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# CITATION.cff file created with {cffr} R package
# See also: https://docs.ropensci.org/cffr/
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cff-version: 1.2.0
message: 'To cite package "screenllm" in publications use:'
type: software
license: MIT
title: 'screenllm: LLM-Assisted Title/Abstract Screening for Systematic Reviews'
version: 0.1.0
identifiers:
- type: doi
  value: 10.32614/CRAN.package.screenllm
abstract: A turn-key workflow for LLM-assisted systematic-review screening. The package
  ranks a corpus of titles and abstracts with an ensemble of open-source large language
  models served locally by 'Ollama', then applies the SAFE stopping rule to identify
  the records a human should screen. Defaults match the four-LLM mean ensemble and
  the SAFE configuration recommended by Spillias et al. (2026). A companion 'Shiny'
  app walks the human reviewer through the records above the stopping point. Complementary
  to the 'AIscreenR' package of Vembye et al. (2025) <https://doi.org/10.1037/met0000769>,
  which targets cloud-hosted 'GPT' models via the 'OpenAI' API; 'screenllm' targets
  locally-served open-weights ensembles with an integrated stopping rule.
authors:
- family-names: Spillias
  given-names: Scott
  email: scott.spillias@csiro.au
- family-names: Avila Turriago
  given-names: Laura
- family-names: Brown
  given-names: Christopher
- family-names: Easton
  given-names: Ariane
- family-names: Roberts
  given-names: Jack
- family-names: Sievers
  given-names: Michael
- family-names: Swearer
  given-names: Steve
- family-names: Taylor
  given-names: Andrew
- family-names: Wright
  given-names: Brigette
- family-names: Komyakova
  given-names: Valeriya
preferred-citation:
  type: article
  title: Operationalising LLM-assisted screening of literature to support systematic
    reviews
  authors:
  - family-names: Spillias
    given-names: Scott
    email: scott.spillias@csiro.au
  - family-names: Avila Turriago
    given-names: Laura
  - family-names: Brown
    given-names: Christopher
  - family-names: Easton
    given-names: Ariane
  - family-names: Roberts
    given-names: Jack
  - family-names: Sievers
    given-names: Michael
  - family-names: Swearer
    given-names: Steve
  - family-names: Taylor
    given-names: Andrew
  - family-names: Wright
    given-names: Brigette
  - family-names: Komyakova
    given-names: Valeriya
  year: '2026'
  journal: Manuscript in submission
  notes: Preprint forthcoming; software available at https://github.com/s-spillias/screenllm
repository: https://s-spillias.r-universe.dev
repository-code: https://github.com/s-spillias/screenllm
commit: cc5678d528e9bbee56153b333b49524226143a7f
url: https://github.com/s-spillias/screenllm
date-released: '2026-09-15'
contact:
- family-names: Spillias
  given-names: Scott
  email: scott.spillias@csiro.au