Universal Digital Health

Universal Digital Health

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Educational lectures and explainers on digital health policy, EHR/HL7/FHIR interoperability, analytics, and implementation.

1.4.2 Loss Aversion & Framing | Masters in Health Economics
VideoApr 27, 2026

1.4.2 Loss Aversion & Framing | Masters in Health Economics

The video introduces loss aversion and framing as core concepts of prospect theory, contrasting them with the traditional expected‑utility model that treats patients as perfectly rational agents. It explains the prospect‑theory value function—reference dependence, diminishing sensitivity, and a steeper slope...

By Universal Digital Health
1.3.7 Advanced Methods, Econometrics for Health | Masters in Health Economics
VideoApr 27, 2026

1.3.7 Advanced Methods, Econometrics for Health | Masters in Health Economics

The lecture introduces advanced econometric tools—panel‑data estimators and the synthetic control method (SCM)—as essential for rigorous health‑policy evaluation. It contrasts fixed‑effects (FE) models, which purge all time‑invariant unobserved characteristics by focusing on within‑unit changes, with random‑effects (RE) models that assume...

By Universal Digital Health
Lecture 3.0.9: Rule Based vs ML CDS Architectures, FHIR R4, CDS Hooks, SMART on FHIR
VideoApr 25, 2026

Lecture 3.0.9: Rule Based vs ML CDS Architectures, FHIR R4, CDS Hooks, SMART on FHIR

The lecture introduces modern clinical decision support (CDS) architectures, covering rule‑based versus machine‑learning models, and the enabling standards of FHIR R4, CDS Hooks, and SMART on FHIR. It outlines the evolution from paper‑based guidelines (Gen 1) to hard‑coded EHR logic (Gen 2), interoperable...

By Universal Digital Health
Lecture 3.0.3: Relation Extraction & Assertion Status, Evaluation
VideoApr 24, 2026

Lecture 3.0.3: Relation Extraction & Assertion Status, Evaluation

This lecture introduces advanced clinical natural language processing, emphasizing relation extraction, assertion status, and robust evaluation methods. While named entity recognition isolates medical terms, relation extraction connects entities—such as linking a medication to its dosage or a test result to...

By Universal Digital Health
Lecture 2.3.6 | Signal Processing for Biosignals | Masters in Medical Robotics
VideoApr 24, 2026

Lecture 2.3.6 | Signal Processing for Biosignals | Masters in Medical Robotics

The lecture introduces signal processing as the essential bridge between raw physiological measurements and actionable medical insight. It explains that biosignals—electrical traces from the heart, brain, and muscles—are inherently noisy, requiring sophisticated cleaning before clinicians can trust them. Key concepts include...

By Universal Digital Health
2.1 Policy Autopsy Framework | Masters in Health Economics
VideoApr 24, 2026

2.1 Policy Autopsy Framework | Masters in Health Economics

The lecture introduces the policy autopsy framework, a systematic method for dissecting why health policies succeed or fail. By applying five analytical lenses—economic, political, fiscal, equity, and implementation—students learn to assess decisions, resource use, and barriers in a structured way. Key...

By Universal Digital Health
Lecture: 3.0.1: Clinical Note Structure & De Identification
VideoApr 22, 2026

Lecture: 3.0.1: Clinical Note Structure & De Identification

The lecture introduces the anatomy of clinical notes and the challenges of processing noisy electronic health record (EHR) narratives. It emphasizes the SOAP structure—Subjective, Objective, Assessment, Plan—as the foundational format for documenting patient encounters, and outlines common sources of textual...

By Universal Digital Health
Lecture 1.2.5.D | Data Validation & Pydantic in Python | Health Data Science
VideoApr 22, 2026

Lecture 1.2.5.D | Data Validation & Pydantic in Python | Health Data Science

The lecture introduces data validation fundamentals and demonstrates how Pydantic streamlines validation in Python, especially for health‑data pipelines. Hamza explains why raw inputs from users, APIs, or databases must be vetted to prevent downstream errors, security risks, and poor machine‑learning...

