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Project Corona

COVID-19: Calculate the Risk

“As sterile as the space. Let’s crush the black swan back on earth”

Project leader

Tony, K.P. Yap

Jens Martensson

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What is Project Corona ?

Project Corona is an experimental, proof-of-concept research on COVID19 risk management model which has the potentials to develop into end-user applications to predict COVID19 risk and guide infection control strategies globally

The prediction model utilizes advance data analytics, AI machine learning, NASA data and health risk models of infectious diseases

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Jens Martensson

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Predictive models

Applications

Via API

Infection risk

Personal health risk

Environmental risk

Social risk

Policy risk

Methodology

Jens Martensson

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Predictive model

Validating and integrating risk factors for accurate predictive model using machine learning

    • Personal health risk (age, sex, cormorbities, vaccination status, duration, etc) Example of data resources: JHU COVID-19 Dashboard, MOH Malaysia, etc

    • Infection risk (case incidence, case prediction, R-naught, mortality rate, ICU rate, etc). Example of data resources : JHU COVID-19 Dashboard, MOH Malaysia, etc

    • Environmental risk (atmospheric condition, climate variability, etc). Example of data resources: GES DISC, NASA SEDAC, NASA GIOVANNI , etc)

    • Policy risk (SOPs, mask mandate, lockdown, vaccination rate, etc). Example of data resources (MOH Malaysia, CSA Canada, etc)

    • Social risk (mobility, traffic, nighlights, airports/ports etc). Example of data resources (MOH Malaysia, EO dash board, NASA Earth Data, etc)

    • Application via API (with user input data and GPS enabled data)

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Jens Martensson

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Proof-of-concept of infection risk (2) prediction ��Global COVID19 cases prediction with AI using FB Prophet

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Jens Martensson

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Proof-of-concept of personal health risk (1) prediction ��Personal health risk categorization (predictor) for COVID19 severe case and death using data mining (Weka)��- validate regional and country-specific data (test data – China, Hubei)�- corroborate with personal health risk data from open source (Canadian Gov COVID19 website)��Example of test conclusion – comorbidities, age and symptoms are major risk factors (must be weighted heavily in COVID19 risk predictive model

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Jens Martensson

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Thank You

Tony, K.P. Yap

tonyyap@socralytics.com

“Science and tech inspire”

Jens Martensson