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Vahtian

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pypi vahtianstdioApache-2.0updated 1mo ago

Company site for Vahtian โ€” research citation integrity.

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What can you do with Vahtian?

vahtian

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Company site for Vahtian โ€” research citation integrity.

Vahtian checks whether each manuscript claim is supported by the evidence cited for it โ€” through a blinded human โ†’ AI โ†’ adjudication workflow with a decision-gated, undoable write and a hash-chained audit trail.

Vahtian does not decide scientific truth. It records whether a cited source supports a specific claim: who rated it, what the AI advised, how disagreements were adjudicated, and what was finally written.

Human-first. AI-second. Auditable. Free local tools for researchers; infrastructure for journals, guideline groups, and research organizations.

The product ladder

Start โ€” check the claims in your own manuscript

Prepare โ€” get the study and its evidence right before analysis

  • StudyVahti โ€” plan a defensible study before data collection (free ยท live): /studyvahti
  • MethodVahti โ€” justify your sample size โ†’ COREQ/SRQR methods PDF (free beta for individuals, project licence for institutions): /methodvahti
  • DictVahti โ€” clean the REDCap data dictionary before analysis (free ยท live): /dictvahti
  • MatchVahti-Lite โ€” capture citation-worthy evidence from abstracts (free ยท live): /matchvahti-lite

Scale โ€” systematic-review infrastructure

  • ReviewVahti โ€” inter-rater reliability for screening (Cohen's ฮบ / Krippendorff's ฮฑ) (live): /reviewvahti
  • ExtractVahti โ€” DTA data extraction + risk-of-bias (QUADAS-2/-C, PROBAST-AI) โ†’ tidy CSV + RoB traffic-light SVG for R; multi-extractor reconcile (ฮบ / ฮฑ); sealed agent aid (early access): /extractvahti
  • GuidelineVahti โ€” panel consensus, RAND/UCLA + GRADE (early access): /guidelinevahti
  • AtlasVahti โ€” de-identified validation-pattern analytics (roadmap)

Static pages (one index.html per product, plus 404.html and sitemap.xml), deployed via Cloudflare to vahtian.com. No trackers, no external dependencies.

vahti (Finnish) = sentinel / guard โ€” the watch over what gets cited.

Brand & social tooling

  • brand/STYLE.md โ€” the canonical brand spec; brand/PHILOSOPHY.md โ€” the mark system.
  • brand/cards/ โ€” 1200ร—630 Open Graph cards, one per page. Regenerate with npm i @resvg/resvg-js && node brand/cards/generate.mjs.
  • Screenshot-led product covers are generated from their real interface previews with node brand/cards/generate-product-covers.mjs (uses the bundled preview browser).
  • brand/carousel/ โ€” self-contained LinkedIn carousel builder (noindex, zero external requests). Preset decks per product, theme & format switching, post-caption drafts, deck save/load as JSON, export as PDF (LinkedIn document post) or per-slide PNGs.

MethodVahti package

methodvahti/ is a self-contained Python package (Apache-2.0) for qualitative heterogeneity scoring + a COREQ/SRQR methods-report PDF. See methodvahti/README.md. Tests: cd methodvahti && python -m pytest tests/ -v.