By Universal Digital Health
Lecture 2.1.6 | Subscription vs Transactional Revenue Models | Masters in Medical Entrepreneurship
VideoApr 22, 2026

Lecture 2.1.6 | Subscription vs Transactional Revenue Models | Masters in Medical Entrepreneurship

The lecture contrasts two primary revenue structures—subscription and transactional—explaining how each shapes cash flow, customer interaction, and growth strategy. Subscription models rely on recurring payments, offering firms stable income, tiered pricing, and opportunities for upselling, while transactional models depend on...

By Universal Digital Health
Lecture 1.1.3 | Price Collection | Masters in Health Economics
VideoApr 22, 2026

Lecture 1.1.3 | Price Collection | Masters in Health Economics

The lecture introduces price collection as the backbone of health‑economic evaluations, emphasizing that inaccurate monetary inputs can invalidate cost‑effectiveness results. It frames price gathering as a systematic, "bad work" that must be done meticulously before any model is built. Key insights...

By Universal Digital Health
Lecture 1.1.2 | Costing Methods | Masters in Health Economics
VideoApr 22, 2026

Lecture 1.1.2 | Costing Methods | Masters in Health Economics

The lecture introduces health‑economics costing methods, contrasting top‑down aggregate approaches with bottom‑up micro‑costing. Using a new $2 million robotic surgery unit as a case study, the instructor shows why simple division of purchase price by procedure count is insufficient, highlighting hidden...

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Lecture 2.1.5 | B2B2C Business Model in Healthcare | Masters in Medical Entrepreneurship
VideoApr 20, 2026

Lecture 2.1.5 | B2B2C Business Model in Healthcare | Masters in Medical Entrepreneurship

The lecture introduces the B2B2C (business‑to‑business‑to‑consumer) model, explaining how it blends manufacturing or service creation with a partner’s consumer‑facing platform, a structure increasingly common in health‑tech and other sectors. The instructor outlines a three‑step flow: a producer creates a product, partners...

By Universal Digital Health
Lecture 1.2.4 | Lecture Pooling and Allocation
VideoApr 20, 2026

Lecture 1.2.4 | Lecture Pooling and Allocation

The lecture focused on how countries manage health‑care financing through risk‑pooling and resource allocation, outlining the mechanics of collecting contributions, forming a common fund, and purchasing services. It contrasted large, unified pools with fragmented local schemes, emphasizing that broader pools...

By Universal Digital Health
Lecture 1.2.1 | Python for Healthcare Data | Masters in Medical Robotics
VideoApr 19, 2026

Lecture 1.2.1 | Python for Healthcare Data | Masters in Medical Robotics

The first lecture of the Masters in Medical Robotics program introduces Python as the core tool for handling the massive, heterogeneous data streams generated by modern healthcare systems and surgical robots. It outlines the course’s three goals: understanding Python’s prevalence,...

By Universal Digital Health
Lecture 2.1.2 | Healthcare Revenue Streams Strategy (Part B) | Masters in Medical Entrepreneurship
VideoApr 19, 2026

Lecture 2.1.2 | Healthcare Revenue Streams Strategy (Part B) | Masters in Medical Entrepreneurship

The lecture outlines a structured strategy for healthcare professionals to build multiple revenue streams, moving from core clinical work to digital assets and long‑term investments. It emphasizes that expanding market access—through telemedicine, online meal plans, or virtual therapy—allows providers to...

By Universal Digital Health
Lecture 2.1.1 | Multi-Stream Revenue Models (Part A) | Masters in Medical Entrepreneurship
VideoApr 19, 2026

Lecture 2.1.1 | Multi-Stream Revenue Models (Part A) | Masters in Medical Entrepreneurship

The lecture introduces multi‑stream revenue models as a core component of advanced business strategy, emphasizing that a single income source leaves firms vulnerable to market shifts. It outlines the module’s agenda: defining revenue streams, mapping a phased diversification approach, exploring...

