{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:douyin_99122885129",
  "url": "https://koinonlink.com/kol/douyin/99122885129",
  "alternate": {
    "html": "https://koinonlink.com/kol/douyin/99122885129",
    "json": "https://koinonlink.com/kol/douyin/99122885129.json",
    "markdown": "https://koinonlink.com/kol/douyin/99122885129.md"
  },
  "identity": {
    "display_name": "AI学习机测评·温妮老师揭真相",
    "handle": "99122885129",
    "platform": "douyin",
    "platform_url": "https://www.douyin.com/user/MS4wLjABAAAAmOuw5lk0XOhSHSR1FQvFrXMlOg6yJZUGr-HsimZox14",
    "website": null,
    "country": "CN",
    "country_name": "China",
    "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": 36973,
    "following": null,
    "posts_total": null,
    "posts_observed": 42,
    "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": "🙆【学习机测评)\n 📚7年测机、拆机、各种教材版本测试50+台·帮助2 w-家庭选择合适学习机 \n🔅学习机没有好坏之分 因材施教 选对最重要 避免智商税 \n✅私信【年级+预算】1 v 1推荐省心机型 \n✅持续分享优秀优质教育资源 \n✅品牌官方合作 正品保障 假一赔十官方售后 \n🔆愿每个宝贝眼里有光，脚下有路!",
    "topics": [
      "小猿学习机测评与选购",
      "不同年级学习机推荐",
      "中高考学习机助力",
      "直播促销活动",
      "学习机 vs 传统辅导"
    ],
    "topics_en": [
      "XueYuan Learning Machine review and buying guide",
      "Learning machine recommendations for different grades",
      "Helping with middle and high school entrance exams with learning machines",
      "Live stream promotion events",
      "Learning machines vs traditional tutoring"
    ],
    "topics_zh": [
      "小猿学习机测评与选购",
      "不同年级学习机推荐",
      "中高考学习机助力",
      "直播促销活动",
      "学习机 vs 传统辅导"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "ai_tools",
    "subcategory_label": "AI tools / agents",
    "category_confidence": 0.85,
    "category_source": "derived_from_discovery_path"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Parents of primary and secondary school students, especially those with children in grades 1-12 facing homework help challenges and the pressure of middle/high school entrance exams",
    "roles": [
      "consumer"
    ],
    "seniority": "consumer",
    "pain_points": [
      "Spending too much time and energy helping with homework, feeling overwhelmed",
      "Unsure which learning device actually works, afraid of making the wrong purchase",
      "Worried about their child falling behind academically and wanting a shortcut to catch up",
      "Lacking sufficient resources and effective strategies for middle and high school entrance exam preparation"
    ],
    "posts_analysed": 24,
    "confidence": 0.6
  },
  "commercial": {
    "audience_buyer_fit": 0.2,
    "promotion_intent": 0.6,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 58,
    "authenticity_basis": "platform_default",
    "authenticity_method": "Fixed value 58, pending engagement collection. Not a measurement.",
    "authenticity_comparable_across_platforms": false,
    "credibility_score": 51,
    "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_only",
      "formula": "fit_score >= 0.5 => A; >= 0.35 => B; else C. authenticity is not an input.",
      "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": "douyin_99122885129#928462c1",
      "type": "creator_content",
      "excerpt": "在教育届工作这么多年的我，在选学习机这方面，我还是推荐小猿！ #小猿T4学习机 #小猿 #学习机",
      "source_url": "https://www.douyin.com/user/MS4wLjABAAAAmOuw5lk0XOhSHSR1FQvFrXMlOg6yJZUGr-HsimZox14",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "douyin_99122885129#c46b4d9a",
      "type": "creator_content",
      "excerpt": "@AI学习机测评·温妮老师揭真相创作的原声",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "douyin_99122885129#5e51ffe2",
      "type": "creator_content",
      "excerpt": "#小猿T4学习机 #小猿 #学习机",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "douyin_99122885129#48c1e7d6",
      "type": "creator_content",
      "excerpt": "小猿T4学习机和小猿P40到底应该怎么选？ #小猿T4学习机 #小猿 #学习机",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "douyin_99122885129#c7fb099d",
      "type": "creator_content",
      "excerpt": "小初高不同年级应该怎么选学习机呢？来直播间我帮你选 #小猿T4学习机 #学习机 #小猿",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "douyin_99122885129#846ffb63",
      "type": "creator_content",
      "excerpt": "#小猿T4学习机 #学习机 #小猿",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "douyin_99122885129#93f995b2",
      "type": "creator_content",
      "excerpt": "1-6年级",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "douyin_99122885129#c82c83a5",
      "type": "creator_content",
      "excerpt": "7-9年级",
      "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": 0.6,
      "freshness_days": 34,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.roles",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 34,
      "method": "llm_persona_from_recent_content",
      "note_ref": "llm_persona_from_recent_content"
    },
    {
      "field": "audience.seniority",
      "source_type": "ai_inferred",
      "confidence": 0.6,
      "freshness_days": 34,
      "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": 10,
      "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": "Fixed value 58, pending engagement collection. Not a measurement.",
      "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": 10,
      "method": "llm_partner_fit_classifier + fit_score >= 0.5 => A; >= 0.35 => B; else C. authenticity is not an input.",
      "note": "Koinon partner-outreach fit, not creator quality."
    },
    {
      "field": "reach.followers",
      "source_type": "observed",
      "confidence": 0.95,
      "freshness_days": 10,
      "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": 10,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 34,
    "generated_at": "2026-09-03T16:21:36.622Z"
  },
  "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/douyin",
    "category_entity": "https://koinonlink.com/product-category/software"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=douyin_99122885129",
    "removal_url": "https://koinonlink.com/claim?k=douyin_99122885129"
  }
}