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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 August 11, 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 2026Jun 2026Jul 2026Jul 2026Jul 2026Jul 2026Aug 2026Aug 2026
Sitting at the Bench Filed · Aug 11, 2026
— The Question Before the Court —

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

★ The Court Finds ★
Reaffirmed
Almost

Narrow demos exist — but the panel was not unanimous.

Ruling of the Bench

The jury found that while AI can spot a handful of nail irregularities under laboratory conditions, its performance wavers too widely to claim robust diagnostic competence in the wild. One holdout believed in potential but agreed the current evidence stops just short of a full acquittal. The court was thus inclined to bless cautious curiosity but draw a firm line at endorsement. Verdict: "AI can read a thumbnail, not the whole patient file.

— Hon. A. Turing-Brown, Presiding
Jury Tally
0Yes
1Almost
0No
Verdict Confidence
75%
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%
Session IX · Jun 2026 Almost · 70%
Session X · Jun 2026 Almost · 70%
Session XI · Jul 2026 In_research · 88%
Session XII · Jul 2026 Almost · 80%
Session XIII · Jul 2026 Almost · 80%
Session XIV · Jul 2026 Almost · 80%
Session XV · Aug 2026 Almost · 85%
Case № 2C4D · Session XVI
In the Court of AI Capability

The Case File

Docket № 2C4D · Session XVI · Vol. XVI
I. Particulars of the Case
Question put to the courtCan AI detect certain diseases by looking at fingernails or toenails?
SessionXVI (16 hearing)
Convened11 Aug 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) → ALMOST (Jun '26) → IN_RESEARCH (Jul '26) → ALMOST (Jul '26) → ALMOST (Jul '26) → ALMOST (Jul '26) → ALMOST (Aug '26) → ALMOST (Aug '26)
Presiding JudgeHon. A. Turing-Brown
II. Cumulative Tally Across Sessions

Across 16 sessions, 38 jurors have heard this case. Combined tally: 7 YES · 26 ALMOST · 4 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 75%. The court so orders.

IV. Statements from the Bench
Juror I ALMOST

"AI can detect limited nail changes in controlled studies but not reliably across diseases"

A. Turing-Brown
Presiding Judge
M. Lovelace
Clerk of the Court

What the audience thinks

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

Discussion

no comments

Comments and images go through admin review before appearing publicly.

16 jury checks · most recent 1 day ago
11 Aug 2026 1 juror · undecided undecided
06 Aug 2026 2 jurors · undecided, can undecided
31 Jul 2026 2 jurors · undecided, undecided undecided
26 Jul 2026 1 juror · undecided undecided
10 Jul 2026 3 jurors · undecided, can, undecided undecided
04 Jul 2026 2 jurors · cannot, undecided undecided
29 Jun 2026 1 juror · undecided undecided
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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