1% ============================================================================2% UQO Working Paper Template — Economics / Finance3% ============================================================================4\documentclass[12pt,letterpaper]{article}56% --- Encoding & Language ---7\usepackage[utf8]{inputenc}8\usepackage[T1]{fontenc}9\usepackage[english]{babel}1011% --- Page Layout ---12\usepackage[13 letterpaper,14 top=1in,15 bottom=1in,16 left=1in,17 right=1in18]{geometry}1920% --- Typography ---21\usepackage{mathptmx} % Times-like font (text + math)22\usepackage{microtype} % Improved typographic refinements23\usepackage{setspace}24\onehalfspacing % 1.5 line spacing2526% --- Math ---27\usepackage{amsmath,amssymb,amsthm}2829% --- Tables ---30\usepackage{booktabs}31\usepackage{tabularx}32\usepackage{multirow}33\usepackage{threeparttable}34\usepackage{siunitx}35\sisetup{36 input-symbols = {()},37 table-format = -1.3,38 parse-numbers = false39}4041% --- Figures ---42\usepackage{graphicx}43\usepackage{subcaption}44\usepackage{float}4546% --- Colors & Links ---47\usepackage[dvipsnames]{xcolor}48\usepackage[49 colorlinks = true,50 linkcolor = NavyBlue,51 citecolor = NavyBlue,52 urlcolor = NavyBlue,53 breaklinks = true54]{hyperref}5556% --- Bibliography ---57\usepackage[authoryear,round,semicolon]{natbib}58\bibliographystyle{aer}5960% --- Captions ---61\usepackage[62 font = small,63 labelfont = bf,64 labelsep = period,65 justification = justified,66 singlelinecheck = false67]{caption}6869% --- Headers & Footers ---70\usepackage{fancyhdr}71\pagestyle{fancy}72\fancyhf{}73\renewcommand{\headrulewidth}{0pt}74\fancyfoot[C]{\thepage}7576% --- Section Formatting ---77\usepackage{titlesec}78\titleformat{\section}{\large\bfseries}{\thesection.}{0.5em}{}79\titleformat{\subsection}{\normalsize\bfseries}{\thesubsection.}{0.5em}{}80\titleformat{\subsubsection}{\normalsize\itshape}{\thesubsubsection.}{0.5em}{}8182% --- Appendix Support ---83\usepackage[toc,page]{appendix}8485% --- Misc ---86\usepackage{enumitem}87\setlist{nosep,leftmargin=*}8889% ============================================================================90% METADATA — Edit these fields for each working paper91% ============================================================================92\newcommand{\WPnumber}{45}93\newcommand{\WPtitle}{JoF-250: Learning Scientific Writing Conventions from Pre-LLM Financial Research}94\newcommand{\WPsubtitle}{A measured-convention writing engine for Claude Code, built from 276 Journal of Finance articles, with a preregistered held-out evaluation}95\newcommand{\WPdate}{November 2026}96\newcommand{\WPversion}{1.0}97\newcommand{\WPabstract}{\input{sections/abstract}}98\newcommand{\WPkeywords}{scientific writing, rhetorical moves, large language models, retrieval-augmented generation, research integrity, Journal of Finance, Claude Code}99\newcommand{\WPjel}{A14, C88, G00, O33}100101% --- Author ---102\newcommand{\WPauthor}{Simon-Pierre Boucher}103\newcommand{\WPaffiliation}{%104 Département des sciences administratives\\105 Université du Québec en Outaouais%106}107\newcommand{\WPemail}{simon-pierre.boucher@uqo.ca}108\newcommand{\WPaddress}{%109 Gatineau -- Pavillon Alexandre-Taché\\110 283, boulevard Alexandre-Taché\\111 Gatineau, Québec, Canada J9A 1L8%112}113114% ============================================================================115% DOCUMENT116% ============================================================================117\begin{document}118119% --- Title Page ---120\input{tables/numbers}121\input{sections/titlepage}122123\input{sections/introduction}124\input{sections/literature}125\input{sections/corpus}126\input{sections/extraction_ontology}127\input{sections/architecture}128\input{sections/design}129\input{sections/results}130\input{sections/ablations}131\input{sections/human_failure}132\input{sections/discussion}133\input{sections/conclusion}134135\clearpage136\bibliography{references}137138\clearpage139\appendix140\input{appendix/appendix}141142\end{document}143