<?xml version="1.0" encoding="UTF-8"?>
<oai_dc:dc xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
  <dc:title>LLM-Assisted Title/Abstract Screening for Systematic Reviews</dc:title>
  <dc:title>R package screenllm version 0.1.0</dc:title>
  <dc:description>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) &lt;doi:10.1037/met0000769&gt;, which targets cloud-hosted
    'GPT' models via the 'OpenAI' API; 'screenllm' targets locally-served
    open-weights ensembles with an integrated stopping rule.</dc:description>
  <dc:type>Software</dc:type>
  <dc:relation>Depends: R (&gt;= 4.1.0)</dc:relation>
  <dc:relation>Imports: cli, digest, fs, jsonlite, tibble, dplyr, rlang, httr2, glue</dc:relation>
  <dc:relation>Suggests: shiny, bslib, DT, callr, later, writexl, readxl, testthat (&gt;=
3.0.0), knitr, rmarkdown, readr, withr, mockery, stringdist</dc:relation>
  <dc:creator>Scott Spillias &lt;scott.spillias@csiro.au&gt;</dc:creator>
  <dc:publisher>Comprehensive R Archive Network (CRAN)</dc:publisher>
  <dc:contributor>Scott Spillias [aut, cre],
  Laura Avila Turriago [aut],
  Christopher Brown [aut],
  Ariane Easton [aut],
  Jack Roberts [aut],
  Michael Sievers [aut],
  Steve Swearer [aut],
  Andrew Taylor [aut],
  Brigette Wright [aut],
  Valeriya Komyakova [aut]</dc:contributor>
  <dc:rights>MIT + file LICENSE (https://CRAN.R-project.org/package=screenllm/LICENSE)</dc:rights>
  <dc:date>2026-09-24</dc:date>
  <dc:format>application/tgz</dc:format>
  <dc:identifier>https://CRAN.R-project.org/package=screenllm</dc:identifier>
  <dc:identifier>doi:10.32614/CRAN.package.screenllm</dc:identifier>
</oai_dc:dc>
