallskip} + 1 & No CP.\\ + 2 & Became tachycardic to 160s on dopa. \\ +duplicate & \verb|No CP. |\\ +4 & Tmax: 36.6 \\ +5 & C (97.8 \\ +6 & HR: 100 (97 - 166) bpm\\ +duplicate & \verb|Tmax: 36.6| \\ +duplicate & \verb|C (97.8|\\ +\hline +\end{tabular} +\end{center} +\end{table} + + +\noindent Last, we concatenate this marked (or de-duplicated) set of tokens together to create a document of original sentences. A line feed is placed between each token for ease of viewing (due to removing the line feed characters at the beginning and end of each token). How this is executed depends on the type of output (e.g., docx, HTML). + +\begin{lstlisting}[frame=single, style=customcode] +uniq = str("\n".join(text)) +\end{lstlisting} + + +\noindent The final output (\ref{output}) contains three highlighted duplicate tokens: +\begin{figure} +\center{\includegraphics[height=1.0in]{example_output.png}} + \caption {\emph{ Highlighted duplicates in the output from the example text.} } + \label{output} +\end{figure} + +\noindent The marked text can be deleted for statistical analyses. + +\begin{lstlisting}[frame=single, style=customcode] +bloatectomy(text, style='remov')) +\end{lstlisting} + +\subsection{Parameter Adjustments} +\noindent We incorporated parameters that users can set to fit the features of the documents they are using. The following input types can be used: +\begin{enumerate} +\item +Plain text files (.txt, .rtf) +\item +Word documents (.docx) +\item +A variable containing a string of raw text +\item +A list of HADM\_ID values for a PostgreSQL database (specific to MIMIC III database) +\end{enumerate} + + + +\noindent The following output types are available: +\begin{enumerate} +\item +HTML file (.html) +\item +Word document (.docx) +\item +Print the text to the console +\item +Numbered tokens from original (raw) text (.txt) +\item +Numbered tokens after duplication detection (.txt) +\end{enumerate} + + + +\noindent The duplicates can be marked using: +\begin{enumerate} +\item +highlighting +\item +bold +\item +remove +\end{enumerate} + +\section{Results} +\noindent Figures \ref{output_notes1} and \ref{output_notes2} show the sample nurse's and physicians’ notes after Bloatectomy. + +\begin{figure} +\center{\includegraphics[height=.75in]{output_notes1.png}} + \caption {\emph{ The same nurse’s notes from \ref{notes1}, after Bloatectomy.} } + \label{output_notes1} +\end{figure} + +\begin{figure} +\center{\includegraphics[height=1.2in]{output_notes2.png}} + \caption {\emph{ The same physicians' notes from \ref{notes2}, after Bloatectomy.} } + \label{output_notes2} +\end{figure} + +\noindent We note that Bloatectomy doesn’t exactly replicate manual evaluation of duplications. + +\section{Conclusions} +\noindent We accepted some error in favor of simplicity and our reluctance to over-customize the algorithm. We favored leaving in duplicates over marking new information because of our research goals. Other users will find the amount of error, of either type, depends on the software parameters and the data. At least some manual review of their data will help users choose their own balance of types of errors to accept, depending on their goals. + +\noindent Bloatectomy is an effective tool for identifying duplicate text in EHRs and would be useful for other types of documents with multiple instances of duplicate sentences or paragraphs. + +\section{Installation} + +\noindent Install using Anaconda or miniconda + +\begin{lstlisting}[frame=single, style=customcode] +conda install -c summerkrankin bloatectomy +\end{lstlisting} + +\medskip + +\noindent To use pip install via PyPI. Make sure to install it to python3 if your default is python2 +\begin{lstlisting}[frame=single, style=customcode] +python3 -m pip install bloatectomy +\end{lstlisting} + +\medskip + +\noindent To use pip via github +\begin{lstlisting}[frame=single, style=customcode] +python3 -m pip install git+git://github.com/MIT-LCP/bloatectomy +\end{lstlisting} + + +\medskip + +\noindent To do a manual install by cloning the repository +\begin{lstlisting}[frame=single, style=customcode] +git clone git://github.com/MIT-LCP/bloatectomy +cd bloatectomy +python3 setup.py install +\end{lstlisting} + + +\section{Examples} + +\noindent To use with example