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Onyedikachi Onwurah profile picture

Onyedikachi Onwurah

Am a Health Data Scientist and have 12 years of clinical pharmacy practice

Joined Joined on 
Why Your Healthcare Data Science Portfolio Isn’t Getting Attention

Why Your Healthcare Data Science Portfolio Isn’t Getting Attention

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Why Domain Knowledge Changes Everything in Healthcare ML

Why Domain Knowledge Changes Everything in Healthcare ML

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From Prediction to Decision: The Missing Layer in Healthcare ML Systems

From Prediction to Decision: The Missing Layer in Healthcare ML Systems

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Why Healthcare Data Science Applications Get Ignored

Why Healthcare Data Science Applications Get Ignored

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What Hiring Managers Look for in Healthcare ML Roles

What Hiring Managers Look for in Healthcare ML Roles

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Why Domain Knowledge Is Critical in Healthcare Machine Learning

Why Domain Knowledge Is Critical in Healthcare Machine Learning

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From Prediction to Decision: A Key Shift in Healthcare ML

From Prediction to Decision: A Key Shift in Healthcare ML

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Fairness in Healthcare ML: Beyond Accuracy Metrics

Fairness in Healthcare ML: Beyond Accuracy Metrics

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Model Drift in Healthcare ML: A Practical Deployment Problem

Model Drift in Healthcare ML: A Practical Deployment Problem

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Interpretability in Healthcare ML: Why Black-Box Models Struggle in Practice

Interpretability in Healthcare ML: Why Black-Box Models Struggle in Practice

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Bias in Healthcare Machine Learning: Beyond the Dataset

Bias in Healthcare Machine Learning: Beyond the Dataset

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Why Deployment Fails in Healthcare Machine Learning

Why Deployment Fails in Healthcare Machine Learning

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Why Healthcare ML Models Often Fail at Deployment

Why Healthcare ML Models Often Fail at Deployment

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Understanding Hidden Bias in Healthcare Machine Learning

Understanding Hidden Bias in Healthcare Machine Learning

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A Non-Traditional Path into Healthcare Data Science

A Non-Traditional Path into Healthcare Data Science

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Why I Build Healthcare AI That Clinicians Actually Use

Why I Build Healthcare AI That Clinicians Actually Use

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Scenario-Based Thinking in Healthcare Machine Learning

Scenario-Based Thinking in Healthcare Machine Learning

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Why Model Performance Alone Is Not Enough in Healthcare AI

Why Model Performance Alone Is Not Enough in Healthcare AI

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Population Health Analytics in Practice

Population Health Analytics in Practice

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Why I Build Healthcare AI That Clinicians Actually Use

Why I Build Healthcare AI That Clinicians Actually Use

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Why Healthcare AI Needs Clinicians in the Room

Why Healthcare AI Needs Clinicians in the Room

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Practical AI Use Cases in Healthcare Systems

Practical AI Use Cases in Healthcare Systems

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Common Data Challenges in Healthcare Machine Learning

Common Data Challenges in Healthcare Machine Learning

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Incorporating Clinical Context into Healthcare Machine Learning

Incorporating Clinical Context into Healthcare Machine Learning

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Turning Healthcare Data into Usable Insights: Practical Challenges

Turning Healthcare Data into Usable Insights: Practical Challenges

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Why I Build Healthcare AI That Clinicians Actually Use

Why I Build Healthcare AI That Clinicians Actually Use

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Why Healthcare AI Needs Clinicians in the Room

Why Healthcare AI Needs Clinicians in the Room

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Why Healthcare AI Needs Clinicians in the Room

Why Healthcare AI Needs Clinicians in the Room

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Why Healthcare AI Needs Clinicians in the Room

Why Healthcare AI Needs Clinicians in the Room

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Building Healthcare AI That Doesn't Break at 3 AM

Building Healthcare AI That Doesn't Break at 3 AM

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Building Healthcare AI That Doesn't Break at 3 AM

Building Healthcare AI That Doesn't Break at 3 AM

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Challenges of Building Machine Learning Models with Healthcare Data

Challenges of Building Machine Learning Models with Healthcare Data

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What Makes Healthcare Machine Learning Different from Other ML Projects

What Makes Healthcare Machine Learning Different from Other ML Projects

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Building Healthcare AI That Doesn't Break at 3 AM

Building Healthcare AI That Doesn't Break at 3 AM

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Why Healthcare AI Needs Clinicians in the Room

Why Healthcare AI Needs Clinicians in the Room

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Why Context Is the Missing Feature in Healthcare AI

Why Context Is the Missing Feature in Healthcare AI

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Engineering for Clinical Reality

Engineering for Clinical Reality

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Why Healthcare AI Needs Clinicians in the Room

Why Healthcare AI Needs Clinicians in the Room

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Why Understanding Data Generation Matters in Healthcare Machine Learning

Why Understanding Data Generation Matters in Healthcare Machine Learning

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Machine Learning in Healthcare Requires Understanding How Data Is Created

Machine Learning in Healthcare Requires Understanding How Data Is Created

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Healthcare Machine Learning Requires More Than Good Models

Healthcare Machine Learning Requires More Than Good Models

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Building Machine Learning Systems That Work in Healthcare

Building Machine Learning Systems That Work in Healthcare

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Managing Model Drift in Healthcare Machine Learning

Managing Model Drift in Healthcare Machine Learning

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Governance Is the Backbone of Healthcare AI

Governance Is the Backbone of Healthcare AI

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When Correlation Misleads Healthcare AI

When Correlation Misleads Healthcare AI

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Evaluating Clinical ML as an Intervention, Not Just a Model

Evaluating Clinical ML as an Intervention, Not Just a Model

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The Clinical Translator: An Overlooked Role in Healthcare ML

The Clinical Translator: An Overlooked Role in Healthcare ML

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Designing Decision-Aware Clinical Machine Learning Systems

Designing Decision-Aware Clinical Machine Learning Systems

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Handling Distribution Shift in Clinical Machine Learning

Handling Distribution Shift in Clinical Machine Learning

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Why Calibration Matters More Than You Think in Clinical ML

Why Calibration Matters More Than You Think in Clinical ML

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Beyond Accuracy: What Clinical Machine Learning Actually Requires

Beyond Accuracy: What Clinical Machine Learning Actually Requires

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From Pharmacy Floors to Precision Medicine Models

From Pharmacy Floors to Precision Medicine Models

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