Mithras Health

The journal · 50 field notes

Field notes from the dawn of patient-mediated research.

Plain-language pieces on who owns health data, how privacy machinery actually works, what the standards and laws permit, and how chronic-disease research gets faster when patients hold the keys. Evidence first, no hype.

FIG. J0 · the journal, mappedindex · every section
RIGHTS · 08 PRIVACY · 08 STANDARDS · 08 REGULATION · 08 RESEARCH · 08 CONDITIONS · 06 PRINCIPLES · 04

50 field notes · 7 sections · plain language

The journal holds 50 field notes across 7 sections: Patient rights (8), Privacy & de-identification (8), Standards & interoperability (8), Regulation worldwide (8), Research methods (8), Chronic conditions (6), Principles (4).

№ 01 Patient rights

Should patients be paid when research uses their data?

Should patients be paid for health data? The case for participation fees, the honest counterarguments, and why IRB-approved fair-market fees are a middle path.

May 29, 2026 · 5 min read
№ 02 Privacy & de-identification

k-anonymity, explained with a hospital waiting room

What k-anonymity means, why k ≥ 5 is a common floor in health data, and how the waiting-room test makes a 2002 idea easy to reason about.

May 12, 2026 · 4 min read
№ 03 Research methods

Why most clinical trials miss enrollment deadlines — and what fixes it

Why clinical trial recruitment fails so often, what the enrollment funnel wastes, and how consented, phenotyped patient data turns recruiting into matching.

May 19, 2026 · 5 min read
№ 04 Chronic conditions

Six specialists, six portals: the fragmentation problem in chronic disease

Why medical records end up scattered across multiple providers in chronic disease, what fragmentation costs patients and research, and the realistic fix.

June 9, 2026 · 5 min read
№ 05 Standards & interoperability

SMART on FHIR: the app-store model for health records

SMART on FHIR apps explained: how OAuth2 and FHIR scopes let health apps plug into any EHR, and why scoped access matters for research consent.

June 8, 2026 · 5 min read
№ 06 Research methods

Real-world evidence: when routine care data becomes research

What real-world evidence (RWE) is, how it differs from real-world data, what the FDA framework permits, and where routine care data beats or trails trials.

June 8, 2026 · 5 min read
№ 07 Privacy & de-identification

Why small numbers are dangerous: small-cell suppression in health statistics

Small cell suppression in health data, explained: why tiny counts identify real people, where thresholds like 5 and 11 come from, and how k floors extend it.

June 7, 2026 · 5 min read
№ 08 Patient rights

What revocable consent really means — and why most 'consent' isn't

Revocable consent for health data, explained: stopping future use as fast as a yes, keeping the audit intact, and being honest about published aggregates.

June 6, 2026 · 5 min read
№ 09 Chronic conditions

Your medical paper trail is a research asset. Treat it like one

How to organize medical records for chronic illness: complete copies, machine-readable formats, and a consistent symptom log that doubles as research data.

June 5, 2026 · 5 min read
№ 10 Research methods

Decentralized clinical trials: research that comes to the patient

What decentralized clinical trials are, how eConsent, wearables, and home visits work, and why chronic-disease patients stand to gain the most.

June 5, 2026 · 5 min read
№ 11 Regulation worldwide

Washington's My Health My Data Act: America's strictest health-privacy law

Washington's My Health My Data Act explained: consumer health data beyond HIPAA, signed authorizations to sell, geofencing bans, and a private right of action.

June 4, 2026 · 5 min read
№ 12 Standards & interoperability

What is the OMOP Common Data Model — and why researchers love it

What the OMOP Common Data Model is, how OHDSI's standard tables and vocabularies work, and why one analysis can run unchanged across hospitals worldwide.

June 3, 2026 · 5 min read
№ 13 Principles

Why 'Mithras'? The sun, the covenant, and the name

The meaning behind the Mithras Health name: an ancient deity of covenant and light, the rising-sun motif, and what an oath-keeping model owes patients.

June 2, 2026 · 5 min read
№ 14 Privacy & de-identification

De-identified, anonymized, pseudonymized: what these words actually mean

De-identified vs anonymized vs pseudonymized data: three terms, three legal regimes under HIPAA and GDPR, and a clear table of standard, reversibility, and scope.

June 2, 2026 · 5 min read
№ 15 Chronic conditions

Interstitial cystitis / bladder pain syndrome: why research has been so hard

Why interstitial cystitis / bladder pain syndrome research has lagged — diagnostic ambiguity, mixed phenotypes, small trials — and what changes it.

