Comment Moderation Toxicity Threshold Checker

Screen actual caller model scores under explicit inclusive moderation review threshold, preserving missing scores; no text toxicity inference, calibrated probability, guaranteed safe/unsafe comment or automatic content deletion.

Description

Model scores require explicit evidence and a review threshold.

Model scores require explicit evidence and a review threshold. Missing values must remain separate from low observed scores.^[1]

Enter aligned nonempty scores0–1/binary evidence and threshold0–1; missing scores must be exact 0. Return inclusive flagged and missing indices.

When to use Comment Moderation Toxicity Threshold Checker

Use Comment Moderation Toxicity Threshold Checker when you need to evaluate the supplied records under the calculation and evidence rules below. No comment text is analyzed, probability calibrated, safety concluded or content deleted.

Prepare the actual editorial, source, layout, timing or audience records requested. Supply explicit house-policy limits and preserve missing evidence.

How to use Comment Moderation Toxicity Threshold Checker and understand its results

Prepare the actual editorial, source, layout, timing or audience records requested. Supply explicit house-policy limits and preserve missing evidence.
Enter callerModelToxicityFractions, scoreEvidenceFlags, callerReviewThresholdFraction using the field table and calculation rules, then run the tool.
Read aboveCallerThresholdCommentIndices, missingScoreCommentIndices. The explanation below defines the units, signs, ordering and any flags or placeholder values.
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 field	Meaning	Value type; see rules below	Requirement
callerModelToxicityFractions	Caller model toxicity fractions	list of number	Required
scoreEvidenceFlags	Score evidence flags	list of number	Required
callerReviewThresholdFraction	Caller review threshold fraction	number	Required

Enter aligned nonempty scores0–1/binary evidence and threshold0–1; missing scores must be exact 0. Return inclusive flagged and missing indices.

flag=known AND score≥threshold

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

Output field	Meaning	Value type
aboveCallerThresholdCommentIndices	Above caller threshold comment indices	list of number
missingScoreCommentIndices	Missing score comment indices	list of number

json

{
  "input": {
    "callerModelToxicityFractions": [
      0.2,
      0.9,
      0
    ],
    "scoreEvidenceFlags": [
      1,
      1,
      0
    ],
    "callerReviewThresholdFraction": 0.8
  },
  "output": {
    "aboveCallerThresholdCommentIndices": [
      1
    ],
    "missingScoreCommentIndices": [
      2
    ]
  }
}

Limitations and assumptions

No comment text is analyzed, probability calibrated, safety concluded or content deleted.

Numeric inputs, where present, must be finite. Follow the calculation-specific rules for overflow, underflow and exceptional cases. Numeric lists are limited to 10,000 entries; string lists to 128 strings of at most 128 characters each. The rules above may impose smaller limits. Missing required fields, extra fields, wrong value types and violations of the calculation rules are input errors.

Alternative or Complementary methods

Use Newsworthiness Proximity Prominence Scoring Grid: Newsworthiness grids depend on explicit scores, weights and evidence. Available-evidence normalization must not imply full completeness. For a complementary task, use Analytics Engaged Time Minute Threshold Lookup: Censored engagement sessions can have unknown final duration. A session already above threshold is definite even if observation later stops.

References

Comment Moderation Toxicity Threshold Checker — tool.io

Similar or alternative tools

Newsworthiness Proximity Prominence Scoring Grid
Newsworthiness grids depend on explicit scores, weights and evidence. Available-evidence normalization must not imply full completeness.
Analytics Engaged Time Minute Threshold Lookup
Censored engagement sessions can have unknown final duration. A session already above threshold is definite even if observation later stops.