def redaction_confidence(result: dict) -> float:
    url = result.get("url","").lower()
    score = 0.9
    if "pdf" in url: score -= 0.3
    if "redact" in url: score -= 0.4
    if "download" in url: score -= 0.2
    return max(0.0, score)