Volume II — Sector Blueprints · The People's Model — Manifesto v2026

Chapter 8 — Health as a Human Right

Health failure in Karnataka is a poverty trap. A family that cannot rely on the public system — for primary care, for medicines, for emergency response,…

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The People’s Model

Manifesto v2026

Volume II — Sector Blueprints

Chapter 8

Health as a Human Right

Reliable primary care. No stockouts. Fast emergency response.

Where this chapter sits

Chapter 8 makes the Vol I commitments operational in health. Two architectures introduced together: Karnataka Public Health Delivery Architecture (KPHDA, Sec. 8.9) — the institutional spine of six layers covering procurement, distribution, facilities, workforce, financing, and governance; and the Universal Medical Record System (UMRS, Sec. 8.8) — the data spine that runs on top of it. The state’s commitment is statutory and citizen-facing: every Karnataka-domiciled resident has a right to free care at the primary and secondary tiers, with catastrophic care covered through the Karnataka Catastrophic Care Fund. The Family Health Team is the operating unit at the primary tier; the Karnataka Mobile Clinic Network closes the last-mile gap.

8.1 Problem Snapshot

Health failure in Karnataka is a poverty trap. A family that cannot rely on the public system — for primary care, for medicines, for emergency response, for the cost of a single major illness — is one accident or one chronic condition away from financial ruin. Five structural failures recur:

Weak primary care. Karnataka has Primary Health Centres on paper; many do not have continuous Family Health Teams, regular outreach, or follow-up for chronic conditions. Visits drop, conditions escalate, citizens lose trust.

Stockouts of essential drugs and diagnostics. The state spends significant amounts on medicines and consumables, but the supply chain often fails at the last mile. No real-time stock visibility; no batch-to-patient tracking; no consequence when a PHC runs out.

Overcrowded tertiary hospitals. Because primary care underperforms, every condition escalates to the secondary or tertiary level, where the unit cost of care is several times higher.

Slow and uneven emergency response. Trauma care — particularly road-trauma — depends on response time. Karnataka’s response time is uneven and the dispatch dashboards are not public.

Unequal access. Rural and tribal Karnataka, and the working poor in cities, face longer waits, fewer specialists, weaker infrastructure, and higher out-of-pocket spending than the state average.

Beneath these five lies a single architectural failure. The state has hospitals, schemes, and procurement budgets, but it does not have a coherent health-sector architecture. A health system is a procurement spine, plus a distribution spine, plus a facility network, plus a workforce, plus a financing layer, plus a governance authority — operating as a whole, not as five disconnected programmes. Karnataka builds that whole.

8.2 People’s Model Blueprint

Karnataka rebuilds the health sector as Karnataka Public Health Delivery Architecture (KPHDA, Sec. 8.9) — six institutional layers operating as one system, with the Universal Medical Record System (Sec. 8.8) as the data spine, and the Karnataka Universal Health Entitlement as the citizen-facing right.

The Karnataka Universal Health Entitlement

Every Karnataka-domiciled resident is eligible for state-funded care at the primary and secondary tiers without payment at the point of care. Tertiary care, rare-disease treatment, and high-cost interventions are covered through the Karnataka Catastrophic Care Fund with a published illness list and per-category financial ceilings. The Entitlement is a statutory right, established by the Karnataka Universal Health Entitlement Act (Vol III App I Sec. I.4.12). Existing schemes — Suvarna Arogya Suraksha Trust, NHM, PMJAY-AB — converge into one citizen-facing entitlement. No multi-scheme navigation by the citizen. By Year 10 the Entitlement universalises: every Karnataka-domiciled resident has free access to all unforeseen and serious medical conditions — emergency, acute, cancer, dialysis, transplant, rare disease — across the full diagnostic-and-treatment stack, at every district hospital and tertiary hub, with no means test. Elective and lifestyle care remains paid. The universalisation is contingent on the District Medical College+Hospital build-out reaching the published Karnataka District Medical College Standard in every district, which the Year 1-10 capital programme is sized to deliver.

The six-layer architecture, in brief (full detail in Sec. 8.9)

Layer 1 — Karnataka Health Procurement Authority (KHPA). Single state-owned procurement body for medicines, consumables, diagnostics, and equipment. Pooled tendering. OCDS-published. Generic-first policy. Four regional quality-testing labs.

Layer 2 — Karnataka Drug & Consumables Distribution Network (KDCDN). Three-tier warehouse (regional → district → facility). Real-time stock dashboard on the state operating spine. Cold-chain IoT. Batch-to-patient tracking via UMRS.

Layer 3 — Karnataka Care Facility Hierarchy. Six rungs: sub-centre → PHC → CHC → district hospital integrated with a medical college (every district) → eight regional tertiary hubs → Karnataka Mobile Clinic Network. The Family Health Team is the operating unit at the PHC tier.

