Public Methodology

How Lucent Thread measures.

Every piece of content is scored across seven structural dimensions. These dimensions evaluate how content is constructed and sourced, not its ideological or political orientation. The methodology is public and auditable.

Core Principles

Gauges, not grades

A gauge implies an instrument reading. A grade implies a judge. The reader interprets. The tool measures.

Living scores

Scores update continuously as the evidence environment changes. Every state is stored. No score is ever overwritten.

Public audit trail

All scoring methodology, evidence, and challenge outcomes are permanently accessible and publicly auditable.

Seven Scoring Dimensions

Corroboration

20% weight

How many genuinely independent sources confirm the core claims? Sources that all derive from the same original report do not count as multiple corroborating sources.

Signal Extraction

  • Outlet identity of all cited / linked sources
  • Common ownership or editorial relationships between cited sources
  • Timeline of coverage across outlets (who published first, who cited whom)

Attribution

18% weight

How traceable is the sourcing chain? Are claims attributed to named sources? Is the attribution chain visible or obscured?

Signal Extraction

  • Count of named vs. unnamed sources
  • Attribution chain depth (is the named source citing another unnamed source?)
  • Presence and accessibility of primary source links

Speculation Handling

15% weight

What proportion of content is inferential, and how explicitly is speculation marked? Has speculation been upgraded to fact as the story traveled?

Signal Extraction

  • Hedging language density calibrated to claim consequence level
  • Explicit speculation marking in text
  • Claim upgrade detection (speculative in earlier versions, appears as fact in current)

Source Formation

17% weight

What is the quality and independence of cited sources? Do they have structural conflicts of interest? Are they appropriately qualified for the claims they are cited on?

Signal Extraction

  • Independence assessment of cited sources
  • Conflict of interest detection
  • Source qualification relative to claim domain

Reader Formation

12% weight

Does the content build or degrade the reader's evaluative capacity? Does it present multiple perspectives, or does it pre-digest conclusions?

Signal Extraction

  • Perspective diversity in framing
  • Evidence presentation vs. conclusion assertion ratio
  • Reader agency preservation in rhetorical structure

Engagement Distortion

10% weight

Does framing exploit emotional reactivity rather than inform? Is the headline accurately representative of the body?

Signal Extraction

  • Headline vs. body claim alignment score
  • Emotional amplification language density relative to informational language density
  • Outrage-optimized framing pattern detection

Visibility

8% weight

Are the conditions under which the content was produced transparent? Is funding disclosed? Are conflicts of interest visible?

Signal Extraction

  • Production conditions transparency
  • Funding disclosure presence and completeness
  • Conflict of interest visibility

Three-State Capture Classification

Rather than rating sources as credible or not, the Source Index tracks capture states , behavioral trajectories, not static labels.

Potential Capture

Definition: Structural conditions present that create possibility of capture.

Triggers: Ownership relationship, funding relationship, or personnel relationship creating conditions for capture.

Does not mean source is unreliable; means conditions for unreliability are present.

Probable Capture

Definition: Behavioral patterns consistent with capture are observable.

Triggers: Pattern detection across a corpus: systematic absence of inconvenient information, directional skew in source selection, correction rate below baseline.

Identified through pattern detection, not editorial judgment about individual pieces.

Verified Capture

Definition: Independently verified conflicts of interest documented and confirmed.

Triggers: Verifiable funding disclosure, documented coordination with covered party, formal correction record demonstrating systematic inaccuracy.

Requires external verification; not inferred from pattern alone.

Challenge Mechanism

Any source classified at Potential, Probable, or Verified can submit a formal challenge. Challenges are publicly logged immediately. Review outcomes, including full reasoning, are permanently preserved. A source that has successfully challenged a classification has a different record than one that has never been classified. A source that has repeatedly failed challenges has a different record than either.