text or load ipynb examples, download the repository or just the bloatectomy\_examples folder. +This is the simplest use with default parameters. We only specify the type of marking and the type of output. + +\begin{lstlisting}[frame=single, style=customcode] +from bloatectomy import bloatectomy + +text = '''Assessment and Plan +61 yo male Hep C cirrhosis +Abd pain: +-other labs: PT / PTT / INR:16.6// 1.5, CK / CKMB / +ICU Care +-other labs: PT / PTT / INR:16.6// 1.5, CK / CKMB / +Assessment and Plan +''' + +bloatectomy(text) +\end{lstlisting} + +\medskip + +\noindent This example highlights duplicates and creates an html, displays the result in the console, specifies the location and name of the output \verb|filename=|. + +\begin{lstlisting}[frame=single, style=customcode] +bloatectomy(text, + style='highlight', + display=True, + filename='./output/sample_txt_output', + output='html') +\end{lstlisting} + +\medskip + +\noindent This example removes duplicates and creates an html, displays the result in the console, specifies the location and name of the output \verb|filename=|, and exports the numbered tokens (useful for dissecting how the text is tokenized). + +\begin{lstlisting}[frame=single, style=customcode] +bloatectomy(text, + style='remov', + display=True, + filename='./output/sample_txt_remov_output', + output='html', + output_numbered_tokens=True, + output_original_tokens=True) +\end{lstlisting} + +\medskip + +\noindent This example takes in the single text file (i.e., \verb|sample_text.txt|) to be marked for duplicates. The marked output, original numbered tokens and marked numbered tokens are exported. Note that the tokens in the two numbered token files will have the same token numbers unless they style parameter is set to \verb|style='remov'|. + +\begin{lstlisting}[frame=single, style=customcode] +bloatectomy('./input/sample_text.txt', + filename='./output/sampletxt_output', + style='highlight', + output='html', + output_numbered_tokens=True, + output_original_tokens=True ) +\end{lstlisting} + +\medskip + +\noindent This example takes in and exports a word document and marks duplicates in bold. + +\begin{lstlisting}[frame=single, style=customcode] +bloatectomy('./input/sample_text.docx', + style='bold', + output='docx', + filename='./output/sample_docx_output') +\end{lstlisting} + +\medskip + +\noindent This example takes in an .rtf file and exports a word document with duplicates removed. + +\begin{lstlisting}[frame=single, style=customcode] +bloatectomy('./input/sample_text.rtf', + style='remov', + output='docx', + filename='./output/sample_docx_output') +\end{lstlisting} + + + +\section{Parameters} +\begin{lstlisting}[frame=single, style=customcode] +class bloatectomy(input_text, + path = "", + filename='bloatectomized_file', + display=False, + style='highlight', + output='html', + output_numbered_tokens=False, + output_original_tokens=False, + regex1=r"(.+?\.[\s\n]+)", + regex2=r"(?=\n\s*[A-Z1-9#-]+.*)", + postgres_engine=None, + postgres_table=None) +\end{lstlisting} + +\begin{itemize} +\medskip + +\item +\textbf{input\textunderscore text:} file, str, list \\ +An input document (.txt, .rtf, .docx), a string of text, or list of hadm\textunderscore ids for postgres mimiciii database or the raw text. +\medskip + +\item +\textbf{style:} str, optional, \verb|default='highlight'| \\ +How to denote a duplicate. The following are allowed: \verb|'highlight', 'bold', 'remov'|. +\medskip + +\item +\textbf{output:} str, optional, \verb|default='html'| \\ +Type of marked output file as an html or a word document (docx). The following are allowed: \verb|'html', 'docx'|. +\medskip + +\item +\textbf{filename:} str, optional, \verb|default='bloatectomized_file'|\\ +A string to name output file of the marked document. +\medskip + +\item +\textbf{path:} str, optional, \verb|default=" ''| \\ +The directory for output files. +\medskip + +\item +\textbf{output\textunderscore numbered\textunderscore tokens:} bool, optional, \verb|default=False| \\ +If set to \verb|True|, a .txt file with each token enumerated and marked for duplication is output as \verb|filename_token_numbers.txt|. This is useful when diagnosing your own regular expression for tokenization or testing the \verb|style='remov'|. +\medskip + +\item +\textbf{output\textunderscore original\textunderscore tokens:} bool, optional, \verb|default=False| \\ +If set to \verb|True|, a .txt file with each original (non-marked) token enumerated but not marked for duplication, is output as \verb|[filename]_original_token_numbers.txt|. This is useful when diagnosing your own regular expression for tokenization or testing the \verb|style='remov'|. +\medskip + +\item +\textbf{display:} bool, optional, \verb|default=False| \\ +If set to \verb|True|, the bloatectomized text will display in the console on completion. +\medskip + +\item +\textbf{regex1:} str, optional, \verb|default=r"(.+?\.[\s\n]+)"|\\ +The regular expression for the first tokenization. Split on a period ($.$) followed by one or more white space characters (space, tab, line breaks) or a line feed character (\textbackslash{}n). This can be replaced with any valid regular expression to change the way tokens are created. +\medskip + +\item +\textbf{regex2:} str, optional, \verb|default=r"(?=\n\s*[A-Z1-9#-]+.*)"| \\ +The regular expression for the second tokenization. Split on any line feed character (\textbackslash{}n) followed by an uppercase letter, a number, or a dash. This can be replaced with any valid regular expression to change how sub-tokens are created. +\medskip + +\item +\textbf{postgres\textunderscore engine:} str, optional\\ +The postgres connection. Only relevant for use with the MIMIC III dataset. See the jupyter notebook \\(/bloatectomy\textunderscore examples/mimic\textunderscore bloatectomy\textunderscore example.ipynb). +\medskip + +\item +\textbf{postgres\textunderscore table:} str, optional\\ +The name of the postgres table containing the concatenated notes. Only relevant for use with the MIMIC III dataset. +\end{itemize} + + +\subsubsection{Acknowledgements} +The authors thank Walter G. Bright, originator of the D language (\url{https://www.WalterBright.com}), for suggesting the LZW algorithm. Serge Blok, PhD, of Booz Allen Hamilton, offered the name Bloatectomy and reviewed the draft manuscript. Daily project support was provided by George Plopper, PhD, and Lauren Neal, PhD at Booz Allen Hamilton, and Letria Hall and Elaine Johanson at FDA. Susan Bright, DVM, MPH, and Lee Anne Palmer, VMD, MPH, both in the Office of Surveillance and Compliance, Center for Veterinary Medicine, FDA, participated in establishing the need to identify and remove duplicate text. + +\subsubsection{Funding} +This work was supported by the FDA Shakespeare Electronic Health Records (EHR) Text Mining Project HHSF223201510027B. + +\subsubsection{Conflict of Interest} +The authors have declared that no competing interests exist. + +\subsubsection{Disclaimer} +The statements made in this article are not necessarily the official policy of the Food and Drug Administration. + +\subsubsection{Data Availability} +All data for the development of this tool are located at the MIMIC-III website \url{https://mimic.physionet.org}. The code is located at \url{https://github.com/MIT-LCP/bloatectomy} + +\begin{thebibliography}{50} +%\bibliographystyle{plain} +%\bibliographystyle{splncs} +%\bibliography{bloatecomy_paper}{} + +\bibitem{Dean:2018} +Dean, S. (2018). 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(2018). {\em Journal Of Biomedical Informatics}. \textbf{82}, 63--69 +\end{thebibliography} + +\end{document} diff --git a/paper/flowchart.png b/paper/flowchart.png index 086d47c12f751a081385ba2de9f3a22f06a66361..97d9ff68ee1471ff95b2f238e7cec2f181b5d170 100644 GIT binary patch literal 108366 zcmeGEbyU?+*FTEVC5?b|gQA2Wozh*>-AH%02uOFQ0@6|vk_sXn(vs2*(hX;A**@?4 zd(Itq+&|B_<1hy9&ED&~V$Qkd`ph{$%P=JcNenb%G#D5d3~4Db6&M)!5*Qdn6ci-z z$p;UnZ!j=ui>vy9hu(;HebjS2k3;~J5 z@Q*%2^f+afZE4%*Ex|-Cb$X5h5Eoj1qNwj}H+G-Xei%^OAJF6O581cFRxW zFQ$?ElyWK5sMNDUKZ^0L%_0-Jh{}2G@bDKSDxbr6u%$eeM+~ru*hu@;toj{`htx>t zxdE+&2Y!1tKUGQ$D=uMwcYipqXRu>^Yp!-II*h1ubHGd69HIC>qlb*x-`9wA}KY%1L=LUs-n~d8husz|1kl zMuUUJ6AMD8L{|AK&W&;oOG)@FE(U)&gRUnoTqW3vp5%)o9KB?JP1?85^|g`;^HVoj z+_?5MKlbUqa|;yoO-GQfo^@wE$sVCgfg9F@30Mnyl6AlgQ*;6I;`8CdksVYruN`Fg zcL8V{!VflJX$+%%sCEL`9gye0QXmAeVk0hngZm0E5*udP`sf*a=}Xwha2em!m0;b1 ztQ=rSktAQzaH9^siTKUffV%f4G?(N!FvSq18JPwfVUZF|Ea)?(Z#P2qn;j~G71RsS 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