# Joaquim Sá Couto, MD MBA (@joaquimsacouto) on x

- id: koinon:creator:x_joaquimsacouto
- url: https://koinonlink.com/kol/x/joaquimsacouto
- schema_version: 1.4

## Identity
- platform: x
- handle: joaquimsacouto
- platform_url: https://twitter.com/joaquimsacouto
- website: https://sites.google.com/view/civilizationbi/home?authuser=0
- country: Portugal
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 3774
- following: 658
- posts_total: 112639
- posts_observed: 13
- posts_per_day: 24.25
- account_age_days: 4645
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00026
- best_post_interactions: 1
- 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: entertainment
- subcategory: news_media
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Portuguese politics and media criticism, Government and institutional distrust, COVID-19 and vaccine-related health topics, International geopolitics (Trump, Ukraine, Israel)
- bio: MD | MBA
Order enough to plan. Freedom enough to evolve.
Creator of the CIVILIZATIONAL BALANCING INDEX - CBI
CBI = (U * E / 100) * (1 - |U - E| / 100)

## Audience (inferred)
- status: present
- description: Portuguese-speaking general audience interested in politics, media criticism, and current events
- roles: none
- seniority: consumer
- pain_points: Distrust in mainstream media and government narratives, Frustration with economic and societal issues in Portugal, Concerns over international conflicts and health misinformation
- posts_analysed: 16
- confidence: 0.6

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

## Quality signals
- authenticity_score: 71
- authenticity_basis: engagement_observed
- credibility_score: 71
- 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_joaquimsacouto#36fbcc16] Favors, in fact, to me, government is nothing but a huge favor machine - Karen Kwiatkowski https://t.co/vK6X9abB8E (https://twitter.com/joaquimsacouto/status/2067141737508724982)
- [x_joaquimsacouto#52a0aed4] O vigarista que é diretor do EXPESSO resolveu escrever uma avalanche de patetices que se sumarizam na expressão "nem tudo são números" em crítica ao trabalho "Desbloquear o crescimento de Portugal" que se referiu como sendo do «James Robinson e o outro autor». É isto o Expresso -
- [x_joaquimsacouto#a218ff1b] Uma crítica catastrófica a uma catástrofe silenciosa @expresso Há um velho princípio da medicina que diz que um diagnóstico duro não é um insulto ao doente. Dizer a alguém que tem uma doença grave não significa desistir dele; significa acreditar que ainda vale a pena tratá-lo. Fo
- [x_joaquimsacouto#a63372c2] 1/2 Director do Expresso "bota abaixo" estudo de Nuno Palma e James Robinson - Desbloquear Portugal. JVP diz que Portugal é um íman para as elites internacionais. https://t.co/SFqhtJCVv8
- [x_joaquimsacouto#78c6605a] Portugal é um íman para quem está farto de sociedades e pessoas que só se movem pelo dinheiro - Expresso https://t.co/eYD4OyHFeX
- [x_joaquimsacouto#bb7886fe] https://t.co/g7kjamlCan
- [x_joaquimsacouto#d1c2bdae] 1755 https://t.co/x58ke309Sw
- [x_joaquimsacouto#015ea671] A infantilização dos internos da PwC? https://t.co/7dOypvInaL

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

- audience.description: source_type=ai_inferred, confidence=0.6, freshness_days=76, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=76, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=76, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=76, 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=76, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=120, 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=76, 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=120, 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=120, method=platform_profile

## Freshness
- profile_checked_days_ago: 120
- content_analysed_days_ago: 76
- audience_updated_days_ago: 76

## AI retrieval
- indexing_requests: 11
- 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_joaquimsacouto
- Request removal: https://koinonlink.com/claim?k=x_joaquimsacouto
- Terms: https://koinonlink.com/for-ai