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Fonteum Research

Fonteum Research Snapshots

Fonteum Research · First-party · Fonteum Research (research surfaces only)

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Source:Fonteum Research·Checked May 2026Open official source ↗

Fonteum Research Snapshots are first-party studies built on top of the source graph (CMS NPPES, CMS Care Compare, BLS OEWS, HRSA HPSA, U.S. Census, Fonteum indexed dataset). Each study ships with a published date, a temporal-coverage string, an executive summary, a limitations panel, and downloadable CSV/JSON.

What Fonteum uses it for

How this source shows up on Fonteum.

Hosting Fonteum's own research deliverables: state-level CMS Care Compare snapshots, healthcare specialty supply studies (dermatology, chiropractor, NPPES specialty factory), and provider-supply benchmarks. Renders on /research and /press; never overwrites federal source attribution on a per-field basis.

What this source does NOT mean

First-party research is Fonteum's own analysis of public-record sources. It is not federal data, not a government rating, and not a market census. Every study links back to its underlying sources and ships its own limitations panel.

What this dataset answers

Research and data questions this source supports.

  • 01Retrieve a cryptographically attested snapshot of any Fonteum research dataset — the SHA-256 hash, witness signature, and methodology version in a single API call.
  • 02Build a pipeline that tracks provenance across multiple Fonteum research studies using the snapshot chain as the integrity anchor.
  • 03Validate that a Fonteum data export you received matches the published snapshot hash before ingesting it downstream.
  • 04Access the full citation provenance for any Fonteum research study — source dataset, snapshot date, methodology version, and attestation signature.
  • 05Integrate Fonteum research snapshots into a RAG retrieval system that requires verifiable citation lineage for healthcare data.

Dataset size: Growing snapshot chain — see fonteum.com/chain for current count

Limitations

What we can’t infer from this source.

  • First-party research is Fonteum's own work. It is not a substitute for the federal sources it builds on.
  • Each study has its own limitations panel — the master limitation list is per-study, not source-wide.
  • Datasets ship as static CSV/JSON. A query API is on the roadmap but not yet available.
  • Tier — first-party research; never overwrites federal source attribution on per-field provenance.
Source metadata

Authority, license, refresh cadence.

Authority

Fonteum Research

Tier

First-party · Fonteum Research (research surfaces only)

Refresh cadence

Per-study — each snapshot has its own publication and update cadence; the master /research index lists every dated study.

License

Free to cite with attribution. Fonteum's published research snapshots, methodology, and downloadable datasets.

Official URL

https://fonteum.com/research

Attribution requirement

Fonteum Research, "{Study title}," published {YYYY-MM-DD}. https://fonteum.com/research/{study-slug}

ToS & usage notes

What the source allows.

Free to cite with attribution and a link back to the canonical study URL (fonteum.com/research/{slug}). Datasets ship as CSV/JSON downloads — please reference the per-study limitations panel when summarizing. /press carries the canonical citation template.

Sample provenance

What a single field looks like in the graph.

A worked example. Every field surfaced from this source carries this shape of provenance line — source · last checked · display rule · confidence (when applicable).

Field

Per-study published-date + temporal coverage

Sample value

Nursing-home quality by state — published 2026-04-15, temporal coverage Q1 2026

Provenance line

Source: Fonteum Research · Published 2026-04-15 · Built from CMS Care Compare (NH Provider Info, dataset 4pq5-n9py) snapshot 2026-04-15

How to access

Official API, bulk download, and Fonteum endpoints.

Official API / download

https://fonteum.com/api/snapshots ↗

Bulk download

https://fonteum.com/api/v1/bulk/manifest.json ↗

Fonteum surface

https://fonteum.com/chain →

Frequently asked

Common questions about Fonteum Research.