June 1, 2026 · 5 min read
№ 16 Regulation worldwide

What an IRB actually does: research ethics review, explained

What an IRB does in research: where ethics review came from, how risk-benefit review works, expedited vs. full board, and why approval should gate release.

May 31, 2026 · 5 min read
№ 17 Standards & interoperability

SNOMED, LOINC, ICD-10, RxNorm: the vocabularies of medicine, decoded

SNOMED vs LOINC vs ICD-10 vs RxNorm: what each medical vocabulary covers, why one concept has five codes, and how mapping makes research possible.

May 30, 2026 · 5 min read
№ 18 Privacy & de-identification

Federated analytics: research the data without moving the data

How federated analytics lets researchers study health data without moving it: in-region queries, aggregate-only results, fewer transfer problems.

May 30, 2026 · 5 min read
№ 19 Chronic conditions

Underfunded conditions: what 28 diseases on one platform makes possible

Underfunded disease research stalls when each condition builds its own registry. What a shared consent, privacy, and audit spine across 28 conditions changes.

May 28, 2026 · 5 min read
№ 20 Research methods

Patient registries: the quiet workhorses of chronic-disease research

What a patient registry is, the three jobs registries do, why rare-disease communities depend on them, and why the infrastructure should be shared, not rebuilt.

May 27, 2026 · 5 min read
№ 21 Regulation worldwide

The European Health Data Space, explained: what secondary use will look like

The European Health Data Space (EHDS), explained: health data access bodies, secondary-use permits, the opt-out, and the 2027–2031 timeline.

May 27, 2026 · 5 min read
№ 22 Standards & interoperability

FHIR R4 and US Core, explained for non-engineers

FHIR R4 and US Core profiles explained for non-engineers: what a base standard leaves open, how an implementation guide pins it down, why versions matter.

May 26, 2026 · 5 min read
№ 23 Patient rights

From Henrietta Lacks to data dividends: research without asking

From Henrietta Lacks to the Havasupai and deCODE Iceland: a short history of research without consent, the ethics it forced, and the data-dividend answer today.

May 25, 2026 · 5 min read
№ 24 Principles

Privacy as apparatus, not policy: invariants you can't configure away

Privacy by design on a health platform means apparatus, not policy: a k ≥ 5 gate, append-only audit, and consent checks no one can configure away.

May 24, 2026 · 5 min read
№ 25 Research methods

Garbage in, garbage out: data quality in health research

Why EHR data goes wrong, how the Kahn framework names quality problems, and how health research checks completeness, plausibility, and conformance.

May 24, 2026 · 5 min read
№ 26 Regulation worldwide

Beyond HIPAA: the new wave of US state health-privacy laws

The new state health privacy laws beyond HIPAA — Washington's MHMD, Nevada SB 370, Connecticut — and why building to the strictest standard wins.

May 23, 2026 · 5 min read
№ 27 Standards & interoperability

Computable phenotypes: how researchers find patients in messy data

What a computable phenotype is, how a phenotype algorithm finds patients in messy EHR data, and why versioned, testable definitions beat ad-hoc queries.

May 22, 2026 · 5 min read
№ 28 Patient rights

How to download your own health data as FHIR — portals, APIs, and apps

How to download your health records as FHIR data using patient portals, Patient Access APIs, and SMART on FHIR apps — and why structured copies beat PDFs.

May 21, 2026 · 5 min read
№ 29 Privacy & de-identification

Differential privacy in healthcare: when noise protects patients

Differential privacy in healthcare, explained in plain language: what epsilon means, how calibrated noise protects patients, and where it fits.

May 21, 2026 · 5 min read
№ 30 Chronic conditions

The data gap for invisible illnesses — and how patients close it

Why an invisible chronic illness research data gap exists for fibromyalgia, IBS, ME/CFS, and IC — and how patient-reported data is starting to close it.

May 20, 2026 · 5 min read
№ 31 Standards & interoperability

What is FHIR? The standard quietly rewiring healthcare

What the FHIR standard is, where it came from, and why a 2011 idea built on plain web APIs now sits underneath nearly every patient portal in America.

May 18, 2026 · 5 min read
№ 32 Regulation worldwide

HIPAA and research: authorizations, waivers, and the §164.508 path

How HIPAA treats research: the §164.508 authorization path, IRB waivers, and de-identification — three lawful routes and what each asks of patients.

