# Malke Asaad (@malkeasaad) on x

- id: koinon:creator:x_malkeasaad
- url: https://koinonlink.com/kol/x/malkeasaad
- schema_version: 1.4

## Identity
- platform: x
- handle: malkeasaad
- platform_url: https://twitter.com/malkeasaad
- website: http://malkeasaad.ctcin.bio/
- country: SY
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 14074
- following: 529
- posts_total: 3343
- posts_observed: 9
- posts_per_day: 0.643
- account_age_days: 5198
- verified: true
- size_tier: koc

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00099
- best_post_interactions: 14
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- 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
- category_confidence: 0.8
- category_source: derived_from_discovery_path
- topics: USMLE exam prep, ERAS application process, Medical education resources, Immunology review, Plastic surgery residency application
- bio: Plastic Surgery Resident #MedEd #Syrian🇸🇾🏳️‍🌈🎹🎶🏖✈🏓🎾⛹️‍♂️🧑🏼‍⚕️🧑🏼‍🍳👨 opinions=my own. Run by TMG

## Audience (inferred)
- status: present
- description: Medical students and surgical residents preparing for USMLE and residency applications, especially in plastic surgery
- roles: general_ai
- seniority: learner
- pain_points: Struggling to organize and complete ERAS application on time, Feeling overwhelmed by the volume of high-yield immunology content needed for USMLE, Lacking access to structured, free review sessions that cover key topics efficiently
- posts_analysed: 2
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.2
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 70
- authenticity_basis: engagement_observed
- credibility_score: 85
- flagged_for_review: false
- koinon_bd_grade: C — 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
- [x_malkeasaad#21278fab] Submitting your ERAS application? Make sure you've checked these off first. ✅ A strong application isn't built at the last minute. Plan ahead by: 📌 Completing your USMLE exams early 📌 Finishing your USCE 📌 Requesting your letters of recommendation well in advance 📌 Starting y (https://twitter.com/malkeasaad)
- [x_malkeasaad#2557dcdf] #FREEWEBINAR 📋 Immunology High-Yield Review 🎓 USMLE Webinar 👨‍🏫 Speaker: Dr. Khairy 📅 Date: Saturday, August 8, 2026 🕙 Time: 11:00 AM EST Master high-yield immunology

## 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=21, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=77, 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=77, 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=77, 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: 77
- audience_updated_days_ago: 21

## AI retrieval
- indexing_requests: 8
- 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=x_malkeasaad
- Request removal: https://koinonlink.com/claim?k=x_malkeasaad
- Terms: https://koinonlink.com/for-ai