Preambles.
The prompt
In most countries, there are too few doctors to service the population for adequate healthcare. Which have been the best and smartest initiatives for getting primary health and diagnostic services to the highest number of the medically underserved, anywhere in the world? In Nigeria? What are your further suggestions?
Claude
Best global models (task-shifting + community health workers):
- Ethiopia’s Health Extension Worker Programme — 40,000+ salaried, government-employed CHWs delivering a defined package of preventive/promotive care to every kebele (ward). Widely seen as one of the most successful scaled CHW systems in the world.
- Rwanda’s CHW + Community-Based Health Insurance (Mutuelles) combo — pairs village-level health workers with near-universal insurance and a strong digital health backbone (DHIS2), producing some of Africa’s best maternal/child outcomes per dollar spent.
- BRAC (Bangladesh) — the largest NGO-run CHW network in the world; trains women as frontline health entrepreneurs who sell basic medicines and refer cases, self-sustaining through micro-margins.
- India’s ASHA workers — over a million community health activists, incentive-paid per task (institutional delivery, immunization), now integrated with telemedicine hubs.
- Partners in Health (Haiti, Rwanda, Malawi) — “accompagnateur” model pairing CHWs with strong referral-linked clinics rather than CHWs operating in isolation — often cited as the gold standard for quality, not just reach.
- Zipline drone delivery (Rwanda, Ghana) — solved last-mile diagnostics/blood/vaccine logistics rather than personnel shortage directly, and is now expanding into Nigeria.
In Nigeria:
- CHIPS (Community Health Influencers, Promoters and Services) — Nigeria’s own answer to ASHA/HEW, designed to formally bridge informal and formal PHC, train and supervise informal providers, and route referrals into the ward-level PHC. As intermediaries, CHIPS personnel can train, monitor and supportively supervise informal providers, and conduct regulatory functions and facilitate data reporting and two-way communication, all aimed at improving referrals to PHC facilities. PubMed Central
- BHCPF (Basic Health Care Provision Fund) — the main financing vehicle, now in a “2.0” phase, funded by an annual grant from the Federal Government of not less than 1% of the Consolidated Revenue Fund, plus donor and private-sector contributions, NPHCDA running through NPHCDA, NHIA, NEMT and NCDC gateways. Coverage has expanded from 8,406 to a planned 17,600 PHCs nationwide, Nairametrics with 2,708 facilities now meeting “Level 2” standards. Nairametrics
- The catch: States are not fully accessing or utilising the over ₦32 billion available, due to states not meeting conditions, weak accountability and transparency in disbursements, Businessday NG and as of Q3 2025, 21 states still hadn’t accessed the emergency-care gateway at all. Businessday NG This is the core Nigerian problem: the financing architecture exists, but disbursement and accountability mechanisms are the bottleneck, not the design.
- Private healthtech layer: LifeBank (blood/oxygen/diagnostics logistics), Helium Health (EMR + hospital management, offline-capable), mDoc and Reliance Health (chronic disease/telemedicine), Wellvis and Clafiya (diagnostics/triage apps). These have raised substantial funding and transformed urban-centre care, but their reach into underserved rural and low-income areas remains limited Techawk — they’re solving access for the connected, not the truly underserved.
My further suggestions:
- Fix disbursement before adding more facilities. Nigeria’s bottleneck isn’t fund volume, it’s flow — state-level absorption and reporting capacity. A results-based “direct facility financing” model (already piloted) tied to verified utilization data is the right direction; it just needs harder enforcement.
- Pair CHIPS with a digital referral spine. Most successful global models (Rwanda, India) succeeded because CHWs feed into a tracked referral system, not just community education. CHIPS risks becoming symbolic without a DHIS2-style backbone connecting agent → PHC → secondary facility.
- Diagnostics-as-a-service over staffing-as-a-service. Given the doctor shortage is structural and slow to fix, the highest-leverage near-term move is point-of-care diagnostics (handheld ultrasound, AI-read X-ray/TB/malaria tests, rapid blood panels) pushed to CHW level — this multiplies what a non-physician can safely triage.