Layer 4 — Karnataka Public Health Cadre. FHTs, ASHA + ANM cadre expanded, three new state cadres (Mobile Health, Biomedical Engineering, Health Records Officers). Training pipeline via state medical colleges + 31 Karnataka Public Health Skill Hubs.

Layer 5 — Karnataka Health Financing Authority (KHFA). Single-window for every citizen. UMRS identity check + scheme eligibility + free-vs-paid determination in one query. Karnataka Catastrophic Care Fund for tertiary + rare-disease.

Layer 6 — Karnataka Public Health Authority (KPHA). Apex statutory body. Independent board with civil-society + medical-professional + retired-judiciary members. District Health Boards (one per district) for local oversight + citizen-rating-triggered audits.

Convergence with road safety

The 24/7 Emergency & Trauma Network is integrated with the 112 emergency line (Vol I Sec. 3.2), road-safety infrastructure (Vol II Ch 9 Sec. 9.6.7), and the Helmet Programme (Vol I Sec. 5.3 and Vol III App E). The Helmet Programme’s ring-fenced Road Safety & Trauma Care Fund part-funds the trauma-care network; the link is published and audited on the Open Ledger.

8.3 How it Works (key workflows)

Five workflows define the citizen’s interaction with the health system.

Annual checkup workflow

Mobile Clinic visits every ward and every village at least quarterly. Citizen’s annual checkup runs at the published quarterly slot: vitals + vision + dental for ages 5-30; basic plus blood panel + urinalysis + ECG (35+) + mental-health screen for ages 30+; women 25+ receive women-specific screens overlay. All results flow to the citizen’s UMRS record. Abnormal results auto-flag for FHT follow-up at the citizen’s PHC. The citizen sees results + flags on JANATA.

Pregnancy workflow

Once pregnancy is confirmed, the Mobile Clinic visit cadence intensifies: monthly for the first 6 months, every 10 days from month 7 to delivery — approximately 15 antenatal visits per pregnancy. Each visit captures BP, weight, foetal-heart-rate, scheduled blood/urine tests, and counselling. High-risk markers auto-route to the district hospital obstetric unit. Delivery happens at the appropriate facility (PHC for low-risk, district hospital for high-risk). Postnatal cadence: FHT home visit at day 1, day 7, day 14, day 30, with breastfeeding + immunisation support.

NCD prevention and follow-up loop

FHT screens for non-communicable disease (diabetes, hypertension, mental health, oral cancer, cervical/breast self-exam coaching) at the catchment level. Diagnosis confirmed via district lab. Medication initiated; continuous follow-up coded into the FHT calendar with UMRS as the case file. Stock-out at the patient’s PHC auto-triggers KDCDN dispatch from the district warehouse.

Emergency response workflow

Call to 112 → location-aware dispatch → fastest-route routing on the Mission Control dashboard → stabilisation at the nearest equipped centre → onward routing per UMRS clinical context (e.g. trauma to the nearest tertiary hub; stroke to a thrombolysis-capable centre). Break-glass UMRS access at the receiving facility — every break-glass event is auto-logged, the citizen is notified within 24 hours, and a quarterly review panel audits every override.

Supply-chain loop

Demand forecast per PHC and per district aggregates to KHPA. Pooled tender on the Karnataka Public Procurement Portal (KPPP) under the KTPP Act (Vol I Sec. 4.2). KHPA quality-assurance lot testing at one of four regional labs. KDCDN distribution to district warehouses, then to facility — every batch carries a serial number that lands in patients’ UMRS records when dispensed. Real-time stock dashboard visible to the FHT, the district health office, the State Mission Control Room, and any resident in aggregate form.

Outbreak and surveillance loop

Any lab or facility reporting a notifiable case auto-alerts the Public Health Surveillance system (operated by KPHA). District rapid-response field team mobilised. UMRS de-identified aggregates power early warning. Containment + treatment trace published on the public dashboard with privacy preserved.

Citizen surface — JANATA role-cards

Per Vol III Ch 22 Sec. 22.0a, every health-sector interaction is reachable through JANATA role-cards. Three role-cards anchor this chapter and ship in the v1 launch: Patient (own record, prescriptions, lab reports, appointments, entitlement status, access log); Caregiver (consent-linked access to another citizen’s record, e.g. parent/elderly relative); Health-worker (ASHA/ANM/doctor/nurse/pharmacist/lab tech — beat assignment, supply status, salary + incentives, continuing education).

Architectural integration — Health is the highest-stakes data domain in the architecture

UMRS and KPHDA carry the most sensitive personal data the state holds. The operating architecture (Vol I Ch 2) puts the health domain on a cryptographic floor with stronger safeguards than any other sector. Every UMRS read, every prescription, every diagnostic entry, every AI-assisted clinical decision generates a Karnataka State Service Log (KSSL) entry anchored to a publicly verifiable append-only structure. A patient sees their own access log live through JANATA — who accessed their record, when, and why.

