99 lines
5.4 KiB
TeX
99 lines
5.4 KiB
TeX
\tikzset{
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observed/.style={circle, draw},
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partly observed/.style 2 args={draw, fill=#2, path picture={
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\fill[#1, sharp corners] (path picture bounding box.south west) -|
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(path picture bounding box.north east) -- cycle;},
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circle},
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unobserved/.style={draw, circle, fill=gray!40},
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residual/.style={draw, rectangle},
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step box/.style={draw, rectangle, fill=gray!25, text width=6.7in, inner sep=0.2in, align=left, anchor=south west, execute at begin node=\setlength{\baselineskip}{4ex}},,
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decision box/.style={draw, diamond, fill=blue!20, text width=2in, align=center, inner sep=0.1in, anchor=south west, execute at begin node=\setlength{\baselineskip}{1ex},aspect=3},
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outcome box/.style={draw, rectangle, fill=gray!5, text width=2in, inner sep=0.25in, align=center, anchor=south west, execute at begin node=\setlength{\baselineskip}{4ex}},
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show curve controls/.style={
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postaction={
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decoration={
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show path construction,
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curveto code={
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\draw [blue]
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(\tikzinputsegmentfirst) -- (\tikzinputsegmentsupporta)
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(\tikzinputsegmentlast) -- (\tikzinputsegmentsupportb);
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\fill [red, opacity=0.5]
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(\tikzinputsegmentsupporta) circle [radius=.2ex]
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(\tikzinputsegmentsupportb) circle [radius=.2ex];
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}
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},
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decorate
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}},
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myarrow/.style={
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arrows={-Stealth[round, open]},
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scale=1,
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line width=1pt
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},
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myarrownotip/.style={
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scale=1,
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line width=1pt
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},
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mylabel/.style={
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text width=2.2in,
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align=center,
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inner sep=1ex,
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font={\mdseries\itshape\sffamily #1}
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}
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}
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\newcommand{\myindent}{\hspace{1em}}
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\begin{tikzpicture}[every node/.style={transform shape}, scale=0.68]
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\node[step box] (manual) {\textbf{Step 1. Attempt Manual Content Analysis}\\ \myindent a. Analyze an affordable annotated dataset (\textit{feasible estimator}) \\\myindent b. Follow manual content analysis recommendations (Bachl \& Scharkow, 2017; Gei\ss, 2021) };
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\node[outcome box] (report_manual) [below right=0.2in of manual] {Report evidence from manual content analysis.};
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\node[step box] (test_systematic) [below left=0.2in of report_manual] {\textbf{Step 2. Use Manually Annotated Data to Detect Systematic Misclassification}\\ \myindent Test if ACs are conditionally independent of (in-)dependent variables given annotations. \\ \myindent For an independent variable test that $P(W|X,Z) = P(W|X,Y,Z)$ \\ \myindent For a dependent variable test that $P(W|Y) = P(W|Y,Z,X)$.};
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\node[step box] (correct) [below=0.55in of test_systematic] {\textbf{Step 3. Correct Misclassification Bias Instead of Being Naive}};
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\node[step box] (report) [below=2.8in of correct] {\textbf{Step 4. Provide a Full Account Of Methodological Decisions}\\ \myindent a. Information on AC design (e.g., sample size; sampling; cross-validation; balance)\\ \myindent b. Information on manual annotation (e.g., sample size; intercoder reliability)\\ \myindent c. Information on AC performance (e.g., predictiveness metrics on manual annotations) \\ \myindent d. Information on error correction (e.g., systematic error; correction methods)};
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\node[mylabel, anchor=south west] (independent) [below=8ex of correct,xshift=1.23in] {Independent\\ variable};
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\node[mylabel, anchor=south west] (dependent) [below=10ex of independent] {Dependent\\ variable};
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\node[outcome box] (outcome_systematic_iv) [below =3.8in of report_manual] {Use MLE or MI.};
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\node[outcome box] (outcome_nonsystematic_iv) [above =3ex of outcome_systematic_iv] {Use GMM or MLE.};
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% \node[outcome box] (outcome_systematic_dv) [below =2in of outcome_nonsystematic_iv] {Use MLE.};
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\node[outcome box] (outcome_dv) [below =3ex of outcome_systematic_iv] {Use MLE.};
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% & \node[] (iv_1) {Independent variable}; & \node[decision box] (dv_1) {Dependent variable}; \\
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\draw[myarrow] (manual.south) to [controls=+(280:2) and +(165:1.5)] (report_manual.west) { node [mylabel, pos=0.5, yshift=-5ex, xshift=5.5in] {Found convincing evidence}};
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\draw[myarrow] (test_systematic) to (correct);
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\draw[myarrow] (manual.south) to (test_systematic) {node [mylabel, pos=0.5, yshift=-5ex,xshift=2.5in] {Require stronger evidence\\ via an AC}};
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\draw[myarrownotip] (correct.south) to [controls=+(280:1.4) and +(160:1.4)] (independent);
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\draw[myarrow] (independent.north)+(3ex,0) to [xshift=17ex, yshift=-4.5ex, controls=+(80:1.2) and +(170:1.2)] (outcome_nonsystematic_iv.west) {node [mylabel] {Nonsystematic misclassification}};
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\draw[myarrow] (independent.south)+(3ex,0) to [xshift=15ex, yshift=-4ex, controls=+(290:0.4) and +(180:0.8)] (outcome_systematic_iv.west) {node [mylabel] { Systematic misclassification}};
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\draw[myarrownotip] (correct.south) to [controls=+(280:3) and +(150:2)] (dependent);
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\draw[myarrow] (dependent)+(8ex,2ex) to [xshift=15ex,yshift=-4ex, controls=+(80:0.8) and +(170:1)] (outcome_dv.west);
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% \draw[myarrow] (systematic)to [xshift=15ex,yshift=-4ex, controls=+(270:1) and +(180:1)] (outcome_systematic_dv.west) {node [mylabel] { Dependent variable}};
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\draw[myarrow] (correct) to (report);
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% \draw[myarrow] (convincing_evidence.east) to (report_manual);
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% \draw[myarrow] (convincing_evidence.south) to (test_systematic);
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% \draw[myarrow] (test_systematic) to (iv_1);
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\end{tikzpicture}
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\vspace{1ex}
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% \end{figure}
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%%% Local Variables:
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%%% mode: latex
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%%% TeX-master: t
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%%% End:
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