- Solve last-mile logistics, not just last-mile diagnosis. Drone or motorcycle-based supply chains (Zipline-style) for blood, oxygen, and diagnostic consumables would meaningfully cut PHC stock-outs, which BHCPF data shows is a persistent complaint.
- Outcome-linked financing for private healthtech expansion into rural areas — current VC-funded healthtech clusters in Lagos/Abuja/PH because that’s where ARPU is; public co-financing or subsidy mechanisms tied to rural deployment (not just facility count) would correct that skew.
Want me to go deeper on any one of these — e.g. the BHCPF accountability mechanics, or a comparison of financing-design options for closing the rural healthtech gap?
Gemini
The shortage of doctors is a critical bottleneck for healthcare systems worldwide. To solve this, the smartest initiatives bypass the traditional hospital model, focusing instead on bringing care and diagnostics directly to the people.
Here is a breakdown of the most effective strategies globally, what is working in Nigeria, and a few strategic models that could further bridge the gap.
Global Best Practices
The most successful global initiatives rely on three core pillars: sharing the workload, mobile technology, and on-the-spot diagnostics.
- Task-Shifting to Community Health Workers (CHWs): Countries like Ethiopia (Health Extension Program) and Brazil (Family Health Strategy) train local community members to handle routine care, maternal health, and disease prevention. This frees up the few available doctors to handle only complex, life-threatening cases.
- Telemedicine at Scale: In Rwanda, the government partnered with a digital health company to allow citizens to consult with nurses and doctors via basic mobile phones. This system now handles millions of consultations, dramatically reducing the need for physical hospital visits.
- Portable “Point-of-Care” Diagnostics: Instead of sending patients to a distant lab, modern tools allow testing to happen anywhere.
Devices like the Butterfly iQ (a portable ultrasound that plugs into a smartphone) allow trained nurses to perform scans in rural villages, with the images instantly sent to remote specialists for interpretation.
Innovative Initiatives in Nigeria
Nigeria faces a severe deficit, with only about 35,000 doctors available for a population that requires over 200,000. To adapt, several innovative programs are currently reshaping primary healthcare:
- The CHIPS Programme: The Community Health Influencers, Promoters, and Services (CHIPS) initiative trains local influencers to provide basic care and act as a bridge between rural communities and formal clinics. It also actively links informal providers (like traditional birth attendants) with the formal health sector.
- NIGCOMHEALTH: Launched to boost pandemic preparedness and everyday access, this government-backed telehealth platform allows Nigerians to schedule appointments and consult healthcare experts from their mobile devices, regardless of location.
- Adopt-A-Healthcare Facility Programme: Driven by the Private Sector Health Alliance of Nigeria (PSHAN), this initiative allows private companies and philanthropists to adopt, fund, and upgrade primary healthcare centers across all 774 Local Government Areas to meet international standards.
- The CRISP Initiative (2023): The Community-based Health Research Innovative Training and Services Programme deploys resident doctors from universities directly into rural community clinics. This brings expert care to underserved areas while providing hands-on training for local healthcare staff.
Strategic Suggestions for the Future
To truly scale primary healthcare, the solution must go beyond medical interventions and address the underlying economic and structural barriers. Here are three systemic approaches that could redefine access:
1. Franchised Mobile Diagnostic Fleets
Instead of building static clinics, deploy a fleet of solar-powered mobile health vans operated by trained nurses and lab technicians, not doctors.
Equipped with satellite internet and AI-assisted diagnostic tools (like automated blood analyzers and digital stethoscopes), these vans can operate on a “business-in-a-box” franchise model, creating local jobs while roaming between underserved communities.
2. Asset-Backed Community Health Insurance
Healthcare funding often fails because underserved populations lack liquid cash. A smart solution is to tie health micro-insurance to local economic output. By allowing communities to pay for health coverage using agricultural produce, localized trade warrants, or community labor, the system creates a self-sustaining cycle where local productivity directly funds local well-being.