Patient consent through the Citizen Consent Ledger

Every flow that touches a patient’s UMRS data — sharing across facilities, between primary/secondary/tertiary care, with insurance bodies, with public-health programmes, with research bodies for de-identified studies — requires a consent token from the Citizen Consent Ledger (Vol I Ch 6). Consent is granular by purpose, time-bound, and revocable. Emergency break-glass overrides are recorded as KSSL events with statutory post-hoc review within 30 days. The Karnataka Cyber Security and Citizen Consent Act (App I) provides the statutory floor.

CSOC oversight of UMRS — a high-value attack target

UMRS is the most attractive target the state’s digital infrastructure presents to attackers. The Karnataka Cyber Security Operations Centre (CSOC, App H sheet H.231) maintains continuous audit access, runs the bug-bounty programme against UMRS first, and has statutory authority to compel patching, mandate a vendor change, or isolate a non-compliant facility’s connection pending remediation. Hardware Security Modules (HSM) hold UMRS key material; threshold cryptography is mandatory for any bulk operation touching more than 1 lakh patient records at once (mass exports, schema queries, bulk consent overrides). No single administrator’s keys are sufficient.

Independent Audit Board oversight of KHRA

The Karnataka Health Records Authority (KHRA) — established under the Karnataka Digital Health Records Act (App I) — operates UMRS. KHRA is overseen by the Civil-society Independent Audit Board (Vol I Ch 6) with funding ring-fenced from departmental control. The Audit Board has standing to publish annual audits of KHRA’s consent compliance, access patterns, AI use, and security posture.

AI in preventive care and population health on the AI-Use Register

Preventive-care AI, risk-scoring AI, and population-health-targeting AI are registered on the AI-Use Register (Vol I Ch 6). Algorithmic bias audits by the Independent Audit Board run annually with public reports. KSSL anchors every AI-assisted clinical decision, enabling end-to-end audit from input data through model recommendation to human follow-or-override.

Open Ledger and Open Data Portal

Financial flows for Health programmes publish on the Open Ledger (App D) — survival-essential primary care free, secondary/tertiary care under graduated co-payment. Health outcome time-series — district-level mortality, disease incidence, vaccination coverage, hospital occupancy, mobile-clinic outreach — publish on the Karnataka Open Data Portal (App H sheet H.233) under aggregation rules that prevent re-identification.

8.4 Program Catalog (what we will actually do)

Programmes are catalogued by KPHDA layer. Full programme-design sheets in Vol III App H Health (H.019–H.054, with new sheets for KHPA, KDCDN, KHFA, and the Mobile Clinic Network).

Layer 1 — KHPA: state-empanelled generic-supplier programme; four regional quality-testing labs; OCDS-published pooled tenders with 5-year price ceilings.

Layer 2 — KDCDN: 4 regional warehouses + 31 district warehouses + cold-chain IoT rollout + last-mile to ASHA workers; real-time stock dashboard live on Day 100.

Layer 3 — Facility programmes: Family Health Team rollout (target: every PHC operational by Year 3); district medical college + hospital programme (target: uniform Karnataka standard across all 31 districts by Year 5); eight regional tertiary hubs (target: 4 operational by Year 3, all 8 by Year 5); Karnataka Mobile Clinic Network (target: ~600 vehicles in steady state by Year 5, with intensified pregnant-women cadence statewide).

Layer 4 — Workforce: ASHA + ANM expansion + retention bonus; Family Health Team certification + continuous education; three new state cadres (Mobile Health, Biomedical Engineering, Health Records Officers); 31 Karnataka Public Health Skill Hubs co-located with district medical colleges.

Layer 5 — Financing: Karnataka Universal Health Entitlement operational by Year 3 statewide; Karnataka Catastrophic Care Fund corpus seeded Year 1; KHFA single-window IT live Year 2.

Layer 6 — Governance: KPHA constituted Year 1; District Health Boards in 3 pilot districts Year 1, statewide by Year 3.

UMRS programme: pilot in 3 district-hospital catchments Year 1; statewide PHC + secondary by Year 2; tertiary integration by Year 3; private hospital voluntary onboarding from Year 4; universal coverage by Year 5.

Cross-cutting programmes: 24/7 Emergency & Trauma Network expansion; trauma centres along major highways (per Vol II Ch 9 Sec. 9.6.7 Road Safety); school health (per Vol II Ch 7); environmental health surveillance (per Vol II Ch 11); rural-health convergence (per Vol II Ch 13).

