{ "@context": "https://koinonlink.com/schema/creator/v1.2", "@type": "Creator", "schema_version": "1.2", "id": "koinon:creator:tiktok_llcriticismll", "url": "https://koinonlink.com/kol/tiktok/llcriticismll", "alternate": { "html": "https://koinonlink.com/kol/tiktok/llcriticismll", "json": "https://koinonlink.com/kol/tiktok/llcriticismll.json", "markdown": "https://koinonlink.com/kol/tiktok/llcriticismll.md" }, "identity": { "display_name": "비판적사고", "handle": "llcriticismll", "platform": "tiktok", "platform_url": "https://www.tiktok.com/@llcriticismll", "website": null, "country": "KR", "country_name": "South Korea", "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": 49388, "following": 1191, "posts_total": 496, "posts_observed": 6, "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": "", "topics": [ "KBO棒球反应", "名人新闻与丑闻", "旅行与日语实用信息", "薪资金钱与生活水平", "各类Top榜单与排名" ], "category": "entertainment", "category_label": "Entertainment", "subcategory": "news_media", "subcategory_label": "News & media", "category_confidence": 0.9, "category_source": "derived_from_recent_content" }, "audience": { "status": "present", "status_note": null, "description": "Regular TikTok users in South Korea who enjoy celebrity gossip, KBO baseball reactions, various ranking lists, and life hacks", "roles": [ "consumer" ], "seniority": "consumer", "pain_points": [ "Want quick access to celebrity scandals and controversies", "Follow KBO team performances and fan rants", "Need practical life tips on travel, Japanese phrases, salaries, etc.", "Enjoy discovering rankings and interesting facts through lists" ], "posts_analysed": 40, "confidence": 0.75 }, "commercial": { "audience_buyer_fit": 0.2, "promotion_intent": 0.1, "open_to_collaboration": false, "contact": null, "contact_note": "Koinon does not publish creator contact details." }, "quality": { "authenticity_score": 61, "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": 61, "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_llcriticismll#cf43edac", "type": "creator_content", "excerpt": "2026 시즌 현재 8위까지 떨어진 한화이글스에 대한 야구팬들 반응 #kbo #프로야구 #야구 #한화", "source_url": "https://www.tiktok.com/@llcriticismll", "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "tiktok_llcriticismll#093eb582", "type": "creator_content", "excerpt": "original sound - llcriticismll", "source_url": null, "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "tiktok_llcriticismll#73959759", "type": "creator_content", "excerpt": "The Nutrcracker (Suite, Op. 71A): I. Narration WIth Music", "source_url": null, "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "tiktok_llcriticismll#6b88cc9a", "type": "creator_content", "excerpt": "It is a becoming a big trend on TikTok now! Click here: kbo", "source_url": null, "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "tiktok_llcriticismll#8ef8a1a3", "type": "creator_content", "excerpt": "Check out 비판적사고’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_llcriticismll#285a5fe4", "type": "creator_content", "excerpt": "박수홍 가족이 저지른 민폐 행위 박수홍은 8월 23일 인천에서 괌으로 가는 비행기를 1시간 가량 지연시켰는데 당시 박수홍 가족은 아이가 울음을 몸추지 않아 내리겠다는 의사를 표명하였고 대한항공 측에서는 탑승 포기 절차에 따라 위탁수하물을 항공기에서 내렸다 그런데 아이가 울음을 멈추자 박수홍 가족은 다시 탑승하겠다고 했고 대한항공 측에서도 이를 허용하고 재탑승을 위해 수하물을 다시 싣는 작업을 진행하였다 결국 하차 의사의 번복과 수하물 재처리로 인해 1시간 가량 늦게 출발하게 된 것", "source_url": null, "source_url_note": "Koinon retains one profile-level source URL, not a per-post URL for each excerpt." }, { "evidence_id": "tiktok_llcriticismll#aae6135a", "type": "creator_content", "excerpt": "대한민국을 빠트린 사건 사고 TOP 10 10. 개구리소년 실종 사건 1991년 대구에서 발생한 실종 사건이며 아직까지 해결 못한 미제 사건이다", "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": 43, "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": 43, "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": 43, "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": 43, "content_analysed_days_ago": 0, "audience_updated_days_ago": 0, "generated_at": "2026-09-03T04:21:43.548Z" }, "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/entertainment" }, "license": { "terms": "https://koinonlink.com/for-ai", "attribution": "Koinon Link", "claim_url": "https://koinonlink.com/claim?k=tiktok_llcriticismll", "removal_url": "https://koinonlink.com/claim?k=tiktok_llcriticismll" } }