3. AI-Driven Triage Systems
Integrate artificial intelligence into the very first step of care. Before a patient ever sees a human, they interact with an AI triage app (via a village kiosk or basic smartphone) that asks symptom-based questions in local languages. The AI then categorizes the urgency, dispensing basic over-the-counter advice for minor issues, and only escalating serious cases to the limited pool of human doctors.
Chatgpt
The central lesson
The best countries do not solve doctor shortages by waiting until they have enough doctors. They redesign healthcare so that doctors become supervisors, referral experts, trainers, and problem-solvers, while routine prevention, screening, basic treatment, follow-up, diagnostics, and health education are pushed closer to the home.
WHO defines primary health care as care delivered as close as feasible to people’s everyday environment, covering prevention, treatment, rehabilitation, palliative care, and community participation. That is the correct starting point. WHO also estimates a projected global shortfall of 11 million health workers by 2030, mostly in low- and lower-middle-income countries.
In Nigeria, the problem is severe: World Bank data put Nigeria at roughly 0.4 physicians per 1,000 people, meaning about 4 doctors per 10,000 people, far below what a modern health system needs.
Best and smartest global models
- Brazil: family health teams assigned to communities
Brazil’s Family Health Strategy is one of the strongest models. It uses multidisciplinary teams: doctors, nurses, nurse assistants, and community health agents assigned to defined neighbourhoods. The system is not just “wait for sick people to come.” It maps households, visits homes, follows pregnant women, manages chronic disease, vaccinates, and refers complex cases. OECD reports link the strategy to major reductions in infant mortality and avoidable hospitalisations.
Lesson for Nigeria: Every ward should have named care teams responsible for named households, not just “a PHC building somewhere.”
- Ethiopia: health extension workers and health posts
Ethiopia’s Health Extension Programme built thousands of local health posts and trained tens of thousands of Health Extension Workers. The World Bank reported over 15,000 health posts and over 35,000 Health Extension Workers, helping expand rural primary care access rapidly.
Lesson for Nigeria: A low-cost, disciplined, salaried or semi-salaried frontline cadre can extend care faster than trying to post doctors everywhere.
- Iran: rural health houses and Behvarz workers
Iran’s rural health-house system used locally recruited community health workers, called Behvarz, connected to referral centres. WHO describes Iran’s PHC reforms after Alma-Ata as especially important for improving maternal and child health, reducing maternal, infant, and neonatal mortality, and expanding equitable rural access.
Lesson for Nigeria: The worker must belong to the community, but must also be inside a strict referral and supervision system.
- Bangladesh: BRAC’s women-led community health network
BRAC built a huge women-led community health worker system. Its Shasthya Shebika workers visit homes, educate families, identify pregnant women, encourage antenatal care, support immunisation, sell basic health commodities, and refer patients. The model worked partly because it combined health work with local trust, women’s economic participation, microfinance groups, supervision, and small income incentives.
Lesson for Nigeria: Health access improves when frontline health workers are also trusted social actors, not just government messengers.
- India: ASHA workers as the first point of contact
India’s ASHA programme uses local women as health activists and first-contact health guides. India’s National Health Mission says ASHAs are expected to be the first port of call for deprived groups, especially women and children, and are given knowledge, drug kits, and performance-based incentives for immunisation, referral, reproductive and child health, and other public health services.
Lesson for Nigeria: Incentives matter, but relying too heavily on unpaid or underpaid women creates burnout and unfairness. The model must pay properly.
- Rwanda: health posts, CHWs, insurance, and logistics
Rwanda focused on bringing services closer. WHO reported that Rwanda reduced average walking time to facilities from about 95 minutes to 47 minutes by 2020, with a goal of under 25 minutes, and expanded health posts that provide outpatient care, pharmacy, laboratory testing, maternal and child health, and referral.
Lesson for Nigeria: Physical distance is a medical problem. If people must travel too far, they delay care until disease becomes expensive or fatal.
- Thailand: village health volunteers
Thailand’s village health volunteer system helped build rural primary health coverage. The UN notes that before the 1970s, less than one-third of Thailand’s population had access to basic health services, but village health volunteers became a key link between communities and formal health workers.