8.5 Finance & Accountability

Finance principles

Preventive care saves fiscal space. Every late-stage hospitalisation that could have been prevented at the PHC level represents a multi-fold avoidable cost. Pooled procurement through KHPA reduces unit prices, reduces corruption space, and stabilises supply. Maintenance-first for equipment — the Karnataka Biomedical Engineering Cadre operates in-house equipment installation + repair, replacing vendor-AMC dependency. Universal Health Entitlement removes financial barriers to primary and secondary care; the Catastrophic Care Fund prevents medical bankruptcy.

CAPEX and OPEX envelope (per Vol III App J Sec. J.3)

CAPEX ~₹98,500 crore over 5 years (~₹3,500 cr for UMRS + ~₹95,000 cr for KPHDA build-out). Allocation: district medical colleges + hospitals (~₹35k); regional tertiary hubs (~₹25k); workforce + skill hubs (~₹14k); mobile clinic network (~₹8k); KHPA labs + procurement IT (~₹6k); KDCDN warehouses + cold-chain (~₹4k); KHFA + Catastrophic Care Fund corpus seed (~₹3k); UMRS data-centre + endpoints (~₹3.5k). OPEX ~₹18,400 crore/year by Year 5 — universal entitlement coverage + ongoing operations + audits. (This ₹98.5 thousand crore is the incremental KPHDA + UMRS build; App J’s Health sector envelope of ₹119.5 thousand crore additionally carries ~₹21 thousand crore of pre-existing health capital commitments.) Health is a protected line in App J’s base-case sequencing: the cadre build-out and the KUHE ladder do not defer at the Year-3 gate.

Open Ledger publication

Every KHPA procurement (tender + bid + award) published in OCDS. Every KDCDN batch tracked from manufacturer to patient. Every KHFA disbursement (state facility budget + Catastrophic Care Fund claim) live on Open Ledger. Facility-level performance + stockout days + emergency response times + audit results published per facility per quarter. Helmet Programme revenue and Road Safety & Trauma Care Fund disbursement reconciled monthly. UMRS aggregate access logs published quarterly (per-citizen access logs are private to the citizen).

Cashless care at point of care

Karnataka Universal Health Entitlement removes paperwork at the point of care for primary + secondary tiers. KHFA single-window resolves identity + eligibility + entitlement in one UMRS query. The citizen does not chase paperwork during a health crisis. Catastrophic Care Fund disbursement model is in App H sheet H.022.

8.6 KPIs & Public Dashboards

Headline KPIs (full set in Vol III App A KPI Dictionary):

Per-citizen UMRS coverage — baseline 0%; Year 1 pilot (~5%); Year 3 60%; Year 5 100%.

PHCs with operational Family Health Team — baseline limited; Year 1 ≥50% in pilot districts; Year 3 ≥90% statewide; Year 5 100%.

Mobile Clinic Network coverage — baseline 0; Year 1 pilot (50 vehicles); Year 3 400 vehicles statewide; Year 5 ~600 vehicles, every ward/village visited quarterly.

Antenatal visit completion (target 15 per pregnancy) — baseline (new metric); Year 3 ≥80% achieving target; Year 5 ≥95%.

District medical college + hospital uniform-standard compliance — baseline (new); Year 3 ≥50% of districts compliant; Year 5 100%.

Karnataka Universal Health Entitlement coverage — baseline 0; Year 3 primary + secondary statewide; Year 5 core complete (primary + secondary + Catastrophic Care Fund operational); Year 10 universal free coverage of all unforeseen and serious medical conditions across the full diagnostic-and-treatment stack for every Karnataka-domiciled resident, no means test.

Emergency response time at 112 — baseline uneven; Year 3 ≤15 minutes in 90% of urban + 80% of rural districts; Year 5 published target meeting global best practice.

KHPA price reduction vs current market prices — baseline 0; Year 2 ≥15% reduction on top-100 procurement categories; Year 5 ≥25%.

Stockout days per PHC per quarter — baseline uneven; Year 1 baseline measured; Year 3 ≤2 days; Year 5 ≤1 day.

Out-of-pocket spend at the bottom income quintile for primary+secondary care — baseline material; Year 5 reduced ≥80% (target: zero out-of-pocket for entitled care).

8.7 Implementation Roadmap

Foundations — 0 to 100 days

Three statutes drafted + tabled: Karnataka Public Health Authority Act, Karnataka Health Procurement Authority Act, Karnataka Universal Health Entitlement Act (App I Sec. I.4.10–I.4.12). KPHA + KHPA + KHFA boards constituted (interim heads named within 30 days). First regional KHPA quality lab site identified (Bengaluru). Karnataka Mobile Clinic Network pilot procurement initiated. Three pilot district sites identified for UMRS pilot. Service Charters published for the top 20 citizen-facing health services. Facility and supply-chain audit launched; stockout baseline by district published.

