{
  "artifacts_reviewed": [
    "article.md",
    "analysis.json",
    "figure_contract",
    "provenance.json",
    "locked_research_memo.json"
  ],
  "created_at": "2026-08-31T23:05:09.567994+00:00",
  "decision": "pass",
  "findings": [
    {
      "check": "headline_standalone",
      "evidence": "Headline 'Expected touchdowns beat last year's TD total for next-season WR/TE forecasts' names subject, outcome, and comparison frame; dek adds the 649-pair denominator and 11.7% figure.",
      "recommendation": "None required.",
      "severity": "note"
    },
    {
      "check": "figure_titles_standalone",
      "evidence": "All three figure titles name population, sample size, time frame, and outcome; the 2025 dumbbell chart carries a 'not a current-season recommendation' subtitle.",
      "recommendation": "None required.",
      "severity": "note"
    },
    {
      "check": "survivorship_scope",
      "evidence": "The 40-target next-season threshold creates survivor bias, but the article discloses it and correctly notes the net direction of bias on the forecast comparison is uncertain.",
      "recommendation": "Keep the 'volume survivors' framing prominent; readers could otherwise over-apply the 8.3-to-5.3 decline to players who lose roles.",
      "severity": "warning"
    },
    {
      "check": "email_preview_time_frame",
      "evidence": "Email preview says '2014-2025 data' while the next-season pairs span 2018-2025 evaluation seasons; the underlying data range is 2014-2025, so this is defensible but slightly loose.",
      "recommendation": "Consider aligning email copy to the 2018-2025 evaluation window.",
      "severity": "note"
    },
    {
      "check": "undefined_terms",
      "evidence": "'Expected touchdowns' is defined in the article via the five opportunity features and ridge model; MAE and improvement percentages are defined with units.",
      "recommendation": "None required.",
      "severity": "note"
    },
    {
      "check": "over_application_risk",
      "evidence": "The article explicitly frames the result as a weak tiebreaker, not a projection, and warns against mechanically fading elite-volume players; this is a disclosed limitation, not a fatal flaw.",
      "recommendation": "Retain the 'How to use it' guardrails in distribution copy.",
      "severity": "warning"
    },
    {
      "check": "uncertainty_reporting",
      "evidence": "Paired bootstrap CI (0.18-0.45 TD) is reported with the caveat that resamples are within one evaluation sample, not independent replications.",
      "recommendation": "None required.",
      "severity": "note"
    }
  ],
  "model": "z-ai/glm-5.3",
  "role": "adversarial_reviewer",
  "summary": "...headline names subject, outcome, comparison; figures self-contained; limitations disclosed; survivorship disclosed. Minor notes: email_preview says "
}