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A live forensic pipeline — tokenization, n-gram shingle fingerprinting, cross-referencing across global scholarly repositories, and stylometric AI analysis. Try it now with real logic running in your browser.
ScholarScreen is engineered specifically for doctoral researchers, university faculty, journal peer-reviewers, and academic institutions. Our distributed pipeline executes real-time multi-source probing across 250M+ scientific publications with zero repository storage.
Deconstructs manuscript text into rolling shingles (5-to-12 tokens), filtering common disciplinary jargon. Queries live registry indexes to detect exact copied phrases with linked source attribution and direct DOI citation verification.
Employs high-dimensional dense neural vector embeddings to detect semantic restructuring, active-to-passive transformation, and automated synonym swaps that defeat naive keyword checkers.
Measures lexical entropy, sentence cadence variance (burstiness), and Moving Average Type-Token Ratio (MATTR-500) to highlight machine-generated prose and synthetic AI generation patterns.
When researchers or students upload a thesis draft to conventional institutional checkers (such as institutional databases or university repositories), the file is permanently deposited into their global comparison database. When the final thesis or journal article is submitted weeks later, it gets flagged for 100% self-plagiarism.
ScholarScreen guarantees 100% Zero-Vault ephemeral execution. Manuscripts are evaluated exclusively in isolated volatile RAM and permanently purged after 24 hours. Your intellectual property is never stored, indexed, or used for model training.
ScholarScreen executes parallel queries against global peer-reviewed indexes and open-access repositories:
Publication metadata, journal cross-referencing, and persistent citation index.
Peer-reviewed scientific journal archives, citation networks, and conference proceedings.
Global university doctoral dissertations, institutional archives, and open-access papers.
Biomedical research, physical science, engineering preprints, and multi-disciplinary archives.
No. ScholarScreen operates on a strict Zero-Vault ephemeral privacy model. Submitted manuscripts are analyzed in volatile edge memory and automatically purged after 24 hours. Your document is never saved to any global comparison database, ensuring you never risk self-plagiarism when later submitting to university review panels, evaluation committees, or academic publishers.
You can paste plain text or upload digital PDF, DOCX (Microsoft Word), TXT, and LaTeX/TeX documents up to 25,000 words per scan with automatic structural text parsing.
A standard scan takes between 30 and 60 seconds as the distributed engine simultaneously queries international scholarly indexes, calculates semantic similarities, and formats an evidence-backed report.
Yes. Every completed screening generates an official forensic PDF report complete with color-coded sentence breakdowns, matched DOI links, and an official Report ID.
Yes. ScholarScreen provides detailed similarity metrics (TSI %) and reference audits to help researchers evaluate their drafts prior to formal submission. Note that ScholarScreen is an independent pre-screening tool — official institutional acceptance and final clearance always rest with your specific university committee or journal editor.