gemma4_comp/CITATION.cff at master · TaylorAmarelTech/gemma4_comp · GitHub

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cff-version: 1.2.0
message: "If you use DueCare in academic work, cite the repository, exact commit, and dated evidence artifact."
title: "DueCare: A Gemma 4 safety ecosystem for migrant-worker protection"
abstract: >-
  DueCare is a local-first, open-source AI safety ecosystem built on
  Google's Gemma 4 that helps review recruitment fraud, contract
  substitution, passport retention, debt manipulation, and other
  trafficking-shaped patterns. One shared runtime supports six public
  setup lanes: Platform safety, NGO and regulator, Individual worker
  and mobile, Researcher, Anonymized knowledge sharing, and Developer
  and integration partner. The system combines deterministic rule
  checks, audience-aware prompts, versioned knowledge objects, local
  retrieval, reviewable tools, privacy gates, and replayable evaluation.
  Model synthesis is optional; deterministic extraction and provenance
  stay visible. Benchmark, dataset, and learning-study claims are kept
  in dated artifacts bound to their code commit, inputs, rubric, and
  model revision rather than embedded as mutable citation metadata.
authors:
  - family-names: Amarel
    given-names: Taylor
    email: amarel.taylor.s@gmail.com
    affiliation: Independent
license: MIT
repository-code: "https://github.com/TaylorAmarelTech/gemma4_comp"
url: "https://duecare-ai.com"
keywords:
  - LLM safety
  - Gemma 4
  - trafficking prevention
  - migrant workers
  - ILO forced-labour indicators
  - duty of care
  - local-first AI
  - on-device AI
  - privacy by design
  - retrieval-augmented generation
  - fine-tuning
references:
  - type: report
    title: "ILO Global Estimates of Modern Slavery: Forced Labour and Forced Marriage"
    authors:
      - name: International Labour Organization
    year: 2022
    url: "https://www.ilo.org/global/topics/forced-labour/publications/WCMS_854733/lang--en/index.htm"
  - type: report
    title: "Profits and Poverty: The Economics of Forced Labour (2024 update)"
    authors:
      - name: International Labour Organization
    year: 2024
    url: "https://www.ilo.org/publications/major-publications/profits-and-poverty-economics-forced-labour"
preferred-citation:
  type: software
  title: "DueCare: A Gemma 4 safety ecosystem for migrant-worker protection"
  authors:
    - family-names: Amarel
      given-names: Taylor
  year: 2026
  url: "https://github.com/TaylorAmarelTech/gemma4_comp"
  notes: >-
    Living research software. Cite the exact Git commit and the dated evidence
    artifact used. No Python package or coordinated workspace release had been
    published as of 2026-07-27.