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Stuff AI CAN'T Do

Can AI detect certain diseases by looking at fingernails or toenails ?

What do you think?

Can subtle changes in fingernails or toenails reveal underlying disease before symptoms appear? Research shows that AI systems can scan nail images for tell-tale color shifts, textures, or deformities linked to everything from skin cancers to kidney or liver disorders, but how reliable are these tools today and what are their limits?

Background

AI systems built on computer vision and machine learning have been trained on dermatological datasets to interpret visual clues from nail photos. According to Nature Medicine (Nature Medicine, enriched May 13 2026), these models can flag melanoma, fungal infections, and systemic diseases such as liver or kidney disorders by noting subtle changes in nail color, texture, or shape. The American Academy of Dermatology Association (American Academy of Dermatology Association, enriched May 13 2026) lists examples including Terry’s nails for liver disease, kidney disorders, heart conditions, infections, and nutritional deficiencies. In both sources current applications serve as early-stage screening or supplementary diagnostics rather than definitive diagnosis, and broader clinical adoption awaits larger datasets and continued validation.

Status last checked on June 24, 2026.

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Gallery

In the Court of AI Capability
Summary of Findings
Verdict over time
May 2026May 2026May 2026May 2026Jun 2026Jun 2026Jun 2026Jun 2026Jun 2026
Sitting at the Bench Filed · Jun 24, 2026
— The Question Before the Court —

Can AI detect certain diseases by looking at fingernails or toenails?

★ The Court Finds ★
▲ Upgraded from In_research
Almost

Narrow demos exist — but the panel was not unanimous.

Ruling of the Bench

After deliberation, the lone juror voting “Almost” reasoned that while AI can spot suggestive nail changes, it cannot yet diagnose disease with the certainty doctors demand. The bench notes the gap between tantalizing signal and rock-solid standard. Ruling: AI paints suggestive streaks, but the court demands a diagnosis.

— Hon. J. von Neumann III, Presiding
Jury Tally
0Yes
1Almost
0No
Verdict Confidence
70%
The Court of AI Capability is, of course, not a real court.
But the data is real.
The Case File · Stacked History
Session I · May 2026 Yes
Session II · May 2026 Almost · 80%
Session III · May 2026 Almost · 72%
Session IV · May 2026 Almost · 75%
Session V · Jun 2026 Almost · 73%
Session VI · Jun 2026 Almost · 81%
Session VII · Jun 2026 Almost · 75%
Session VIII · Jun 2026 In_research · 75%
Case № 2C4D · Session IX
In the Court of AI Capability

The Case File

Docket № 2C4D · Session IX · Vol. IX
I. Particulars of the Case
Question put to the courtCan AI detect certain diseases by looking at fingernails or toenails?
SessionIX (9 hearing)
Convened24 Jun 2026
Previously ruledYES (May '26) → ALMOST (May '26) → ALMOST (May '26) → ALMOST (May '26) → ALMOST (Jun '26) → ALMOST (Jun '26) → ALMOST (Jun '26) → IN_RESEARCH (Jun '26) → ALMOST (Jun '26)
Presiding JudgeHon. J. von Neumann III
II. Cumulative Tally Across Sessions

Across 9 sessions, 26 jurors have heard this case. Combined tally: 5 YES · 17 ALMOST · 3 NO · 1 IN RESEARCH.

Note: cumulative includes older juror opinions. The current session tally above is the live verdict.

III. Verdict

By a vote of 0 — 1 — 0, the panel returns a verdict of ALMOST, with verdict confidence of 70%. The court so orders. Verdict upgraded from prior session.

IV. Statements from the Bench
Juror I ALMOST

"Narrow medical pattern recognition in nails exists but not clinically reliable."

J. von Neumann III
Presiding Judge
M. Lovelace
Clerk of the Court

What the audience thinks

No 9% · Yes 48% · Maybe 43% 23 votes
Yes · 48%
Maybe · 43%
50 days of activity

Discussion

no comments

Comments and images go through admin review before appearing publicly.

9 jury checks · most recent 4 days ago
24 Jun 2026 1 juror · undecided undecided
18 Jun 2026 2 jurors · undecided, undecided undecided
13 Jun 2026 2 jurors · undecided, undecided undecided
07 Jun 2026 4 jurors · cannot, can, undecided, undecided undecided
02 Jun 2026 4 jurors · undecided, undecided, undecided, undecided undecided
28 May 2026 3 jurors · undecided, cannot, undecided undecided
22 May 2026 3 jurors · undecided, undecided, undecided undecided
17 May 2026 3 jurors · cannot, undecided, undecided undecided status changed
13 May 2026 4 jurors · can, can, can, can can status changed

Each row is a separate jury check. Jurors are AI models (identities kept neutral on purpose). Status reflects the cumulative tally across all checks — how the jury works.

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