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The defendable data — the clinical core of OpenFootLab

Defendable data is the core structure of the platform. Every number here traces to primary literature and is re-checkable. The data justifies the platform — and, more importantly, it proves why the owned longitudinal record is the moat.

1. The burden justifies the platform

Diabetic foot ulcers (DFUs) — the strongest initial proof base:

FactFigureSource
People with a DFU each year~18.6M global · ~1.6M USJAMA 2023 (Armstrong, Tan, Boulton et al.)
Lifetime risk of a DFU (person with diabetes)19–34%JAMA 2023; NEJM 2017
Share of diabetes-related lower-limb amputations preceded by a DFU~80%JAMA 2023
DFUs ending in lower-extremity amputationup to 20%JAMA 2023
Become infected~50% (per the review)JAMA 2023
5-year mortality after a DFU~30%JAMA 2023 + multiple
5-year mortality after major amputation>70%JAMA 2023 + multiple
US direct treatment cost$9–13B / yearJAMA 2023 + multiple
A diabetic foot ulcer carries a 5-year mortality worse than many common cancers, and a major amputation worse than most. This is not a cosmetic problem. It is a survival problem.

The burden is rising — people live longer with more medical complexity, so lifetime risk climbs. A larger, older, more-complex diabetic population means more feet at risk for longer.

2. Recurrence is the business case for the record

The single most important number for the product:

After a DFU heals, share who recurSource
within 1 year~40%2024 systematic review + meta-analysis
within 3 years~60%〃 (corroborated, prospective cohort)
within 5 years~65%〃; Feb 2025 meta-analysis (42% @1y, 65% @5y); NEJM 2017

A healed wound is not the end of the story — it is the beginning of a higher-risk timeline. Two-thirds recur within five years. The clinically-correct model of a foot is not "healthy vs ulcer" — it is remission, a state that must be watched, indefinitely, because it reverts.

A one-time photo check cannot hold remission. A longitudinal record can. That is the product.

3. The secret sauce — compare to this person's own baseline

A generic model answers a weak question: "does this photo look bad?" The longitudinal record answers the strong one:

"What changed — compared with this same person, same foot, same wound site, same surgery, same shoe history, same risk profile?"

Foot risk is temporal. The signal is not the image; the signal is the delta. Change detection against a personal baseline is where the owned record beats any generic classifier — and it compounds: the record is worth more every week because there is more history to compare against. That is defensible in a way a model checkpoint never is.

4. What the record must preserve

The Foot Passport is the owned longitudinal foot record — not "upload a photo and let AI check it," but "build and own a portable record of your foot health over time." It preserves:

  • Visual timeline — L/R photos, angles, timestamps; wound & healing progression; skin

changes, swelling, redness, callus, pressure marks, nail changes, surgical sites.

  • Risk history — prior ulcer, prior amputation, PAD, neuropathy, surgery, deformity,

offloading history, wound history, vascular workup, infection history.

  • Footwear / offloading record — shoes, inserts, braces, custom orthotics, walkers, post-op

shoes, pressure-relief devices, fit changes, wear patterns, clinician recommendations.

  • Signals & observations — temperature differences, pain, numbness, drainage, odor, redness,

swelling, pressure, walking tolerance, caregiver notes.

  • Care continuity — who saw the foot, when, what changed, what was recommended, what device

was prescribed, what wound care was used, what improved, what came back.

5. Why storage is not the business, and the model is not the business

  • Storage is commodity. A NAS, phone, cloud bucket, health-store, or clinic EHR can all hold

files. The moat is the schema · habit · continuity · portability · interpretability · receipts — not the disk. So OpenFootLab is not "secure storage"; it is a foot-risk record system that helps people, caregivers, and care teams see change earlier and communicate better.

  • The model is one lane. MedGemma, a GPT model, a Claude workflow, a local vision model, a

podiatry classifier, a future FDA-cleared model — all swappable inside the system. Models get cheaper and better and get replaced. The record remains. (See Getting-the-Most-from-MedGemma.md — the model's job is to read the delta against the baseline, not to be the whole system.)

The model can change. The storage vendor can change. The phone can change. The record remains.

6. Strategic conclusion

The bigger, more defendable company is a longitudinal foot-risk platform with an owned portable record at the center — not a "diabetes app" (that box is too small).

  • Diabetes gives the strongest initial proof base (the data above).
  • The founder's story gives it authenticity (lives the at-risk foot).
  • The data gives it clinical gravity.
  • But the category is bigger than diabetes (see Foot-Risk-Beyond-Diabetes.md).

*The moat is not the NAS. Not the model. Not even the app. The moat is the trusted foot timeline — owned by the person, structured enough for care, portable enough for life, and useful before the crisis.*


Sources

  • Armstrong DG, Tan T-W, Boulton AJM, Bus SA. Diabetic Foot Ulcers: A Review. JAMA. 2023;330(1):62–75. doi:10.1001/jama.2023.10578 — https://pmc.ncbi.nlm.nih.gov/articles/PMC10723802/
  • Armstrong DG, Boulton AJM, Bus SA. Diabetic Foot Ulcers and Their Recurrence. NEJM. 2017;376:2367–2375 — https://podimetrics.com/wp-content/uploads/2022/12/Armstrong-2017-Diabetic-foot-ulcers-and-their-recurrence.pdf
  • Predictors of post-healing recurrence in patients with diabetic foot ulcers: a systematic review and meta-analysis (2024) — https://www.sciencedirect.com/science/article/abs/pii/S0965206X24001086
  • Risk factors associated with the recurrence of diabetic foot ulcers: a meta-analysis PLOS One (2025) — https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0318216
  • Etiology, Epidemiology, and Disparities in the Burden of Diabetic Foot Ulcers. Diabetes Care. 2023;46(1):209 — https://diabetesjournals.org/care/article/46/1/209/148198/

Not medical advice. Figures cited from the linked peer-reviewed literature; they vary by population and method. Where a figure is stated in the JAMA 2023 review but not independently re-derived here, it is attributed to the review.