Lesson for Nigeria: Health systems need community intelligence: who is pregnant, who is missing vaccines, who has fever, who has hypertension, who cannot afford transport, who is at risk.
- Logistics models: Zipline, Riders for Health, DHIS2-style supply visibility
Many health systems fail not because there is no doctor, but because there is no vaccine, no test kit, no blood, no insulin, no antibiotic, no transport, or no data. Zipline now delivers blood, vaccines, and medicines to thousands of health facilities across Rwanda, Ghana, Nigeria, Kenya, and Côte d’Ivoire, with evidence of reduced stockouts.
Nigeria’s DHIS2 immunisation logistics integration is also important: DHIS2 reports that Nigeria integrated vaccine logistics into the health information system and saw a 98% reduction in reported stockouts nationwide from 2014 to 2021.
Lesson for Nigeria: A primary health system without supply-chain intelligence is only a building with disappointed patients.
What Nigeria already has that is promising
- CHIPS
Nigeria’s Community Health Influencers, Promoters and Services Programme is conceptually sound. NPHCDA says CHIPS is meant to bridge access gaps, link households to the healthcare system, complement data systems, improve outcomes, and bring PHC closer through home visits, especially in rural underserved communities.
UNICEF’s Kaduna example shows the practical version: CHIPS agents were trained in eight LGAs, with a minimum of 10 agents per political ward, providing counselling, referrals, basic promotion, prevention, and simple case management for cough, diarrhoea, and fever in under-five children.
- BHCPF
The Basic Health Care Provision Fund is one of Nigeria’s most important instruments. NPHCDA says it funds the Basic Minimum Package of Health Services, strengthens PHCs, supports daily operational costs, and is meant to ensure care for the poor and vulnerable. Its objectives include achieving 17,600 fully functional PHC facilities nationwide by 2027, at least one per political ward.
- NHSRII / PHC revitalisation
Nigeria’s Health Sector Renewal Investment Initiative aims to double fully functional PHCs from 8,809 to 17,618 by 2027, across all states and the FCT, using infrastructure upgrades and decentralised facility financing.
- PPMVs and community pharmacies
Patent and Proprietary Medicine Vendors are already a major informal first-contact system. A World Bank paper says PPMVs are the first point of care for low-income Nigerian households, the primary source of medicine for acute conditions, and the first source of care for up to 55% of childhood illnesses and malaria treatment for up to 55% of adults seeking care.
This is both an opportunity and a danger. The opportunity is reach. The danger is poor diagnosis, wrong drugs, antibiotic misuse, fake medicines, and delayed referral.
My strongest recommendation for Nigeria
Nigeria should build a Ward-Based Primary Health and Diagnostics Network.
Not just PHCs. Not just telemedicine. Not just CHIPS. Not just pharmacies. A full ward-level network.
The model should look like this:
Households
↓
CHIPS agents / community health workers
↓
PPMV or community pharmacy health point
↓
PHC diagnostic hub
↓
Nurse/CHEW-led care + tele-doctor support
↓
LGA referral centre / general hospital
↓
Specialist hospital only when truly needed
The genius is that each level does what it is best suited for.
CHIPS agents find people early. PPMVs and pharmacies handle basic access points. PHCs become diagnostic and treatment hubs. Nurses and CHEWs manage routine care. Doctors supervise, review, prescribe for complex cases, and handle referrals. Hospitals stop being flooded with simple cases.
Practical initiatives Nigeria should implement
- Put every household under a named ward health team
Every household should know: “This is my CHIPS agent. This is my PHC. This is my referral facility.” The ward team should maintain a register of pregnant women, children under five, elderly persons, hypertensive patients, diabetics, sickle-cell patients, TB patients, and people with disabilities.
- Turn PHCs into diagnostic hubs, not just consultation rooms
Each functional PHC should have a basic diagnostic pack: blood pressure, glucose, malaria RDT, pregnancy test, urine dipstick, haemoglobin, HIV/syphilis/hepatitis screening where appropriate, pulse oximeter, weighing scales, child growth monitoring, and sample collection for lab tests.
