{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:tiktok_hotslotmomma",
  "url": "https://koinonlink.com/kol/tiktok/hotslotmomma",
  "alternate": {
    "html": "https://koinonlink.com/kol/tiktok/hotslotmomma",
    "json": "https://koinonlink.com/kol/tiktok/hotslotmomma.json",
    "markdown": "https://koinonlink.com/kol/tiktok/hotslotmomma.md"
  },
  "identity": {
    "display_name": "HotSlotMomma",
    "handle": "hotslotmomma",
    "platform": "tiktok",
    "platform_url": "https://www.tiktok.com/@hotslotmomma",
    "website": null,
    "country": "US",
    "country_name": "United States",
    "location_text": null,
    "entity_type": "creator",
    "person_id": null,
    "person_id_note": "Cross-platform identity not resolved for this creator.",
    "other_accounts": [],
    "claimed": false,
    "claimed_note": "Not claimed. This says nothing about the creator — most profiles are simply not claimed yet.",
    "declared_accounts": []
  },
  "first_party": null,
  "reach": {
    "followers": 20332,
    "following": 13,
    "posts_total": null,
    "posts_observed": 106,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "koc"
  },
  "engagement": {
    "status": "not_collected",
    "engagement_rate": null,
    "engagement_rate_basis": null,
    "posts_in_average": null,
    "avg_views_per_post": null,
    "peak_post_engagement_rate": null,
    "avg_interactions_per_post": null,
    "best_post_interactions": null,
    "measurement_source": null,
    "measurement_formula": null,
    "comparable_pool": null,
    "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": {
    "bio": "",
    "topics": [
      "VGT slot machine red screen runs and bingo patterns",
      "Dragon Link and Lightning Link hold and spin bonuses",
      "Handpay jackpots and big wins on specific machines",
      "Video poker highlights like Ultimate X quads and royals",
      "Casino slot sessions at Winstar and similar venues"
    ],
    "topics_en": [
      "VGT slot machine red screen runs and bingo patterns",
      "Dragon Link and Lightning Link hold and spin bonuses",
      "Handpay jackpots and big wins on specific machines",
      "Video poker highlights like Ultimate X quads and royals",
      "Casino slot sessions at Winstar and similar venues"
    ],
    "topics_zh": [
      "VGT老虎机红屏运行和宾果模式",
      "Dragon Link和Lightning Link的Hold and Spin奖励",
      "手付头奖和特定机器的大奖",
      "视频扑克亮点，如Ultimate X的四条和同花顺",
      "Winstar等场所的赌场老虎机游戏"
    ],
    "category": "gaming",
    "category_label": "Gaming",
    "subcategory": "igaming",
    "subcategory_label": "iGaming / crypto casino",
    "category_confidence": 0.95,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Slot machine gamblers and casino enthusiasts who enjoy watching VGT, Dragon Link, and other slot bonus wins and handpays",
    "roles": [
      "consumer"
    ],
    "seniority": "consumer",
    "pain_points": [
      "Chasing bonuses and jackpots without hitting them on their own play",
      "Losing money on high-variance slots like VGT and Dragon Link",
      "Difficulty finding machines with frequent red screen or hold-and-spin features",
      "Wanting to see real casino wins to feel excitement or validate their gambling"
    ],
    "posts_analysed": 76,
    "confidence": 0.9
  },
  "commercial": {
    "audience_buyer_fit": 0.8,
    "promotion_intent": 0.7,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 48,
    "authenticity_basis": "profile_shape_only",
    "authenticity_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.",
    "authenticity_comparable_across_platforms": false,
    "credibility_score": 48,
    "credibility_note": null,
    "flagged_for_review": false,
    "flag_reasons": [],
    "anomaly_flags": [],
    "koinon_bd_grade": {
      "value": "B",
      "scale": [
        "A",
        "B",
        "C",
        "quarantine",
        null
      ],
      "value_meanings": {
        "A": "Strong fit for Koinon partner outreach.",
        "B": "Moderate fit.",
        "C": "Weak fit, or never scored.",
        "quarantine": "Flagged for manual review. Excluded from Koinon published statistics, but creator search still RETURNS these profiles unless you pass exclude_anomalous:true — check quality.flagged_for_review.",
        "null": "Never scored."
