# Vaughn Michaud (@vaughngto) on threads

- id: koinon:creator:threads_vaughngto
- url: https://koinonlink.com/kol/threads/vaughngto
- schema_version: 1.4

## Identity
- platform: threads
- handle: vaughngto
- platform_url: https://www.threads.net/@vaughngto
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 14281
- posts_observed: 1
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00077
- best_post_interactions: 11
- measurement_source: threads_post_likes
- measurement_formula: likes on one post (Threads exposes no reply or repost count on this path)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: entertainment
- subcategory: sports
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: Flopping strong hands like quads, Big pot showdowns with pocket pairs, Surprising bluffs and hero calls, Poker psychology and myths
- bio: Poker Player ✸ Los Angeles
Play Poker with me here 👇

## Audience (inferred)
- status: present
- description: Poker players and enthusiasts who enjoy watching live hand replays, big pots, and dramatic plays
- roles: consumer
- seniority: consumer
- pain_points: Losing big pots to surprising calls or bad beats, Dealing with slow rolls and table talk frustration, Deciding when to go all-in with premium hands, Understanding when to fold or chase in tough spots
- posts_analysed: 8
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 59
- authenticity_basis: engagement_observed
- credibility_score: 74
- flagged_for_review: false
- koinon_bd_grade: B — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [threads_vaughngto#d945ae0f] Flopping QUADS! And a slow roll #reels #poker (https://www.threads.com/@vaughngto/post/DZ2cYNHGlGz)
- [threads_vaughngto#f339ddb6] bad news delivery #reels #poker
- [threads_vaughngto#146e76fe] Massive Pot with Queens! #reels #poker
- [threads_vaughngto#444ac68f] Can’t Believe he did this with Seven Deuce! #reels #poker
- [threads_vaughngto#9b9e3ee7] Sometimes you have to go down before you get up… #reels #poker
- [threads_vaughngto#9f603d54] Pocket Aces and we’re all in! #reels #poker
- [threads_vaughngto#ca200ad4] No way he called with thatttt… #reels #poker
- [threads_vaughngto#c8225f73] The Ancient Myth of Poker… #reels #poker

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=78, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=122, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.5, freshness_days=78, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=122, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=122, method=platform_profile

## Freshness
- profile_checked_days_ago: 122
- content_analysed_days_ago: 78
- audience_updated_days_ago: 78

## AI retrieval
- indexing_requests: 9
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=threads_vaughngto
- Request removal: https://koinonlink.com/claim?k=threads_vaughngto
- Terms: https://koinonlink.com/for-ai