Utopian Dystopian Tech Framing Bias Checker
Check a caller-coded technology evidence set for one-sided utopian or dystopian framing.
Description
One-sided technology framing can omit desirable or harmful possibilities.
One-sided technology framing can omit desirable or harmful possibilities. Caller-coded evidence frames permit a transparent count.1
The returned values include Balanced evidence required, Dominant frame, Frame counts, One-sided framing. The How section below explains the calculation, input rules and interpretation.
When to use Utopian Dystopian Tech Framing Bias Checker
Use Utopian Dystopian Tech Framing Bias Checker when you need to evaluate the supplied records under the calculation and evidence rules below. No text analysis, evidence quality assessment or neutrality diagnosis is performed.
Define the question, evidence and scenario assumptions first. Supply the chosen score scales, time horizons or reference selection explicitly. Interpret generated text as a discussion template and screen labels as the stated rules.
How to use Utopian Dystopian Tech Framing Bias Checker and understand its results
- Define the question, evidence and scenario assumptions first. Supply the chosen score scales, time horizons or reference selection explicitly. Interpret generated text as a discussion template and screen labels as the stated rules.
- Enter evidenceFrames using the field table and calculation rules, then run the tool.
- Read balancedEvidenceRequired, dominantFrame, frameCounts, oneSidedFraming. 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 |
|---|---|---|---|
| evidenceFrames | One utopian, dystopian, or neutral label per evidence item. | list of string | Required |
Normalize nonempty frame labels by trimming and lowercasing; accept utopian, dystopian or neutral. Return counts in that order, first maximum as dominant, and two identical absence flags. Neutral-only input triggers both flags.
oneSided=(utopianCount=0 OR dystopianCount=0) Units, indexing, boundary conditions and exceptional cases are defined in the calculation rules above.
| Output field | Meaning | Value type |
|---|---|---|
| balancedEvidenceRequired | Balanced evidence required | boolean |
| dominantFrame | Dominant frame | string; one of "utopian", "dystopian", "neutral" |
| frameCounts | Frame counts | list of number |
| oneSidedFraming | One-sided framing | boolean |
{
"input": {
"evidenceFrames": [
"utopian",
"neutral",
"dystopian",
"utopian"
]
},
"output": {
"balancedEvidenceRequired": false,
"dominantFrame": "utopian",
"frameCounts": [
2,
1,
1
],
"oneSidedFraming": false
}
}Limitations and assumptions
No text analysis, evidence quality assessment or neutrality diagnosis is performed.
Numeric inputs, where present, must be finite. Follow the calculation-specific rules for overflow, underflow and exceptional cases. Core numeric and string lists are limited to 100,000 entries; text entries are subject to the general large-text limit. Follow any smaller calculation limits above. Missing fields without a declared default, extra fields, wrong value types and violations of the calculation rules are input errors. A successfully returned false flag is an evaluated outcome; its meaning is explained above.
Alternative or Complementary methods
Use Web3 Crypto Forecast Spectrum Utopian Critical Lookup: A technology forecast can be framed through adoption, utility, governance and rights evidence. This spectrum uses the caller's scores as a discussion aid. For a complementary task, use Red Team Devils Advocate Assumption Attack Protocol: An assumption attack protocol prompts reviewers to challenge a scenario in several ways. Pair generation does not itself falsify an assumption.
References
Similar or alternative tools
- Web3 Crypto Forecast Spectrum Utopian Critical Lookup
A technology forecast can be framed through adoption, utility, governance and rights evidence. This spectrum uses the caller's scores as a discussion aid.
- Red Team Devils Advocate Assumption Attack Protocol
An assumption attack protocol prompts reviewers to challenge a scenario in several ways. Pair generation does not itself falsify an assumption.