Getting Started Guide: Turnitout Core

This guide outlines how to use the Turnitout application to process single and batch documents, insert academic citations, export BibTeX / JSON / LaTeX reference packages, and submit feature requests.

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Accessing the Application

Access Turnitout instantly at any of the active cluster mirrors:

• Mirror 1 (Dedicated Fast): https://turnitout1.streamlit.app/
• Mirror 2 (Dedicated Fast): https://turnitout2.streamlit.app/
• Mirror 3 (Dedicated Fast): https://turnitout3.streamlit.app/
• Mirror 4 (Dedicated Fast): https://turnitout4.streamlit.app/
• Mirror 5 (Dedicated Fast): https://turnitout5.streamlit.app/
• Mirror 6 (Dedicated Fast): https://turnitout6.streamlit.app/
• Mirror 7 (Dedicated Fast): https://turnitout7.streamlit.app/
• Main Server (Active Heart): https://turnitout.streamlit.app/

Or run locally:

streamlit run streamlit_app.py

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Navigation & Page Breakdown

1. ⚡ Plagiarism & AI Remover (Humanizer)

• Single & Multi-File Upload: Upload one or multiple .docx Word files.
• In-Place Formatting Preservation: Processes text runs while leaving images, tables, headers, footers, and XML typography 100% intact.
• Branded ZIP Bundles: Download processed files as an in-memory ZIP package (Turnitout_Humanized_Docs_<TIMESTAMP>.zip).

2. 📜 Citation Inserter & BIB / JSON / LaTeX Generator

• Unified Citation Count Field: Pre-filled with Auto for contextual density, or enter a number (e.g. 5) for exact citation count.
• Hierarchical Field of Study Dropdown: Select your discipline (Computer Science & AI, Engineering & Physics, Mathematics & Statistics, Quantitative Finance, Medical & Life Sciences) or leave on Auto-Detect Field.
• Multi-Format Bibliography Export: Downloads cited text, BibTeX (citations.bib), LaTeX (\cite{key}), and structured JSON (citations.json).

3. 🔍 AI Pattern & Signature Checker

• ZipPy Perplexity Engine: Evaluates text entropy signals and shows side-by-side QuillBot-style similarity stats.

4. 💬 Feature Request & Bug Reporter Hub

• In-App Form: Accessible directly from the sidebar. Submit feature requests, bug reports, or request new academic discipline fields with direct GitHub Issues templates.