# This Week in Gambling: Las Vegas News & Videos (@ThisWeekInGambling) on youtube

- id: koinon:creator:youtube_thisweekingambling
- url: https://koinonlink.com/kol/youtube/ThisWeekInGambling
- schema_version: 1.4

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

## Reach
- followers: 10300
- posts_observed: 96
- verified: false
- size_tier: koc

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- 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: slot machine bonus rounds and free spins, Las Vegas casino and hotel news, big wins and jackpots, Vegas events, shows and new developments, Sphere concerts and sports stadium updates
- bio: This Week in Gambling follows Las Vegas casinos, news, events, and shows! Our weekly Vegas Vlog is targeted to recreational ...

## Audience (inferred)
- status: present
- description: recreational slot players and Las Vegas visitors who follow casino news, shows, and gameplay
- roles: consumer
- seniority: consumer
- pain_points: finding slots that actually pay out, keeping track of constant Vegas casino closures, openings and changes, missing new shows and events at the Sphere or Strip, understanding when Vegas trips will get more expensive
- posts_analysed: 48
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.4
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 44
- authenticity_basis: profile_shape_only
- credibility_score: 44
- flagged_for_review: false
- koinon_bd_grade: C — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

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

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=74, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=74, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=74, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=14, 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=14, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=54, 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=0.25, freshness_days=14, 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=54, 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=54, method=platform_profile

## Freshness
- profile_checked_days_ago: 54
- content_analysed_days_ago: 14
- audience_updated_days_ago: 74

## AI retrieval
- indexing_requests: 11
- 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=youtube_thisweekingambling
- Request removal: https://koinonlink.com/claim?k=youtube_thisweekingambling
- Terms: https://koinonlink.com/for-ai