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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 September 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 2026Jun 2026Jul 2026Jul 2026Jul 2026Jul 2026Aug 2026Aug 2026Aug 2026Aug 2026Aug 2026Sep 2026Sep 2026Sep 2026Sep 2026Sep 2026
Sitting at the Bench Filed · Sep 24, 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.

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%
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%
Session XVI · Aug 2026 Almost · 75%
Session XVII · Aug 2026 Almost · 80%
Session XVIII · Aug 2026 Almost · 85%
Session XIX · Aug 2026 Almost · 90%
Session XX · Sep 2026 Almost · 83%
Session 21 · Sep 2026 Almost · 90%
Session 22 · Sep 2026 Almost · 85%
Session 23 · Sep 2026 Almost · 84%
Case № 2C4D · Session 24
In the Court of AI Capability

The Case File

Docket № 2C4D · Session 24 · Vol. 24
I. Particulars of the Case
Question put to the courtCan AI detect certain diseases by looking at fingernails or toenails?
Session24 (24 hearing)
Convened24 Sep 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) → ALMOST (Aug '26) → ALMOST (Aug '26) → ALMOST (Aug '26) → ALMOST (Sep '26) → ALMOST (Sep '26) → ALMOST (Sep '26) → ALMOST (Sep '26) → ALMOST (Sep '26)
II. Cumulative Tally Across Sessions

Across 24 sessions, 50 jurors have heard this case. Combined tally: 10 YES · 35 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 70%. The court so orders.

IV. Statements from the Bench
Juror I ALMOST

"AI can detect some nail diseases in controlled datasets, but general, reliable deployment is not yet achieved."

—
Presiding Judge
M. Lovelace
Clerk of the Court

What the audience thinks

No 9% · Yes 48% · Maybe 43% 23 votes
Yes · 48%
Maybe · 43%
Trend needs votes from at least 2 different days.

Discussion

no comments

Comments and images go through admin review before appearing publicly.

⚖ 24 jury checks · most recent 3 days ago
24 Sep 2026 1 juror · undecided undecided
18 Sep 2026 2 jurors · undecided, can undecided
13 Sep 2026 1 juror · undecided undecided
07 Sep 2026 1 juror · undecided undecided
02 Sep 2026 3 jurors · undecided, undecided, can undecided
27 Aug 2026 2 jurors · undecided, can undecided
22 Aug 2026 1 juror · undecided undecided
17 Aug 2026 1 juror · undecided undecided
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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