{
  "@context": "https://koinonlink.com/schema/creator/v1.4",
  "@type": "Creator",
  "schema_version": "1.4",
  "id": "koinon:creator:twitch_torres14x",
  "url": "https://koinonlink.com/kol/twitch/torres14x",
  "alternate": {
    "html": "https://koinonlink.com/kol/twitch/torres14x",
    "json": "https://koinonlink.com/kol/twitch/torres14x.json",
    "markdown": "https://koinonlink.com/kol/twitch/torres14x.md"
  },
  "identity": {
    "display_name": "Torres14x",
    "handle": "torres14x",
    "platform": "twitch",
    "platform_url": "https://www.twitch.tv/torres14x",
    "website": null,
    "country": null,
    "country_name": null,
    "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": 182998,
    "following": null,
    "posts_total": null,
    "posts_observed": 214,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "kol"
  },
  "engagement": {
    "status": "not_an_interaction_metric",
    "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": "twitch_concurrent_viewers",
    "measurement_formula": "concurrent viewers on a live stream — NOT post interactions, and not recomputable from a profile page",
    "comparable_pool": "twitch_presence",
    "status_note": "What Koinon collects on this platform is not post engagement (see measurement_formula), so no engagement rate is reported and this creator is excluded from cross-platform engagement benchmarks. The underlying number is still used for within-platform authenticity screening.",
    "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": [
      "Live casino gambling streams",
      "High-value prize giveaways",
      "Free spins and no-deposit bonuses",
      "Online casino promotions and referral links",
      "Gambling with friends and community engagement",
      "VPN and access to restricted gambling sites"
    ],
    "topics_en": [
      "Live casino gambling streams",
      "High-value prize giveaways",
      "Free spins and no-deposit bonuses",
      "Online casino promotions and referral links",
      "Gambling with friends and community engagement",
      "VPN and access to restricted gambling sites"
    ],
    "topics_zh": [
      "真人赌场赌博直播",
      "高价值奖品赠送",
      "免费旋转和免存奖金",
      "在线赌场促销和推荐链接",
      "与朋友一起赌博和社区互动",
      "VPN及受限赌博网站访问"
    ],
    "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": "Portuguese-speaking gambling streamers and casual bettors, mainly young adults interested in live casino streams, free spins, and prize giveaways",
    "roles": [
      "consumer"
    ],
    "seniority": "consumer",
    "pain_points": [
      "Struggling to find legitimate and rewarding gambling opportunities with real cash prizes",
      "Frustrated by lack of transparency in bonus offers and withdrawal conditions",
      "Disappointed by limited access to free spins and no-deposit bonuses",
      "Anxious about being scammed or losing money on unreliable platforms"
    ],
    "posts_analysed": 13,
    "confidence": 0.4,
    "traceable": false,
    "traceable_note": "The posts this inference was computed from are NOT retained, so this conclusion cannot be traced back to its inputs. evidence[] holds separately collected profile content and is NOT the input to this inference — do not cite it as support. confidence is a number the model reported about its own reading, NOT a measure of verifiability: a high confidence with traceable=false is still an untraceable claim."
  },
  "commercial": {
    "audience_buyer_fit": 0.9,
    "promotion_intent": 0.9,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": null,
    "authenticity_basis": "unmeasured",
    "authenticity_method": "This profile has not been scored yet. The stored value is a placeholder, not a measurement, and is reported as null rather than as a low score.",
    "authenticity_comparable_across_platforms": false,
    "credibility_score": 66,
    "credibility_note": null,
    "flagged_for_review": false,
    "flag_reasons": [],
    "anomaly_flags": [],
    "koinon_bd_grade": {
      "value": "A",
      "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": "twitch_torres14x#cfb38c90",
      "type": "creator_content",
      "excerpt": "qzino 27/05",
      "source_url": "https://www.twitch.tv/torres14x",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_torres14x#48675570",
      "type": "creator_content",
      "excerpt": "Highlight: Qzino 5000$ wager grind + 500$ RAW com !tips | !site | !leaderboard",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_torres14x#61c33b8f",
      "type": "creator_content",
      "excerpt": "!Escolhe a slot e ganha € | !depo !casa",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_torres14x#e43605c4",
      "type": "creator_content",
      "excerpt": "MAX WIN RAW X10000 CRL | !iphone pro max 13 giveaway",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_torres14x#3162a2fe",
      "type": "creator_content",
      "excerpt": "6000€ BONUS HUNT COM OS HOMIES | 1000€ !giveaway",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_torres14x#4c2f52b0",
      "type": "creator_content",
      "excerpt": "PRIMEIRA LIVE NA NOVA CASA | 2000€ RAW CASH + 1000€ !GIVEAWAY",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_torres14x#02f8d8c4",
      "type": "creator_content",
      "excerpt": "1500€ Raw Cash em Paris com os homies | giveaway 400€ no !telegram !discord",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "twitch_torres14x#089b7a7e",
      "type": "creator_content",
      "excerpt": "CASINO COM OS RAPAZES E BAR ABERTO e !FREESPINS | !DEPO !DISCORD !VPN",
      "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": 0.4,
      "freshness_days": 25,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.4,
      "freshness_days": 25,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.4,
      "freshness_days": 25,
      "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": 25,
      "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": 25,
      "method": "llm_scorer"
    },
    {
      "field": "quality.anomaly_flags",
      "source_type": "heuristic",
      "confidence": 0.5,
      "freshness_days": 12,
      "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": 25,
      "method": "This profile has not been scored yet. The stored value is a placeholder, not a measurement, and is reported as null rather than as a low score.",
      "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": 12,
      "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": 12,
      "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": 12,
    "content_analysed_days_ago": 25,
    "audience_updated_days_ago": 25,
    "generated_at": "2026-10-23T02:01:55.528Z"
  },
  "retrieval": {
    "indexing_requests": 4,
    "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/twitch",
    "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=twitch_torres14x",
    "removal_url": "https://koinonlink.com/claim?k=twitch_torres14x"
  }
}