Foundations — Year 1

All three statutes enacted. KPHA + KHPA + KHFA fully operational. First KHPA pooled tender (essential medicines) live on OCDS. First regional quality lab operational. KDCDN warehouse network design finalised. UMRS pilot in 3 districts (~5% population). Mobile Clinic Network pilot of 50 vehicles in 3 districts. District Health Boards constituted in 3 pilot districts. First district medical college upgrade audits launched (target: identify Year-2 upgrade tranche).

Build-out — Years 2 to 5

Year 2: KDCDN regional warehouses operational; 4 quality labs operational; UMRS statewide PHC + all government secondary hospitals; Mobile Clinics scale to 200 vehicles; ~6 new district medical college upgrade tranche operational.

Year 3: UMRS tertiary integration; 4 regional tertiary hubs operational; Mobile Clinics 400 vehicles; KHFA single-window IT live; Karnataka Universal Health Entitlement statewide for primary + secondary; District Health Boards in all 31 districts.

Year 4: Voluntary private hospital onboarding to UMRS + Catastrophic Care Fund empanelment; Mobile Clinics 500 vehicles; ~14 new state-built district medical colleges + hospitals operational in districts without existing ones; all 8 regional tertiary hubs operational.

Year 5: KUHE core complete — primary + secondary + Catastrophic Care Fund operational; Mobile Clinics ~600 vehicles steady state with intensified pregnant-women cadence statewide; UMRS universal coverage; all 31 districts have integrated medical college + hospital meeting the uniform Karnataka District Medical College Standard.

Consolidation — Years 5 to 10

High-reliability health system: low stockouts, strong preventive outcomes, fast emergency response, low out-of-pocket spending across income groups, citizen-rated facility quality at or above audit benchmarks. Karnataka’s procurement + distribution + financing models published under open licence for other Indian states to adopt. KPHDA architecture treated as durable infrastructure with statutory protection against cancellation by successor governments.

Cross-sector connections

Vol II Ch 7 Sec. 7.4.6 — every taluk gets a medical / public-health information centre as one of two anchor information centres under The Learning State. Vol II Ch 9 Sec. 9.6.9 — sanitation worker employment as permanent state employees with PPE + insurance + dignity, integrated with health-facility cleanliness contracts. Vol II Ch 9 Sec. 9.6.7 — Road Safety convergence with the 24/7 Emergency & Trauma Network. Vol II Ch 11 — environmental health surveillance + air quality + safe water integration. Vol II Ch 13 — rural health convergence + mobile clinic prioritisation in tribal and remote habitations.

Cryptographic anti-capture floor for UMRS. Every UMRS access generates a KSSL entry; the Citizen Consent Ledger governs every flow; CSOC monitors 24/7 with compel-patching authority; threshold cryptography is mandatory for any operation that touches more than 1 lakh patient records at once. The Civil-society Independent Audit Board oversees KHRA. A future government cannot quietly access patient records or alter health audit data — the violation is mathematically detectable.

8.8 Universal Medical Record System (UMRS)

Every Karnataka resident has a single state-owned medical record — every interaction with the public-health system (PHC visit, hospital admission, lab result, vaccination, prescription, ASHA-worker visit, ambulance call, scheme entitlement, mental-health consultation) writes to one centralised state Health Records Database. The record belongs to the citizen. Access is role-based, every access is logged, the citizen sees every access on JANATA.

Architecture — centralised state DB

All records sit in one state-owned, state-operated database housed in Karnataka. This is a deliberate choice over a federated model: it gives the state full control over data residency, governance, AI training, audit, and dispute resolution. The database is run by the Karnataka Health Records Authority (KHRA), a new statutory body established under the Karnataka Digital Health Records Act (Vol III App I).

This is a state-only programme, parallel to the national Ayushman Bharat Digital Mission (ABDM) / ABHA. Karnataka residents may hold ABHA IDs separately for portability outside the state, but inside Karnataka the UMRS is the canonical record. Constitutional posture: Karnataka Digital Health Records Act enacted under State List Entry 6 (public health and sanitation), with Article 254(2) Presidential assent if any provision is found inconsistent with ABDM rules.

Access control — role-based, fully audited

Access is granted by role + treating relationship, not by blanket consent. The role matrix is published. Examples:

Treating doctor or family-health-team member with an active care episode — full record access for the episode duration.

Specialist on referral — record access scoped to the referred condition + relevant history.

Pharmacy filling a prescription — access scoped to the prescription only.

Lab processing a sample — access scoped to the test only.

Public-health surveillance (during a declared outbreak) — de-identified aggregates only, by default. Identified access requires written notification to the citizen and judicial authorisation for sensitive categories.

Emergency override (ER, accident, unconscious patient) — break-glass access without prior consent, but every break-glass event is auto-logged, the citizen is notified within 24 hours, and a quarterly review panel audits every override.

Every access — routine, emergency, surveillance — is timestamped with the accessing officer ID, the records accessed, and the reason code. The citizen sees this access log live on JANATA.

