{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:xiaohongshu_kcjs588",
  "url": "https://koinonlink.com/kol/xiaohongshu/KCJS588",
  "alternate": {
    "html": "https://koinonlink.com/kol/xiaohongshu/KCJS588",
    "json": "https://koinonlink.com/kol/xiaohongshu/KCJS588.json",
    "markdown": "https://koinonlink.com/kol/xiaohongshu/KCJS588.md"
  },
  "identity": {
    "display_name": "AI赋能智慧课程建设",
    "handle": "KCJS588",
    "platform": "xiaohongshu",
    "platform_url": "https://www.xiaohongshu.com/user/profile/66978bdd0000000003032c7b",
    "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": 19400,
    "following": null,
    "posts_total": null,
    "posts_observed": 5,
    "account_age_days": null,
    "posts_per_day": null,
    "verified": false,
    "size_tier": "koc"
  },
  "engagement": {
    "status": "peak_post_only",
    "engagement_rate": null,
    "engagement_rate_basis": null,
    "posts_in_average": null,
    "avg_views_per_post": null,
    "peak_post_engagement_rate": 0.01278,
    "avg_interactions_per_post": null,
    "best_post_interactions": 248,
    "measurement_source": "cn_posts_max",
    "measurement_formula": "likes + comments + shares (douyin) or likes + comments + collects (xiaohongshu), max over observed posts",
    "comparable_pool": "peak_interactions",
    "status_note": "We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.",
    "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": "⛽十二年壹流课程建设经验（覆盖全国）\n⛽累计服务10000+高校老师（课件美化）\n⛽教学数字人1:1克隆超省心（多种语言）\n⛽微课/慕课/精品课/说课/教创赛录制等\n搭建教、学、评、管、一体化教学平台。",
    "topics": [
      "全国高校教师教学创新大赛赛制与备赛攻略",
      "各学科优秀说课/教学创新案例拆解",
      "10分钟PPT汇报结构与视觉呈现技巧",
      "混合式教学设计与课堂实录注意事项",
      "AI赋能智慧课程建设应用场景"
    ],
    "topics_en": [
      "National University Teacher Teaching Innovation Competition rules and preparation guide",
      "Analysis of excellent teaching cases/teaching innovation cases across disciplines",
      "10-minute PPT presentation structure and visual presentation tips",
      "Blended learning design and classroom recording considerations",
      "AI-powered smart course construction application scenarios"
    ],
    "topics_zh": [
      "全国高校教师教学创新大赛赛制与备赛攻略",
      "各学科优秀说课/教学创新案例拆解",
      "10分钟PPT汇报结构与视觉呈现技巧",
      "混合式教学设计与课堂实录注意事项",
      "AI赋能智慧课程建设应用场景"
    ],
    "category": "entertainment",
    "category_label": "Entertainment",
    "subcategory": "edu_science",
    "subcategory_label": "Education & science",
    "category_confidence": 0.8,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Undergraduate university faculty across China, especially those preparing for or planning to participate in the National College Teaching Innovation Competition",
    "roles": [
      "content"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "Limited to 10 minutes for the teaching presentation—how to refine language, avoid vague statements, and clearly highlight innovative elements",
      "Unclear on how to structure a logical narrative (problem → concept → implementation → outcomes) aligned with competition scoring criteria",
      "Struggling to meet judges' expectations in classroom recordings and PPT visual design, lacking high-quality reference examples",
      "Lacking hands-on experience in integrating ideological and political education, designing blended learning approaches, and providing data-driven evidence"
    ],
    "posts_analysed": 41,
    "confidence": 0.75
  },
  "commercial": {
    "audience_buyer_fit": 0.7,
    "promotion_intent": 0.8,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 64,
    "authenticity_basis": "engagement_observed",
    "authenticity_method": "Starts at 60; interactions-per-follower on collected posts then adds or subtracts (large following with near-zero engagement is penalised heavily).",
    "authenticity_comparable_across_platforms": false,
    "credibility_score": 56,
    "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": "authenticity >= 55 AND fit_score >= 0.45 => A; authenticity >= 40 AND fit_score >= 0.3 => 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": "xiaohongshu_kcjs588#12e0f303",
      "type": "creator_content",
      "excerpt": "全国高校教师教创赛通关秘籍！ / 全国高校教创赛通关秘籍｜评委高频提问+精准应答，关键时刻能救场，收藏即赚分！",
      "source_url": "https://www.xiaohongshu.com/user/profile/66978bdd0000000003032c7b",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_kcjs588#cc751225",
      "type": "creator_content",
      "excerpt": "备赛的核心前提的是“知己知彼”，要以赛事评分细则为核心依据，围绕PPT汇报的每一个细节——每一句话、每一组数据、每一张图表 / 基于AI赋能的课程建设场景应用案例分享 / 在人工智能的驱动下",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_kcjs588#af958f47",
      "type": "creator_content",
      "excerpt": "未来的教育将更加个性化",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_kcjs588#14d3362a",
      "type": "creator_content",
      "excerpt": "每个学生都将得到定制化的教学计划和一对一的辅导",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_kcjs588#6695139a",
      "type": "creator_content",
      "excerpt": "这将极大地提高教育质量和效率",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_kcjs588#04c2cc94",
      "type": "creator_content",
      "excerpt": "#智慧课程建设[话题]#  #人工智能[话题]#  #AI课程[ / 揭秘优秀说课《趣聊音乐》汇报案例 / 加强课程思政建设，将课堂教学与思政教育相结合，",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_kcjs588#d6b8cf74",
      "type": "creator_content",
      "excerpt": "将德育与智育相结合，在专业知识科学性、",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "xiaohongshu_kcjs588#9af6daba",
      "type": "creator_content",
      "excerpt": "逻辑性的基础上，宣传知识创造的社会贡献度，",
      "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": 34,
      "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": 34,
      "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": 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": 40,
      "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": 0.5,
      "freshness_days": 0,
      "method": "Starts at 60; interactions-per-follower on collected posts then adds or subtracts (large following with near-zero engagement is penalised heavily).",
      "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": 40,
      "method": "llm_partner_fit_classifier + authenticity >= 55 AND fit_score >= 0.45 => A; authenticity >= 40 AND fit_score >= 0.3 => 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": 40,
      "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": 40,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 34,
    "generated_at": "2026-09-03T18:21:44.681Z"
  },
  "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/xiaohongshu",
    "category_entity": "https://koinonlink.com/product-category/entertainment"
  },
  "license": {
    "terms": "https://koinonlink.com/for-ai",
    "attribution": "Koinon Link",
    "claim_url": "https://koinonlink.com/claim?k=xiaohongshu_kcjs588",
    "removal_url": "https://koinonlink.com/claim?k=xiaohongshu_kcjs588"
  }
}