{
  "@context": "https://koinonlink.com/schema/creator/v1.3",
  "@type": "Creator",
  "schema_version": "1.3",
  "id": "koinon:creator:youtube_aicampll",
  "url": "https://koinonlink.com/kol/youtube/aicampll",
  "alternate": {
    "html": "https://koinonlink.com/kol/youtube/aicampll",
    "json": "https://koinonlink.com/kol/youtube/aicampll.json",
    "markdown": "https://koinonlink.com/kol/youtube/aicampll.md"
  },
  "identity": {
    "display_name": "AIキャンプ / 中村俊也",
    "handle": "aicampll",
    "platform": "youtube",
    "platform_url": "https://www.youtube.com/@aicampll",
    "website": null,
    "country": "JP",
    "country_name": "Japan",
    "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": 16100,
    "following": null,
    "posts_total": null,
    "posts_observed": 37,
    "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": "このチャンネルは、話題の生成AI・ChatGPTをビジネスに活用する方法をお届けしています。 単なる情報ではなく、できるだけ「 ...",
    "topics": [
      "生成AIツール比較（ChatGPT/Claude/Gemini）",
      "教育×生成AIの活用法",
      "非エンジニア向けAIプログラミング（Claude Artifacts）",
      "動画生成AI・AIアバター（HeyGen/Runway/Kn1ght）",
      "AIの限界と可能性・共創学習"
    ],
    "topics_en": [
      "Generative AI tool comparison (ChatGPT/Claude/Gemini)",
      "Education x Generative AI applications",
      "AI programming for non-engineers (Claude Artifacts)",
      "Video generation AI & AI avatars (HeyGen/Runway/Kn1ght)",
      "AI limitations and possibilities & co-creation learning"
    ],
    "topics_zh": [
      "生成AIツール比較（ChatGPT/Claude/Gemini）",
      "教育×生成AIの活用法",
      "非エンジニア向けAIプログラミング（Claude Artifacts）",
      "動画生成AI・AIアバター（HeyGen/Runway/Kn1ght）",
      "AIの限界と可能性・共創学習"
    ],
    "category": "software",
    "category_label": "Software",
    "subcategory": "ai_tools",
    "subcategory_label": "AI tools / agents",
    "category_confidence": 0.95,
    "category_source": "derived_from_recent_content"
  },
  "audience": {
    "status": "present",
    "status_note": null,
    "description": "Educators, non-technical professionals, and business users looking to leverage generative AI/ChatGPT for education, business, and content creation",
    "roles": [
      "general_ai"
    ],
    "seniority": "practitioner",
    "pain_points": [
      "I want to use AI for coding and lesson development, but I'm not a programmer",
      "I'm overwhelmed by the rapid evolution of video and image generation AI tools and don't know which to use when",
      "I want to understand the limitations and weaknesses of outputs from ChatGPT, Claude, and similar tools to apply them effectively in real work",
      "I need concrete, actionable steps on how to integrate AI into classrooms or business workflows"
    ],
    "posts_analysed": 43,
    "confidence": 0.75
  },
  "commercial": {
    "audience_buyer_fit": 0.8,
    "promotion_intent": 0.9,
    "open_to_collaboration": false,
    "contact": null,
    "contact_note": "Koinon does not publish creator contact details."
  },
  "quality": {
    "authenticity_score": 47,
    "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": 47,
    "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": "youtube_aicampll#21af9b4a",
      "type": "creator_content",
      "excerpt": "【衝撃】自分の分身AIアバターと話せる！「HeyGen Interactive Avatar」がめちゃくちゃすごい！④ #shorts",
      "source_url": "https://www.youtube.com/@aicampll",
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_aicampll#c8e6249b",
      "type": "creator_content",
      "excerpt": "【AI文章の本質④】ChatGPTが書く文章の強みや弱みを見極めるべし！ #shorts",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_aicampll#044e1685",
      "type": "creator_content",
      "excerpt": "【AI文章の本質③】ChatGPTなど生成AIの発展には「マルチモーダル学習」が必要 #shorts",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_aicampll#60601548",
      "type": "creator_content",
      "excerpt": "【AI文章の本質②】生成AIの文章には体験や感情がない！ #shrots",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_aicampll#3f329283",
      "type": "creator_content",
      "excerpt": "【AI文章の本質①】ChatGPTや生成AIが作る文章の限界と可能性に迫る！ #shorts",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_aicampll#a797108c",
      "type": "creator_content",
      "excerpt": "【教育×生成ＡＩ⑥】AI・ChatGPT時代に教育現場が取るべきアクションプラン３選 #shorts",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_aicampll#281a9798",
      "type": "creator_content",
      "excerpt": "【教育×生成ＡＩ⑤】ChatGPTは教育や学習のAIアシスタントになる #shorts",
      "source_url": null,
      "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt."
    },
    {
      "evidence_id": "youtube_aicampll#fede3e11",
      "type": "creator_content",
      "excerpt": "【教育×生成ＡＩ④】AI時代だからこそ、教師の役割は大きくなる! #shorts",
      "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": 7,
      "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": 7,
      "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": 7,
      "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": 7,
    "content_analysed_days_ago": 0,
    "audience_updated_days_ago": 34,
    "generated_at": "2026-09-03T18:22:14.632Z"
  },
  "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/youtube",
    "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=youtube_aicampll",
    "removal_url": "https://koinonlink.com/claim?k=youtube_aicampll"
  }
}