AI use — population analytics default-on, individual risk scoring opt-in

Two distinct AI uses, with strict separation between them.

Population analytics. Default-on, no individual consent needed. AI works on de-identified, aggregated records to inform preventive care programmes — where to schedule a vaccination drive, which talukas need diabetes screening camps, which urban wards need mental-health outreach, where the next mobile clinic should park. De-identification follows the published Karnataka Health De-identification Standard (KHDS), maintained by KHRA. No individual is ever exposed by population analytics.

Individual risk scoring. Opt-in, granular consent on JANATA. A citizen who opts in lets AI run on their identified record to flag personal preventive opportunities (pre-diabetes risk, hypertension monitoring, post-discharge follow-up, vaccination reminders, screening reminders by age and family history). Outreach happens through the Family Health Team or via JANATA notifications, the citizen’s choice. Opt-in is reversible at any time; revoking deletes derived risk scores within 30 days.

Both AI uses are registered on the State AI-use Register (Vol I Ch 6 Sec. 6.7.1) with model description, training data scope, performance metrics, and an annual independent algorithmic audit. The Register is itself one of the six public publishing surfaces (Vol I Ch 2 Sec 2.2).

Citizen rights

Every Karnataka resident has the right to: (1) read their own complete record, in full, in Kannada or English; (2) see the access log live, with reason codes; (3) request correction of any factual error in their record (verified by the contributing facility); (4) opt in or out of individual risk scoring at any time; (5) export a portable copy of their record (PDF + structured-data formats) on demand, free of charge; (6) raise a Grievance Justice Authority (Vol I Ch 6) ticket on any access they believe was unauthorised.

Governance — Karnataka Health Records Authority

KHRA is a new statutory body created under the Karnataka Digital Health Records Act. Independent statutory board with civil-society members, a retired High Court judge as Chair (rotation), the Director of Health Services as ex-officio member. KHRA owns: the role-access matrix, the de-identification standard, the AI-use register entries for health AI, the audit log architecture, the citizen-rights enforcement process. KHRA publishes a quarterly transparency report including total accesses, break-glass events, citizen-raised grievances and resolutions, AI model performance metrics.

Anti-capture safeguards (Vol I Ch 1 spine pattern applied to UMRS): (a) every access logged immutably on the spine; (b) AI models open-sourced under a public licence after a 2-year proprietary window for vendor-neutral re-implementation; (c) no commercial use of state-held health data, ever — no sale, no licensing to insurers or pharma, no advertising-derived revenue; (d) annual external security audit published; (e) breach notification to the Data Protection Board within 72 hours of becoming aware, per DPDP Act 2023 Sec. 8(6) and the DPDP Rules 2025, with affected residents informed without delay; (f) sunset clause — if KHRA fails to publish quarterly reports for two consecutive quarters, the AI uses are suspended until governance is restored.

Implementation roadmap

Year 1 — pilot in three district-hospital catchments + their PHCs. Year 2 — statewide PHC network + all government secondary hospitals. Year 3 — all government tertiary care + integration of state schemes (Suvarna Arogya Suraksha Trust, etc.). Year 4 — voluntary on-boarding of private hospitals via a published data-sharing protocol with KHRA. Year 5 — universal coverage of every Karnataka-domiciled resident.

Cross-references: Vol I Ch 6 Sec. 6.7.1 — AI-use register entries for KHRA AI; Vol III App I Sec. I.4.8 — Karnataka Digital Health Records Act, HIGH-risk legislation; Vol III App J Sec. J.3 — UMRS infrastructure CAPEX; Vol III App H Sec. H.X — UMRS programme-design sheet.

8.9 Karnataka Public Health Delivery Architecture (KPHDA)

Six layers, each a distinct institutional pillar, together covering end-to-end delivery — procurement, distribution, facilities, workforce, financing, governance. Every layer publishes on the Open Ledger; every layer carries an anti-capture safeguard set; every layer is owned by a Karnataka statutory body, not by a single department or vendor. KPHDA is the institutional spine of the health sector; UMRS (Sec. 8.8) is the data spine that runs on top of it.

Layer 1 — Procurement: Karnataka Health Procurement Authority (KHPA)

Single state-owned body for ALL medicines, consumables, diagnostics, and equipment procured for the public-health system. Pooled tendering published on the state Open Ledger using OCDS — every tender, every bid, every award, every contract visible. Generic-first medicine policy with state-empanelled generic suppliers; branded-only where therapeutic equivalence is unestablished. Quality testing built-in: state-owned testing labs in four regional clusters (Bengaluru / Belagavi / Mysuru / Kalaburagi) run lot-level validation on every batch before distribution. Transparent unit prices live on Open Ledger, with 5-year price ceilings reviewed annually. Anti-capture: no single vendor above 25% of any category in any year; rotating empanelment on 3-year cycles; OCDS single-bid auto-flag on every procurement.

