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Layer 11 of 21 · Clinical integration

Clinical Correlation Clinical-context integration.

The same molecular finding can mean different things in different cancers, stages and treatment histories. Clinical Correlation is intended to place the findings in the clinical context supplied by the treating team, so that interpretation is case-specific rather than generic.

Why it's needed

How do molecular findings relate to diagnosis, stage, treatment history, comorbidities and intent?

Interpretation that reflects the case as you have described it, with the source and date of that information shown.

What it draws on

3 of 8 evidence domains.

Clinical contextTreatment exposurePatient factorsDiagnosis, stage, prior lines of therapy, comorbidities and treatment intent, as provided by the treating team.

What it produces

A structured interpretation informed by the case context.

Describe bringing available clinical context into interpretation.

Why it's essential

Layer 11 of 21.

Frames the executive summary and determines which evidence applies in the molecular-findings and treatment-options sections.

1 · What it does

What Clinical Correlation does

The same molecular finding can mean different things in different cancers, stages and treatment histories. Clinical Correlation is intended to place the findings in the clinical context supplied by the treating team, so that interpretation is case-specific rather than generic.

2 · Scientific question

The question it addresses

How do molecular findings relate to diagnosis, stage, treatment history, comorbidities and intent?

Intended function

Describe bringing available clinical context into interpretation.

3 · Data inputs and required context

What it draws on

  • 03 Clinical context
  • 06 Treatment exposure
  • 07 Patient factors

Diagnosis, stage, prior lines of therapy, comorbidities and treatment intent, as provided by the treating team.

4 · Scientific basis

The science behind it

Scientific basis

Clinical correlation is substantially an expert task. Software can structure the information — diagnosis, stage, lines of therapy, comorbidities and treatment intent — and highlight inconsistencies, but completeness depends on the records provided.

5 · Output and evidence sources

What it produces

Main output

A structured interpretation informed by the case context.

Output type

  • Clinical-context integration. Depends on clinical information supplied by the treating team.

6 · Why it\u2019s essential

How it powers the Twin

Frames the executive summary and determines which evidence applies in the molecular-findings and treatment-options sections.

Capability

Understand

Bring molecular findings and relevant clinical context into a structured view.

7 · Why it\u2019s needed

What it changes — for doctors, patients and researchers

Clinicians

Interpretation that reflects the case as you have described it, with the source and date of that information shown.

Doctor & Clinical Team

Patients & caregivers

Why the oncologist's knowledge of the whole person matters as much as the test result.

Patient & Caregiver

Researchers

Structured clinical annotation alongside molecular data.

Industry & Research

8 · Dependencies and limitations

Limitations

  • The source, currency and completeness of clinical information must be shown.
  • It is not an automated substitute for clinician review.

9 · Review and uncertainty

How the output is handled

Output status

An AI-assisted analytical output presented as structured findings for clinician review. It becomes part of a report only after the treating oncologist has reviewed and signed it.

How uncertainty is communicated

Missing or outdated clinical fields are listed explicitly so their effect on interpretation is visible.

10 · Claim boundary

What this layer does not establish

It does not verify clinical information that was not provided, or replace the treating team's judgement.

The treating oncologist owns every decision. Every Twin report is reviewed and signed by the treating oncologist, then taken to KPCIRC's Molecular Tumour Board.

KPCIRC sign-off process

Continue the journey

Longitudinal monitoring

Every change goes in.

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