{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:tiktok_ifbbpro_miniboss",
  "url": "https://koinonlink.com/kol/tiktok/ifbbpro_miniboss",
  "alternate": {
    "html": "https://koinonlink.com/kol/tiktok/ifbbpro_miniboss",
    "json": "https://koinonlink.com/kol/tiktok/ifbbpro_miniboss.json",
    "markdown": "https://koinonlink.com/kol/tiktok/ifbbpro_miniboss.md"
  },
  "identity": {
    "display_name": "Liana Martinez",
    "handle": "ifbbpro_miniboss",
    "platform": "tiktok",
    "platform_url": "https://www.tiktok.com/@ifbbpro_miniboss",
    "website": "https://linktr.ee/ifbbpro_miniboss",
    "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": 6599,
    "following": 173,
    "posts_total": null,
    "posts_observed": 1,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "nano"
  },
  "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": "𝗜𝗙𝗕𝗕 𝗕𝗶𝗸𝗶𝗻𝗶 𝗣𝗿𝗼 | 𝗡𝗝 ✨ \n𝗙𝗶𝘁𝗻𝗲𝘀𝘀 𝗙𝗼𝗼𝗱𝗶𝗲 𝗙𝗮𝘃𝗼𝗿𝗶𝘁𝗲𝘀 🫶🏽\n💌 𝗔𝗻𝗴𝗲𝗹_𝗮𝗯𝘀@𝗮𝗼𝗹.𝗰𝗼𝗺",
    "topics": [
      "NJ food reviews and local dining spots",
      "Jersey Shore beaches and summer activities",
      "Fitness lifestyle as an IFBB pro",
      "Personal life, shopping, and casual vlogs"
    ],
    "topics_en": [
      "NJ food reviews and local dining spots",
      "Jersey Shore beaches and summer activities",
      "Fitness lifestyle as an IFBB pro",
      "Personal life, shopping, and casual vlogs"
    ],
    "topics_zh": [
      "新泽西美食探店和当地用餐点",
      "泽西海岸海滩与夏季活动",
      "IFBB职业选手的健身生活方式",
      "个人生活、购物和日常vlog"
    ],
    "category": "lifestyle",
    "category_label": "Lifestyle",
    "subcategory": "fitness",
    "subcategory_label": "Fitness & training",
    "category_confidence": 0.9,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Local New Jersey residents around the Jersey Shore area who enjoy casual food reviews, beach life, and lifestyle content",
    "roles": [
      "consumer"
    ],
    "seniority": "consumer",
    "pain_points": [
      "Finding reliable local restaurant and pizza recommendations in NJ",
      "Dealing with beach crowds and etiquette issues during peak summer",
      "Balancing fitness goals with foodie indulgences and summer fun",
      "Discovering affordable shopping hauls and personal style ideas"
    ],
    "posts_analysed": 40,
    "confidence": 0.75
  },
  "commercial": {
    "audience_buyer_fit": 0.1,
    "promotion_intent": 0.1,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 42,
    "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": 42,
    "credibility_note": null,
    "flagged_for_review": false,
    "flag_reasons": [],
    "anomaly_flags": [],
    "koinon_bd_grade": {
      "value": "C",
      "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_ifbbpro_miniboss#5dd2dbc3",
      "type": "creator_content",
      "excerpt": "BEST DONUTS , made fresh daily! 😍🍩 #donuts #njdonuts #obcosdonuts",
      "source_url": "https://www.tiktok.com/@ifbbpro_miniboss",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_ifbbpro_miniboss#5595bf60",
      "type": "creator_content",
      "excerpt": "original sound - ifbbpro_miniboss",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_ifbbpro_miniboss#e7a04b54",
      "type": "creator_content",
      "excerpt": "It is a becoming a big trend on TikTok now! Click here: donuts",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_ifbbpro_miniboss#eb0c24d7",
      "type": "creator_content",
      "excerpt": "Check out Liana Martinez’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_ifbbpro_miniboss#1ad59c5c",
      "type": "creator_content",
      "excerpt": "3 things I cannot stand at the beach theres beach etiquette people!!  #beach #beachettiquite #fyp #quietdown #oceancounty #tomsriver #seaside #beachvibes",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_ifbbpro_miniboss#4fa9aedd",
      "type": "creator_content",
      "excerpt": "Is Slice House Toms River the best pizza ?! 😍 Diablo Pie Hot Honey & Pepporoni my favorite ever 10/10! Ask for it well done! 🍕🍕 @SliceHouseTR  #slicehouse #pizza #hothoney #pepporoni #tomsriver #seaside #brick #dts #fyp #oceancounty",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_ifbbpro_miniboss#59723ae9",
      "type": "creator_content",
      "excerpt": "Definitely going back 10/10 #pointpleasantbeach #jerseyshore #pointpleasant #njfoodie #jersey",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "tiktok_ifbbpro_miniboss#b595f360",
      "type": "creator_content",
      "excerpt": "original sound - joshfawaz",
      "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": 0.75,
      "freshness_days": 0,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.75,
      "freshness_days": 0,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.75,
      "freshness_days": 0,
      "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": 30,
      "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": 30,
      "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": 30,
      "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": 30,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 0,
    "generated_at": "2026-09-03T17:22:47.116Z"
  },
  "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/lifestyle"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=tiktok_ifbbpro_miniboss",
    "removal_url": "https://koinonlink.com/claim?k=tiktok_ifbbpro_miniboss"
  }
}