Topic-specific proposal from the existing IFT content
The idea to investigate
Pilot a tightly governed clinical use with counselling, consent, validation, access control and long-term oversight.
This is a proposed pilot, not a completed project. The responsible team, location, budget, baseline and independent review must be agreed before implementation.
Data reference table
Evidence Snapshot
Read each value with its reporting period, population and limitations. A historical national reference is not a local baseline or proof that an IFT proposal works.
5 measurement records still need data and a review of their relevance.
| Signal | Reference Value | Period / Population | How to Read It | Source Status |
|---|---|---|---|---|
| Clinical utility | Not established Data required — not zero | Reporting period: Information Required Population and geography: Information Required | Proposed measure; no observed value is established here. Limitations: Define the measure, unit, reporting period and covered population; obtain a traceable dataset and review its suitability for this topic before using a number. | Source organisation: Information Required Direct source URL: not yet verified Source publication date: not established Verification status: Data required |
| Consent comprehension | Not established Data required — not zero | Reporting period: Information Required Population and geography: Information Required | Proposed measure; no observed value is established here. Limitations: Define the measure, unit, reporting period and covered population; obtain a traceable dataset and review its suitability for this topic before using a number. | Source organisation: Information Required Direct source URL: not yet verified Source publication date: not established Verification status: Data required |
| Equitable access | Not established Data required — not zero | Reporting period: Information Required Population and geography: Information Required | Proposed measure; no observed value is established here. Limitations: Define the measure, unit, reporting period and covered population; obtain a traceable dataset and review its suitability for this topic before using a number. | Source organisation: Information Required Direct source URL: not yet verified Source publication date: not established Verification status: Data required |
| Data access audit | Not established Data required — not zero | Reporting period: Information Required Population and geography: Information Required | Proposed measure; no observed value is established here. Limitations: Define the measure, unit, reporting period and covered population; obtain a traceable dataset and review its suitability for this topic before using a number. | Source organisation: Information Required Direct source URL: not yet verified Source publication date: not established Verification status: Data required |
| Incidental-finding management | Not established Data required — not zero | Reporting period: Information Required Population and geography: Information Required | Proposed measure; no observed value is established here. Limitations: Define the measure, unit, reporting period and covered population; obtain a traceable dataset and review its suitability for this topic before using a number. | Source organisation: Information Required Direct source URL: not yet verified Source publication date: not established Verification status: Data required |
Different surveys, administrative records, estimates and reporting years are not interchangeable. No combined IFT score is calculated from these rows.
Evidence coverage and review log (CSV) · Structured evidence register (JSON)
Section 01
Where the problem happens
Describe the patient or population failure precisely.
Genomic data is highly sensitive, family-linked and vulnerable to over-interpretation, discrimination and insecure reuse.
Advance rare-disease and treatment research with strong rights safeguards. This topic requires evidence of actual access, readiness, quality, safety, affordability and continuity—not only a scheme, facility or installed asset.
Required context
Record state, district, city/block, village/ward or facility; date and time; population or patient group without unnecessary identity; service stage; observed harm or delay; source/method; and uncertainty. For emergencies and personal treatment, contact qualified local services rather than waiting for platform review.
Section 02
Why the problem happens
Investigate the service chain, not only the visible symptom.
Need & access
Who needs care, who reaches it and who is excluded? Test records, direct observation, staff and patient experience, and credible alternatives before calling it a verified cause.
Capacity & capability
Are the correct people, skills, rooms, equipment and supplies functional?
Flow & coordination
Where do queues, referrals, reports and handoffs fail?
Quality & safety
Are clinical, infection, medication, privacy and dignity standards met?
Finance & governance
Who owns, pays, operates, maintains, monitors and corrects failure?
Context & equity
How do geography, gender, disability, income, language and season change the pathway?
Section 03
How the parts work together
Every component needs an accountable operating definition.
Genomic research
Define eligibility, service standard, responsible team, required inputs, handoff, safety rule, data record, escalation and follow-up.
- Rare diseases
- Pharmacogenomics
- Personalised treatment
- Risk research
- Genetic counselling
- Privacy, consent and ethics
Section 04
A solution suited to India
Repair the weakest handoff while protecting the whole pathway.
Verify baseline
Measure the actual local failure in genomics & precision health, including distribution and missing evidence.
Protect immediately
Contain urgent patient-safety, infection, supply, access or continuity risks before longer reform.
Redesign service
Join people, workflow, infrastructure, supplies, digital support and accountability around the user journey.
Pilot safely
Pilot a tightly governed clinical use with counselling, consent, validation, access control and long-term oversight.
Independent review
Compare benefit, harm, equity, cost, workforce burden and maintainability before expansion.
Decision checks
Clinical safety; Access; Consent; Privacy; Equity; Workforce; Affordability; Maintenance; Evidence
Section 05
Roadmap
Protect now, pilot carefully and build durable capability.
- 0–90 DAYS
- Diagnose & protect
Verify the pathway, immediate risk, accountable owner, minimum safe standard and urgent correction.
- 3–18 MONTHS
- Pilot & measure
Pilot a tightly governed clinical use with counselling, consent, validation, access control and long-term oversight.
- 1–5+ YEARS
- Institutionalise
Fund workforce, operations, maintenance, interoperability, supervision, public correction, independent evaluation and continuous learning.
Section 06
How to measure improvement
Track health benefit, safety, equity and durability—not activity alone.
KPI 01
Clinical utility
Record the definition, baseline, target, actual result, source, reporting period, affected group and uncertainty.
KPI 02
Consent comprehension
KPI 03
Equitable access
KPI 04
Data access audit
KPI 05
Incidental-finding management
Result status: Planned, baseline pending, active measurement, insufficient evidence, improved, mixed, no improvement or harmful. Never label a programme successful from spending, training, installation or coverage alone.
Section 07
Risks and protections
Improvement must not create avoidable clinical or social harm.
Clinical risk
Unsafe standardisation, delay, false reassurance or inappropriate escalation.
Equity risk
Remote, poor, disabled, female, older or language-minority users excluded.
Data risk
Consent failure, exposure, cyber harm, misidentification or bad-quality records.
Workforce risk
Automation or targets increase unsafe workload and conceal skill gaps.
Governance risk
Responsibility, funding, maintenance or remedy remains unclear.