Layer 2 — Distribution: Karnataka Drug & Consumables Distribution Network (KDCDN)

Three-tier warehouse network — regional cluster warehouse (4) → district warehouse (31) → facility (~10,000). Real-time stock dashboard on the state operating spine (Vol I Ch 2): every facility’s current inventory, expiry dates, and reorder triggers visible at the district + state levels. Auto-reorder triggers fire when facility-level stock crosses a published threshold; the spine routes the order through KHPA without human-in-the-loop unless an exception condition fires. Cold chain monitored continuously with IoT sensors — temperature breaches auto-alert KDCDN and pull the affected lot before patient exposure. Last-mile delivery via state-operated logistics + ASHA-worker pickup for village-level distribution. Every batch tracked from manufacturer through warehouses to patient; the lot number lands in the patient’s UMRS record (Sec. 8.8) — a citizen can see which lot of which medicine they received at which facility on which day.

Layer 3 — Facility network: Karnataka Care Facility Hierarchy

Six rungs, each with a published service charter (Vol I Sec. 3.3):

Sub-centre — village-level basic care. Operated by ASHA + ANM. Catchment ~3,000 to 5,000 population. Charter: vaccination + antenatal screening + basic first aid + referral.

Primary Health Centre (PHC) — Family Health Team (doctor + nurses + ASHA workers + community health worker) operating as a continuous-care unit. Catchment ~25,000 population. Charter: continuous primary care + maternal-child health + non-communicable disease management + referral coordination.

Community Health Centre (CHC) / sub-district hospital — secondary care, 30 to 50 beds, basic surgical capacity. Charter: emergency stabilisation + uncomplicated surgical care + specialty outpatient + referral.

District hospital integrated with a Medical College — secondary care plus teaching, 300 to 400 beds. Every Karnataka district gets one — upgrading existing where viable (the ~17 districts with current state medical colleges) and state-built new in the ~14 districts without one. Uniform Karnataka District Medical College Standard applies to all: faculty ratio, facility quality, equipment depth, integrated hospital bed count. No two-tier system between districts. Phased: ~6 new district medical college + hospital per year over Years 2 to 5; Year 1 is procurement + site acquisition + early-cohort faculty recruitment.

Regional tertiary hub — 600 to 800 beds, eight hubs (Bengaluru / Mysuru / Mangaluru / Hubballi / Kalaburagi / Belagavi / Tumakuru / Davanagere) for the highest-complexity care. Citizens travel for tertiary only; secondary stays close to home. The eight hubs concentrate specialist density without spreading scarce talent too thin.

Karnataka Mobile Clinic Network — approximately 600 mid-size vehicle units in steady state, each staffed by 1 doctor + 2 nurses + 1 lab technician + 1 ASHA worker + 1 driver, serving roughly 80 citizens per day. Cadence: every ward and every village receives a mobile clinic visit at least once a quarter for routine annual checkups. Annual checkup scope is age-stratified — basic (vitals + vision + dental) for ages 5 to 30; comprehensive (basic plus blood panel + urinalysis + ECG for adults 35+ + mental-health screen) for ages 30+; women 25+ receive women-specific screens additionally. All results flow to the citizen’s UMRS record; abnormal results auto-flag for Family Health Team follow-up.

Pregnant women — intensified antenatal cadence. Mobile clinic visits monthly for the first 6 months of pregnancy, then every 10 days from month 7 to delivery — approximately 15 antenatal visits per pregnancy, materially higher than the WHO 8-visit baseline. Stronger surveillance catches complications earlier; integrates with district hospital obstetric capacity for high-risk transfer.

Layer 4 — Workforce: Karnataka Public Health Cadre

Family Health Teams at every PHC as the operating unit of primary care. ASHA + ANM cadre expanded with published recruitment + training pipeline. District Public Health Officer reporting to the District Health Board (Layer 6). Three new state cadres established under the Karnataka Public Health Authority Act: Karnataka Mobile Health Cadre (operates the mobile clinic fleet), Karnataka Biomedical Engineering Cadre (in-house equipment installation + maintenance, replacing vendor AMC dependency), and Karnataka Health Records Officers (UMRS data quality + access-log audit). Training pipeline: state medical colleges + state nursing colleges + Karnataka Public Health Skill Hubs (one per district, co-located with the district medical college).

