# Vironica Polus (@teachervironica) on threads

- id: koinon:creator:threads_teachervironica
- url: https://koinonlink.com/kol/threads/teachervironica
- schema_version: 1.4

## Identity
- platform: threads
- handle: teachervironica
- platform_url: https://www.threads.net/@teachervironica
- website: https://sites.google.com/view/kelas-digital-masteclass/kelas-digital-online
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 5162
- posts_observed: 1
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.03526
- best_post_interactions: 182
- measurement_source: threads_post_likes
- measurement_formula: likes on one post (Threads exposes no reply or repost count on this path)
- 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
- category: software
- subcategory: ai_tools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: AI in education, Google Classroom integration, Custom web apps for schools, Cloud-based educational tools, Teacher productivity automation
- bio: Guru yang memperjuangkan pendidikan melalui teknologi AI dan digital.

## Audience (inferred)
- status: present
- description: School educators and tech-savvy teachers in Indonesia, primarily focused on integrating AI and digital tools into classroom teaching
- roles: content
- seniority: practitioner
- pain_points: Struggling to automate repetitive classroom tasks like attendance and grade tracking, Finding it difficult to securely manage student data while using cloud-based tools, Lacking time to build custom educational apps without technical coding skills
- posts_analysed: 3
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.7
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 50
- authenticity_basis: engagement_observed
- credibility_score: 50
- flagged_for_review: false
- koinon_bd_grade: B — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [threads_teachervironica#8971d358] M𝘂𝗿𝗶𝗱 𝗺𝗮𝗶𝗻 𝗴𝗮𝗺𝗲, 𝘀𝗸𝗼𝗿 𝗮𝘂𝘁𝗼-MASUK 𝘁𝗲𝗿𝘂𝘀 𝗺𝗮𝘀𝘂𝗸 𝗚𝗼𝗼𝗴𝗹𝗲 𝗖𝗹𝗮𝘀𝘀𝗿𝗼𝗼𝗺? 🎮 Hari ni saya cipta inovasi baharu: 𝗚𝗼𝗼𝗴𝗹𝗲 𝗖𝗹𝗮𝘀𝘀𝗿𝗼𝗼𝗺 𝗚𝗮𝗺𝗲 - 𝗣𝗮𝗰𝗡𝗼𝘂𝗻𝘀! 🕹️ Murid buka web app game & login ke game guna ID DELIMa. Murid main ga (https://www.threads.com/@teachervironica/post/DaXsOtykpa1)
- [threads_teachervironica#6e53872d] Aplikasi web berasaskan cloud khas untuk Unit HEM sekolah. 🔥 Kenapa padu? 🛡️ 100% Selamat (Server-side login + data) 📊 Auto-Sync Google Sheet & Drive 📑 Auto-Jana PDF Surat Amaran & Laporan ber-Letterhead rasmi 📱 Mesra Mobile & lancar walau ribuan rekod 💰 Zero Cost! Tanpa ba
- [threads_teachervironica#2a5c122f] Done buatkan siste

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=109, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.5, freshness_days=78, 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. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=109, 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. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=109, method=platform_profile

## Freshness
- profile_checked_days_ago: 109
- content_analysed_days_ago: 78
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 13
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=threads_teachervironica
- Request removal: https://koinonlink.com/claim?k=threads_teachervironica
- Terms: https://koinonlink.com/for-ai