Propaganda Delay Score

Score verification delay and pre-verification amplification risk.

Description

A propaganda-delay score combines delay, audience reach and two supplied editorial flags.

A propaganda-delay score combines delay, audience reach and two supplied editorial flags. The scoring scale is an explicit heuristic.1

Score verification delay and pre-verification amplification risk.

When to use Propaganda Delay Score

Use this tool to score verification delay and pre-verification amplification risk.

Prepare the text, recorded observations, aligned figures or editorial criteria requested. Confirm what each label, count, timestamp or supplied flag represents before interpreting the result.

How to use Propaganda Delay Score and understand its results

  1. Prepare the text, recorded observations, aligned figures or editorial criteria requested. Confirm what each label, count, timestamp or supplied flag represents before interpreting the result.
  2. Enter verificationDelayMinutes, unverifiedAudienceReached, audienceScale, adversarialSource, independentConfirmation using the field table and calculation rules, then run the tool.
  3. Read amplificationRatio, delayRiskScore, riskLevel. The explanation below defines the units, signs, ordering and any flags or placeholder values.
  4. If the tool reports an input issue, correct the values and run it again. Apply the stated assumptions when interpreting a successfully returned result.
Input fieldMeaningValue type; see rules belowRequirement
verificationDelayMinutesVerification delay (min)number; minimum: 0Required
unverifiedAudienceReachedAudience reached before verificationnumber; minimum: 0Required
audienceScaleAudience normalization scalenumber; minimum: 0Required
adversarialSourceSource is adversarialbooleanRequired
independentConfirmationIndependent confirmation obtainedbooleanRequired

Enter nonnegative minutes/audience, positive scale and both booleans. Return score and raw-score band: high at ≥4, elevated at ≥2, otherwise low.

raw=minutes/60+audience/scale+2adversarial−confirmation; score=max(0,raw)

Units, indexing, boundary conditions and exceptional cases are defined in the calculation rules above.

Output fieldMeaningValue type
amplificationRatioPre-verification amplification rationumber; minimum: 0
delayRiskScoreDelay risk scorenumber; minimum: 0
riskLevelDelay risk levelstring; one of "low", "elevated", "high"
json
{
  "input": {
    "verificationDelayMinutes": 60,
    "unverifiedAudienceReached": 1000,
    "audienceScale": 1000,
    "adversarialSource": true,
    "independentConfirmation": false
  },
  "output": {
    "amplificationRatio": 1,
    "delayRiskScore": 4,
    "riskLevel": "high"
  }
}

Limitations and assumptions

No propaganda detection, causal harm estimate or validated risk model is supplied.

Numeric inputs must be finite. Follow the calculation-specific rules for overflow, underflow and exceptional cases. Missing required fields, extra fields, wrong value types and violations of the calculation rules are input errors.

Alternative or Complementary methods

Use Correspondent Risk: Score correspondent deployment risk from supplied operational indicators. For a complementary task, use Moderation Escalation: Classify moderation escalation from supplied safety indicators.

References

  1. Propaganda Delay Score — tool.io

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