PaperTriage
PaperTriage is a web app (with optional mobile companion) that helps researchers process the flood of new literature without pretending to “replace reading.” You forward alerts/RSS/DOI lists, and it produces a structured triage view: what the paper claims, what data it uses, key methods, limitations, and a confidence/quality checklist you can verify. It also flags common red flags (p-hacking signals, missing preregistration, unclear sample sizes, weak baselines) and extracts what you actually need: datasets, code links, evaluation metrics, and reproducibility notes. The core workflow is a queue: skim in 2 minutes, tag (read now / later / ignore), and export notes to your reference manager or lab wiki. It’s realistic: it won’t perfectly summarize niche math, but it will reliably save time on screening and organizing.