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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 
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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