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R0051 — Fact-Checking Methodology Gap Analysis

Mode: Query · Status: Active · Tags: methodology, fact-checking, epistemology

Input

  1. Has the fact-checking community developed any formal epistemological framework for evidence evaluation comparable to GRADE (certainty of evidence), IPCC (calibrated uncertainty language), or ICD 203 (analytical tradecraft standards)? Search across academic literature on fact-checking methodology, computational fact-checking pipelines, and practitioner publications.
  2. The W3C Credibility Coalition and Credible Web Community Group developed content credibility indicators (CCIV) and a credibility signals specification. What is the current status of this work? Is it actively maintained, adopted, or abandoned? Does it include any of: hierarchical evidence quality scale, calibrated confidence language, structured bias assessment, or source reliability tiering?
  3. Has the academic literature identified and documented the absence of formal evidence evaluation frameworks in fact-checking as a gap? Search for papers that explicitly discuss the lack of structured epistemological methodology in journalistic fact-checking or that propose filling this gap.

Runs

2026-03-31-05 — Completed run

Mode: Query · Queries: 3 · Prompt: ai-research-methodology · Model: Claude Opus 4.6

No formal epistemological framework in fact-checking comparable to GRADE, IPCC, or ICD 203. W3C Credibility Coalition functionally dormant since 2021; Credibility Signals spec incomplete. Academic literature documents the gap (Uscinski & Butler 2013 through Cazzamatta 2026) but no paper proposes a comparable framework. 158 files, 16 sources, 90 results dispositioned.

2026-03-31-02 — Completed run

Mode: Query · Queries: 3 · Prompt: ai-research-methodology v1.1.0 · Model: Claude Opus 4.6

No formal epistemological framework in fact-checking comparable to GRADE, IPCC, or ICD 203. W3C Credibility Coalition dormant since ~2020. Academic literature documents the gap but findings are scattered across disciplines.

2026-03-31 — Incomplete (agent stuck)

First run attempt. Agent created directory structure but produced no output files. Terminated and re-run as 2026-03-31-02.