      },
      "measures": "koinon_partner_outreach_fit",
      "basis": "koinon_bd_fit_and_engagement",
      "formula": "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.",
      "comparable_across_platforms": false,
      "interpretation": "NOT a quality score and NOT fit for your campaign — it grades Koinon own partner-outreach interest in gaming, e-commerce and software. A \"C\" usually means \"outside those industries\" or \"not yet scored\".",
      "explained_at": "https://koinonlink.com/for-ai#koinon_bd_grade"
    },
    "interpretation": "Signals for triage, not verdicts. A flag means the profile is worth a manual check."
  },
  "evidence": [
    {
      "evidence_id": "tiktok_hotslotmomma#bc558be3",
      "type": "creator_content",
      "excerpt": "$10 Gems and Jewels VGT Slot Machine #vgt #vgtslots #gemsandjewels #bingo #redscreen #casino #fyp #foryou #foryoupage",
      "source_url": "https://www.tiktok.com/@hotslotmomma",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_hotslotmomma#227543fd",
      "type": "creator_content",
      "excerpt": "original sound - hotslotmomma",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_hotslotmomma#ca9ce1c0",
      "type": "creator_content",
      "excerpt": "It is a becoming a big trend on TikTok now! Click here: vgt",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_hotslotmomma#4f569de7",
      "type": "creator_content",
      "excerpt": "Check out HotSlotMomma’s video! #TikTok >",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_hotslotmomma#260bee14",
      "type": "creator_content",
      "excerpt": "Lets go Buffalo!  Lightning Buffalo Link Slot Bonus #casinolife #buffalo #lightning #link #bonus",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_hotslotmomma#0c675bab",
      "type": "creator_content",
      "excerpt": "4 Flag Bonus on Golden Century Dragon Link Slot Machine #casinolife #slots #dragonlink #casino #bonus",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_hotslotmomma#64a40f42",
      "type": "creator_content",
      "excerpt": "“That’s a Good Chip” High Stakes Lightning Link Free Games Bonus #casinolife #slots #highstakes #lightninglink #trending",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_hotslotmomma#b3d2aff8",
      "type": "creator_content",
      "excerpt": "#onthisday",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    }
  ],
  "provenance": [
    {
      "field": "audience.description",
      "source_type": "ai_inferred",
      "confidence": 0.9,
      "freshness_days": 28,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.9,
      "freshness_days": 28,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.9,
      "freshness_days": 28,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "commercial.audience_buyer_fit",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 0,
      "method": "llm_scorer",
      "note": "Relative signal within Koinon indexing, not a market-wide score."
    },
    {
      "field": "commercial.promotion_intent",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 0,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 1,
      "method": "profile_snapshot_and_engagement_ratio_heuristic",
      "note": "Means \"worth a manual check\", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person."
    },
    {
      "field": "quality.authenticity_score",
      "source_type": "heuristic",
      "confidence": 0.25,
      "freshness_days": 0,
      "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.",
      "note": "The input set differs by platform; do not compare this score across platforms."
    },
    {
      "field": "quality.koinon_bd_grade",
      "source_type": "ai_inferred",
      "confidence": 0.5,
      "freshness_days": 1,
      "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.",
      "note": "Koinon partner-outreach fit, not creator quality."
    },
    {
      "field": "reach.followers",
      "source_type": "observed",
      "confidence": 0.95,
      "freshness_days": 1,
      "method": "platform_profile"
    }
  ],
  "method_notes": {
    "llm_persona_from_recent_content": "Computed from posts read live at analysis time; those posts are NOT retained. The excerpts in evidence[] are separately collected profile content and are NOT the inputs to this inference. Do not cite them as its supporting evidence."
  },
  "freshness": {
    "profile_checked_days_ago": 1,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 28,
    "generated_at": "2026-09-03T16:21:41.190Z"
  },
  "retrieval": {
    "indexing_requests": 1,
    "user_triggered_requests": 0,
    "last_user_triggered_day": null,
    "note": "Being indexed in bulk is not the same as being retrieved to answer a question."
  },
  "relationships": {
    "platform_entity": "https://koinonlink.com/creators/tiktok",
    "category_entity": "https://koinonlink.com/product-category/gaming"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=tiktok_hotslotmomma",
    "removal_url": "https://koinonlink.com/claim?k=tiktok_hotslotmomma"
  }
}