NaqsheraAPPLIED AI SYSTEMS

MULTIMODAL RESEARCH / SKIN-LESION STUDY

One lesion is more than a photo. It is a set of connected signals.

skAIn is research into how lesion imagery, anatomical location and limited patient context can be considered together to estimate relative likelihood across seven predefined disease categories.

LESION IMAGEANATOMICAL LOCATIONSEVEN CATEGORIES
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SELECTED RESEARCH SLIDEMULTIMODAL FUSION
An internal skAIn research slide illustrating visual features, clinical metadata and their integration.
Selected internal research-workflow slide. It shows the image-plus-context concept behind skAIn; it is not a clinical recommendation, a patient record or a published performance claim.

Seeing the image matters. So does understanding the context around it.

MULTIMODALSEVEN CLASSESRESEARCH ONLY

THE RESEARCH QUESTION

What becomes visible when image and context are not separated?

The study does not ask an image to carry the entire task by itself. It evaluates whether a defined combination of visual and structured signals can produce a more informative research output across a fixed set of categories.

01

Lesion image

The image pathway examines visual information associated with the lesion, within the limits of the research dataset and task definition.

VISUAL INFORMATION
02

Anatomical location

Location is treated as a separate signal that may give relevant context to a research model without being mistaken for a conclusion by itself.

STRUCTURED CONTEXT
03

Limited patient data

Approved, limited contextual fields can be considered alongside the image so the research question reflects more than a photo alone.

DEFINED INPUTS

WHAT THE OUTPUT REPRESENTS

Seven categories, expressed as a relative research signal—not a verdict.

The workflow produces a comparative likelihood across seven predefined disease categories. Its purpose is to make the model’s research output inspectable: different categories can be viewed together instead of presenting one label as unquestionable truth.

CATEGORY 01
RELATIVE VIEW
CATEGORY 02
RELATIVE VIEW
CATEGORY 03
RELATIVE VIEW
OTHER CATEGORIES
4 REMAINING
WHAT THIS IS

A multimodal research study.

skAIn investigates how a defined combination of lesion imagery and structured context can be used in a seven-category classification workflow.

WHAT THIS IS NOT

Not a diagnostic recommendation.

It is for research and education. The output does not diagnose disease, replace specialist assessment or establish clinical performance.

START WITH THE WHOLE SIGNAL

Exploring how different kinds of evidence can work together?

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