May 18, 2026 · 5 min read
№ 33 Patient rights

How health data gets bought and sold — and what you can do about it

How data brokers buy and sell medical data through the de-identified loophole outside HIPAA, why opting out rarely works, and what a patient-mediated model changes.

May 17, 2026 · 5 min read
№ 34 Principles

Two documents, one decision: how Mithras consent works

How a plain language consent form for research pairs with a formal authorization at Mithras: two documents, one revocable decision, both versioned.

May 16, 2026 · 5 min read
№ 35 Regulation worldwide

Why health data can't just cross borders — and how research happens anyway

Why cross-border health data transfer is so hard — Schrems II, adequacy, data localization — and how federated research gets answers without moving records.

May 15, 2026 · 5 min read
№ 36 Research methods

AI in clinical research: assist with discovery, never decide alone

Where AI helps clinical research — cohort discovery, coding messy text — why decisions need deterministic engines, and how local models protect privacy.

May 15, 2026 · 5 min read
№ 37 Standards & interoperability

EHR interoperability: TEFCA, information blocking, and what actually works

Where EHR interoperability really stands: TEFCA and the QHINs, information blocking penalties, USCDI versions, and what still lags for patients and research.

May 14, 2026 · 5 min read
№ 38 Privacy & de-identification

Re-identification attacks: how 'anonymous' health data gets unmasked

Real examples of re-identification attacks on anonymized data — the Weld case, AOL, Netflix, Strava — and the defenses that assume linkage exists.

May 13, 2026 · 5 min read
№ 39 Patient rights

Your right to a copy: getting your full medical record under HIPAA and GDPR

How to request medical records under HIPAA's right of access and GDPR Article 15 — deadlines, fees, formats, and what to do when a provider stonewalls you.

May 12, 2026 · 6 min read
№ 40 Chronic conditions

How patient communities move research when institutions can't

Real examples of patient community driven research: the PatientsLikeMe lithium study, cystic fibrosis venture philanthropy, the patients who named Long Covid.

May 12, 2026 · 5 min read
№ 41 Research methods

What is a research cohort? From question to dataset

What a cohort is in research, how inclusion criteria, index dates, and washout windows turn a plain question into a dataset, and where the gates belong.

May 11, 2026 · 5 min read
№ 42 Regulation worldwide

GDPR and health research: what Article 9 really permits

What GDPR Article 9 really permits for health data research: explicit consent vs. the research exemption, and why consent travels best across borders.

May 10, 2026 · 5 min read
№ 43 Privacy & de-identification

Append-only, tamper-evident: what a real audit trail looks like

What makes an audit log tamper evident in healthcare: append-only writes, hash chains, cryptographic anchoring, and HIPAA's six-year retention rule.

May 9, 2026 · 6 min read
№ 44 Patient rights

Broad consent vs. dynamic consent: what patients actually agree to

Broad consent vs dynamic consent in research: what one biobank signature commits you to, what per-study consent gives back, and why the difference builds trust.

May 9, 2026 · 5 min read
№ 45 Principles

Why Mithras Health will never buy or sell your data

Why Mithras Health will never buy or sell health data: how the broker economy misaligns incentives, and how access mediation pays patients instead.

May 8, 2026 · 5 min read
№ 46 Research methods

Synthetic health data: promise, limits, and honest uses

What synthetic health data is, its honest uses in software testing, demos, and education, and why generating synthetic data is never a consent bypass.

May 7, 2026 · 5 min read
№ 47 Regulation worldwide

Health-data research in the UK: UK GDPR, the DPA 2018, and the NHS

How UK GDPR, the Data Protection Act 2018, the duty of confidentiality, and the national data opt-out shape NHS health data research in the UK.

May 6, 2026 · 5 min read
№ 48 Standards & interoperability

FHIR vs. OMOP: two data models, two jobs, one pipeline

FHIR vs. OMOP CDM: what each data model is built for, why the difference matters, and how a FHIR-to-OMOP pipeline delivers both exchange and analytics.

May 6, 2026 · 5 min read
№ 49 Privacy & de-identification

HIPAA Safe Harbor vs. Expert Determination: two legal paths to de-identify data

HIPAA Safe Harbor vs Expert Determination: the two paths to de-identify data, the 18 identifiers, a statistical risk standard, and the research trade-offs explained.

May 5, 2026 · 5 min read
№ 50 Patient rights

Who actually owns your medical records? It depends where you live

Who owns medical records? In most US states the provider owns the chart and you own access rights; under GDPR you hold rights, not property. What that means.

May 4, 2026 · 5 min read