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Stuff AI CAN'T Do

Can AI detect certain diseases by looking at images of skin ?

What do you think?

What are the capabilities and limits of image-based skin-disease detection today? AI systems can already analyze photographs of skin to flag common conditions such as melanoma, psoriasis or eczema, sometimes matching or surpassing board-certified dermatologists in controlled studies. Yet real-world performance depends heavily on image quality, patient factors, and oversight from trained clinicians.

Background

Deep convolutional neural networks trained on large, labeled datasets (both clinical and smartphone-captured images) have demonstrated high sensitivity and specificity for detecting skin diseases such as melanoma, psoriasis, and eczema, and several regulatory-cleared tools are available for healthcare-professional use (World Health Organization, 2026).

Under experimental conditions, convolutional neural networks have achieved melanoma sensitivities above 90% and specificities above 80% on dermoscopic images (Nature Medicine, 2026). Controlled studies indicate that AI can match or exceed dermatologists in these curated settings.

Key deployment challenges include variability in image quality (lighting, resolution), differences in skin tone, and atypical or rare presentations; therefore, clinical oversight remains essential (World Health Organization, 2026; Nature Medicine, 2026).

Ongoing research focuses on improving generalization across diverse populations and devices, integrating multimodal inputs (e.g., dermoscopy and patient history), and mitigating bias to enhance real-world reliability (World Health Organization, 2026).

Status last checked on September 23, 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 2026Jul 2026Aug 2026Aug 2026Aug 2026Aug 2026Aug 2026Sep 2026Sep 2026Sep 2026Sep 2026
Sitting at the Bench Filed · Sep 23, 2026
— The Question Before the Court —

Can AI detect certain diseases by looking at images of skin?

★ The Court Finds ★
Reaffirmed
⚖
Yes

The jury found a clear answer in the affirmative.

Jury Tally
1Yes
0Almost
0No
Verdict Confidence
95%
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 Yes · 84%
Session III · May 2026 Yes · 83%
Session IV · May 2026 Almost · 79%
Session V · Jun 2026 Yes · 83%
Session VI · Jun 2026 Almost · 78%
Session VII · Jun 2026 Almost · 78%
Session VIII · Jun 2026 Yes · 95%
Session IX · Jun 2026 Almost · 85%
Session X · Jun 2026 Yes · 93%
Session XI · Jul 2026 Yes · 95%
Session XII · Jul 2026 Almost · 83%
Session XIII · Jul 2026 Yes · 95%
Session XIV · Jul 2026 Almost · 85%
Session XV · Jul 2026 Almost · 80%
Session XVI · Aug 2026 Almost · 80%
Session XVII · Aug 2026 Yes · 95%
Session XVIII · Aug 2026 Yes · 95%
Session XIX · Aug 2026 Yes · 90%
Session XX · Aug 2026 Yes · 95%
Session 21 · Sep 2026 Yes · 93%
Session 22 · Sep 2026 Yes · 95%
Session 23 · Sep 2026 Yes · 92%
Case № 3F98 · Session 24
In the Court of AI Capability

The Case File

Docket № 3F98 · Session 24 · Vol. 24
I. Particulars of the Case
Question put to the courtCan AI detect certain diseases by looking at images of skin?
Session24 (24 hearing)
Convened23 Sep 2026
Previously ruledYES (May '26) → YES (May '26) → YES (May '26) → ALMOST (May '26) → YES (Jun '26) → ALMOST (Jun '26) → ALMOST (Jun '26) → YES (Jun '26) → ALMOST (Jun '26) → YES (Jun '26) → YES (Jul '26) → ALMOST (Jul '26) → YES (Jul '26) → ALMOST (Jul '26) → ALMOST (Jul '26) → ALMOST (Aug '26) → YES (Aug '26) → YES (Aug '26) → YES (Aug '26) → YES (Aug '26) → YES (Sep '26) → YES (Sep '26) → YES (Sep '26) → YES (Sep '26)
II. Cumulative Tally Across Sessions

Across 24 sessions, 52 jurors have heard this case. Combined tally: 37 YES · 15 ALMOST · 0 NO · 0 IN RESEARCH.

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

III. Verdict

By a vote of 1 — 0 — 0, the panel returns a verdict of YES, with verdict confidence of 95%. The court so orders.

IV. Statements from the Bench
Juror I YES

"AI can diagnose skin diseases from images with dermatologist-level accuracy."

—
Presiding Judge
M. Lovelace
Clerk of the Court

What the audience thinks

No 26% · Yes 61% · Maybe 13% 23 votes
No · 26%
Yes · 61%
Maybe · 13%
Trend needs votes from at least 2 different days.

Discussion

no comments

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⚖ 24 jury checks · most recent 3 days ago
23 Sep 2026 1 juror · can can
18 Sep 2026 1 juror · can can
07 Sep 2026 1 juror · can can
02 Sep 2026 3 jurors · can, can, can can
27 Aug 2026 1 juror · can can
22 Aug 2026 1 juror · can can
17 Aug 2026 1 juror · can can
11 Aug 2026 1 juror · can can
06 Aug 2026 1 juror · undecided undecided
31 Jul 2026 2 jurors · undecided, undecided undecided
26 Jul 2026 2 jurors · undecided, can undecided
15 Jul 2026 1 juror · can can
10 Jul 2026 3 jurors · undecided, can, undecided undecided
04 Jul 2026 1 juror · can can
29 Jun 2026 2 jurors · can, can can
24 Jun 2026 3 jurors · undecided, can, undecided undecided
18 Jun 2026 1 juror · can can
13 Jun 2026 3 jurors · can, undecided, undecided undecided status changed
07 Jun 2026 3 jurors · can, undecided, undecided undecided
02 Jun 2026 4 jurors · can, can, can, can can
27 May 2026 4 jurors · undecided, can, undecided, can undecided
22 May 2026 4 jurors · undecided, can, can, can undecided
17 May 2026 3 jurors · can, can, can can
13 May 2026 5 jurors · can, 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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