By Universal Digital Health
Lecture 1.2.5.F | Containers, Images & DockerHub | Health Data Science
VideoApr 17, 2026

Lecture 1.2.5.F | Containers, Images & DockerHub | Health Data Science

The lecture introduces Docker as a foundational tool for modern AI, data science, and backend development, covering containers, images, Docker Hub, and Docker Desktop. It explains why developers need Docker to overcome the classic "works on my machine" dilemma by...

By Universal Digital Health
Lecture 1.2.5.C | Python Testing & PyTest Tutorial | Health Data Science
VideoApr 17, 2026

Lecture 1.2.5.C | Python Testing & PyTest Tutorial | Health Data Science

The lecture introduces software testing fundamentals and demonstrates how the PyTest framework streamlines testing for Python developers, especially in health data‑science contexts. Key points include why testing matters—catching bugs early, boosting confidence, and safeguarding code during updates—and how PyTest simplifies repetitive...

By Universal Digital Health
Lecture 1.2.5.A | Python Environments Explained (Venv & Conda) | Health Data Science
VideoApr 17, 2026

Lecture 1.2.5.A | Python Environments Explained (Venv & Conda) | Health Data Science

The video introduces Python environments, explaining they are isolated spaces that contain a specific Python interpreter and required libraries for each project. Hamza contrasts three environment types—global, virtual (venv) and Conda—highlighting that global installs cause version clashes, while virtual environments prevent...

By Universal Digital Health
Perspective Lenses & Policy Brief Teaser | Masters in Health Economics
VideoApr 3, 2026

Perspective Lenses & Policy Brief Teaser | Masters in Health Economics

The session introduced a health‑economics framework that dissects a single $71 delivery into four distinct cost lenses—provider, patient, payer, and societal—to illustrate how perspective reshapes perceived expense. Key data reveal the provider’s narrow cash cost at $26, excluding donated inputs; patients...

By Universal Digital Health
Lecture 1.2.4B | AI, Cybersecurity & Real-Time Health Systems | Masters in Medical Entrepreneurship
VideoMar 10, 2026

Lecture 1.2.4B | AI, Cybersecurity & Real-Time Health Systems | Masters in Medical Entrepreneurship

The lecture explores how artificial intelligence, cybersecurity, and real‑time health technologies intersect to reshape modern medical entrepreneurship. It outlines the growing reliance on digital infrastructure—ranging from network protection to wearable sensors—and argues that AI‑driven solutions are essential for safeguarding sensitive...

By Universal Digital Health
Lecture 1.2.4A | AI & Technology Integration in Healthcare | Masters in Medical Entrepreneurship
VideoMar 9, 2026

Lecture 1.2.4A | AI & Technology Integration in Healthcare | Masters in Medical Entrepreneurship

The lecture titled “AI & Technology Integration in Healthcare” introduces how connecting artificial‑intelligence models with existing digital infrastructure turns theoretical algorithms into actionable clinical tools. Shanfa explains that AI alone—just code and models—cannot function without access to databases, networks, sensors, and...

By Universal Digital Health
Lecture 1.1.4B | Healthcare Funding & Startup Failure (Part B) | Masters in Medical Entrepreneurship
VideoMar 3, 2026

Lecture 1.1.4B | Healthcare Funding & Startup Failure (Part B) | Masters in Medical Entrepreneurship

The lecture dissects the unique financing trajectory of healthcare startups, emphasizing that capital must flow slower, deeper, and with heightened risk awareness compared with consumer tech. It outlines the funding ladder—from $10K‑$100K pre‑seed idea validation, through $100K‑$2M seed pilots, to...

By Universal Digital Health
Lecture 1.1.4A | Healthcare Regulation & FDA Pathways (Part A) | Masters in Medical Entrepreneurship
VideoMar 2, 2026

Lecture 1.1.4A | Healthcare Regulation & FDA Pathways (Part A) | Masters in Medical Entrepreneurship

The lecture explains why healthcare innovation diverges from consumer tech, emphasizing that regulatory approval, funding realities, and clinical constraints shape a startup’s fate. It walks through FDA device pathways, digital‑health software rules, and the differing landscapes of high‑income versus low‑...

By Universal Digital Health