Layer 5 — Financing: Karnataka Health Financing Authority (KHFA)

Single-window for every citizen — UMRS identity check plus scheme eligibility plus free-vs-paid determination resolves in one query at the point of care. Karnataka Universal Health Entitlement: every Karnataka-domiciled resident is eligible for state-funded care at the primary and secondary tiers without payment at the point of care. Karnataka Catastrophic Care Fund covers tertiary care plus rare-disease treatment with a published illness list and per-category financial ceilings. Existing schemes (Suvarna Arogya Suraksha Trust, NHM, PMJAY-AB) converge into one citizen-facing entitlement — no multi-scheme navigation required by the citizen. Provider claim flow: state facilities receive lump-sum operating budgets (no per-claim billing). Empanelled private hospitals operate on the Catastrophic Care Fund for tertiary care only, with strict published price ceilings; every claim and every payment lands on the Open Ledger.

Layer 6 — Governance: Karnataka Public Health Authority (KPHA)

Apex statutory body. Independent board with civil-society + medical-professional + retired-judiciary members. Reports to the Karnataka Legislative Assembly Health Committee. KPHA owns: facility licensing + service charter framework + quality standard + grievance escalation + annual public audit publication. District Health Boards (one per district) with citizen representatives provide local oversight — they run citizen-rating-triggered facility audits, hear local complaints before they escalate to the Grievance Justice Authority, and approve the District Public Health Officer’s annual work plan. Annual independent algorithmic audit of any AI used in clinical or administrative decisions, with audit summary registered on the Vol I Ch 6 AI-Use Register.

Anti-capture safeguards (Vol I Ch 1 spine pattern applied to health)

(a) Every procurement OCDS-published; every payment milestone-tied. (b) Vendor concentration ceilings: 25% per category per year. (c) Citizen-rating triggered facility audit — published threshold, published audit, published remedy. (d) COI register for facility heads + procurement officers + KHPA board. (e) Bidder competition floor: 3+ qualified bidders or Procurement Audit Cell review before award. (f) AI-flagged stock-out + cold-chain breaches auto-alert KDCDN and KPHA. (g) Sunset on facility certifications if quality audit fails for 2 consecutive cycles. (h) No commercial use of state-held health data, ever (statutory bar — Karnataka Digital Health Records Act, App I Sec. I.4.8).

Cross-references: Vol I Ch 1 (eight non-negotiable safeguards); Vol I Ch 2 (state operating spine — KDCDN runs on the spine); Vol I Ch 6 (AI-Use Register, Citizen Data Trust, Grievance Justice Authority); Vol II Ch 8 Sec. 8.8 (UMRS — data spine that runs on top of KPHDA); Vol III App I Sec. I.4.10–I.4.12 — three new statutes: Karnataka Public Health Authority Act (KPHA), Karnataka Health Procurement Authority Act (KHPA), Karnataka Universal Health Entitlement Act (KUHE); Vol III App J Sec. J.3 (Health CAPEX line); Vol III App H Health sheets for KHPA / KDCDN / KHFA programme design.

8.10 Governance, Audit, and Cryptographic Floor

Every transaction this chapter authors is anchored on the Karnataka State Service Log (KSSL). The architectural commitment is recursive: every operating record, every entitlement issuance, every service delivery, every grievance escalation, and every payment milestone in the chapter’s programmes carries a KSSL anchor that any party can independently re-derive. The Karnataka Citizen Data Trust governs every personal-data flow under purpose-bound, time-bound, revocable consent. A future government can change policy; it cannot quietly substitute the record of what was done before — because the record is anchored mathematically, witnessed by independent parties, and verifiable by any resident with an internet connection.

The Civil-society Independent Audit Board runs annual audits on the chapter’s flagship programmes, publishing both success cases and failure modes. Audit Board funding is ring-fenced from departmental and political control via statutory appropriation. The Cybersecurity Operations Centre (CSOC) monitors the chapter’s IT systems with compel-patching authority and continuous red-team exercises. Verifier-node operators (Vol I Ch 2) can independently re-derive KSSL anchors for the chapter’s transactions, audit dataset publication cadence on the Karnataka Open Data Portal, and verify citizen receipts at scale, giving press, journalists, civil-society organisations, and citizen-science groups the structural ability to detect retroactive tampering or selective non-publication. The State Equity Commission (Vol II Ch 18) holds parallel structural oversight authority on outcome-gap analysis across the chapter’s deliveries.

8.11 Citations & Further Reading

Full bibliography for this chapter and the wider manifesto is in Vol III Appendix G (Research References).

Cross-references

Architecture cross-reference

Vocabulary alignment with Vol I Ch 2: references to ’Open Ledger’ in this chapter mean the financial-spine OCDS-aligned publishing surface specifically. Time-series and dataset content (e.g., service-level data, sector dashboards) lives on the Karnataka Open Data Portal. Personal records live in the Citizen Data Trust under citizen consent (Citizen Consent Ledger). Operational state for the sector lives in the sector’s own operational system. All four surfaces — and any inter-system call between them — are mediated and cryptographically anchored through the Karnataka State Service Log (KSSL).

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This is a chapter of The People's Model manifesto for Karnataka — published in full for public review. Every claim may be challenged: write to [email protected].