What are Fonteum research snapshots?
Fonteum research snapshots are cryptographically attested records of the dataset state underlying each published research study. Each snapshot captures: source dataset (e.g., CMS Care Compare NH Deficiencies), snapshot date, methodology version, SHA-256 hash of the underlying data file, and an Ed25519 witness co-signature. This chain makes Fonteum's research findings independently auditable.
How does the cryptographic attestation chain work?
Each Fonteum research snapshot is attested using an Ed25519 signing key. The SHA-256 hash of the underlying data file is signed and stored in the snapshot_witness_signatures table. The chain index at fonteum.com/chain shows the full attestation history. Each subsequent snapshot links to prior snapshot hashes, creating a tamper-evident audit trail.
What is an in-toto witness signature?
An in-toto witness signature is a supply-chain integrity primitive that certifies a transformation step (ingestion, normalization, publication) in a software supply chain. Fonteum applies Ed25519 in-toto co-signatures to each research snapshot to certify that the published dataset is the authentic output of the documented ingest pipeline — not a post-hoc modification.
Where can I access Fonteum's snapshot audit chain?
The full snapshot chain index is available at fonteum.com/chain. Each entry shows the source, snapshot date, SHA-256 hash, and witness signature. The public key for signature attestation is published at fonteum.com/chain-public-key.json. Per-snapshot API access is available at the /api/v1/ snapshots endpoint.
What research studies does Fonteum publish?
Fonteum publishes federal-data research studies including: Nursing Home Deficiency and Harm Rate (418,148 citations, 14,635 facilities), MIPS Score Distribution by Specialty 2023 (477,137 clinician scores), Hospital Margin Gap, NSA Compliance Scoring, REAL Act Compliance, and Provider Directory Accuracy Index (51 states). All studies are at fonteum.com/research.
Related

Where this source already shows up.

Related sources in the graph

  • /sources/nppes →
  • /sources/cms-care-compare →
  • /sources/oig-leie →
See also
  • /sources → The full source library — every dataset Fonteum cites.
  • /data-provenance → The provider graph — pipeline diagram, source-family clusters, field-level provenance examples, display rules.
  • /methodology → Network-wide sourcing, refresh cadence, and corrections policy.
  • /editorial-policy → Independence, sourcing, conflicts, corrections, retractions.

The substrate, by the numbers

9.2Mgraph entitiesProviders, organizations, owners, and facilities
15.7Mlinked identifiersNPIs, CCNs, LEIs and more, resolved to entities
5Mgraph edgesSource-attested relationships between entities
44federal source familiesDistinct CMS, OIG, HRSA, FDA and peer datasets
35dataset pagesCitable, downloadable /data catalog pages
61reproducible studiesEach shipping the SQL behind its figures

Built on the authoritative federal record

The primary sources, named on every page.

These are the federal agencies whose public datasets Fonteum ingests and attributes — the issuing authorities, not customers or partners. Every figure on the site links back to one of them.

  • CMS
  • HHS-OIG
  • HRSA
  • FDA
  • NLM
  • NUCC
  • Census
  • BLS
  • BEA

See the full source registry, with license and refresh cadence for each →

Reproducible by design

Every figure traces to its federal source.

14-tuple provenance

Every rendered fact ties to a source URL, dataset ID, snapshot date, row key, and SHA-256 — the full chain-of-custody record.

Reproducible SQL

Each study ships the exact query behind its figures, run against the cited federal snapshot. Re-run it yourself.

Daily reconciliation

Published counts are reconciled against the upstream federal datasets on a daily cadence, with drift logged.

Named medical review

Reviewed by Jennifer Montecillo, MD, medical reviewer. Non-practicing medical reviewer.

Read the full provenance and attestation methodology →

Two doors

Use the free API and open data

Query providers, facilities, sanctions, and quality scores — each field carrying its federal source. Self-serve, no call to start.

Explore the API →Browse the data catalog →

Talk to us

Managed pilots, enterprise terms, and audit-ready, signed attestation packages for compliance, risk, and research teams.

Talk to us →
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Reviewed by Jennifer Montecillo, MD, medical reviewer. Non-practicing medical reviewer.

© 2026 Fonteum LLC. All rights reserved.

The U.S. healthcare graph AI can cite — every fact carries its source.

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