A doctor is not always needed to discover that a patient has high blood pressure, uncontrolled diabetes, malaria, pregnancy danger signs, malnutrition, anaemia, or oxygen shortage. But a safe protocol is needed.
- Certify PPMVs into levels
Do not pretend PPMVs do not exist. They already serve millions. Instead, classify them.
Level 1 can sell approved medicines only.
Level 2 can perform approved rapid tests after training.
Level 3 can operate as supervised digital referral points linked to PHCs and tele-doctors.
Any PPMV outside the rules loses certification.
- Create ward telemedicine rooms, not just phone apps
Telemedicine works better when a nurse, CHEW, CHIPS agent, pharmacist, or trained assistant is physically with the patient. The assistant can take blood pressure, temperature, weight, oxygen level, glucose, malaria test, and upload results. The remote doctor then makes a better decision.
Phone-only telemedicine is useful, but weak for poor and rural communities because many cases need examination, tests, medicine, or referral.
- Use motorcycles before drones, drones only where they truly beat roads
Nigeria should not copy drone delivery blindly. In many places, a disciplined motorcycle logistics network with cold boxes, route planning, and maintenance will be cheaper. Drones make sense for blood, vaccines, emergency medicines, hard-to-reach terrain, conflict zones, and flood-prone areas.
- Build a national sample-transport system
One big missing piece is diagnostics. A patient should be able to give blood, urine, sputum, or swab samples at a PHC or pharmacy point, and the sample should move daily to an LGA or state lab. Results should return by SMS, WhatsApp, printed slip, or health-worker dashboard.
This would greatly expand diagnostics without putting full laboratories everywhere.
- Pay for verified outcomes, not just activity
CHIPS agents and PHCs should not only be paid for attending training or filling forms. They should be rewarded for verified outcomes: completed antenatal visits, facility deliveries, fully immunised children, controlled blood pressure, TB treatment completion, diabetes follow-up, and fast referral of danger signs.
- Use AI carefully as decision support, not as fake doctor replacement
AI can help CHIPS agents, nurses, PPMVs, and pharmacists ask better questions, detect red flags, translate medical guidance into Hausa, Yoruba, Igbo, Pidgin, and local languages, and decide when to refer. But AI must be locked behind approved protocols and supervised by licensed clinicians.
- Make essential medicines always available
The fastest way to destroy trust in PHCs is for patients to arrive and hear: “No drugs.” Nigeria needs pooled procurement, stock visibility, anti-counterfeit tracking, and direct facility restocking. Diagnostics without medicine is frustration.
- Build health around schools, markets, churches, mosques, and workplaces
Screening should go where people already gather. Blood pressure days, diabetes screening, immunisation drives, antenatal registration, eye checks, and health education can be delivered through existing social infrastructure.
The smartest combined model for Nigeria
My preferred design is:
CHIPS + PHC + community pharmacy/PPMV + telemedicine + point-of-care diagnostics + sample logistics + BHCPF/NHIA payment + digital records.
No single initiative is enough. The winning system is an integrated chain.
The real question is not “How do we get more doctors?” Nigeria needs more doctors, yes. But the sharper question is:
How do we multiply the useful reach of every doctor, nurse, CHEW, pharmacist, lab scientist, and community worker by 10 to 50 times without destroying quality?
That is how the medically underserved can be reached fastest.
DeepSeek
Addressing the global shortage of doctors requires moving beyond the traditional, doctor-centric model of care. The most effective and “smartest” initiatives share a common strategy: decentralizing care, empowering community health workers (CHWs), and leveraging appropriate technology.
Global Best Practices: Smart Initiatives that Work
· Empowering Community Health Workers (CHWs): This is the most impactful strategy globally. Programs like Integrate Health’s Integrated Primary Care Program (IPCP) in Togo train, equip, and pay local CHWs to provide proactive care. This model reduced the risk of under-five child mortality by 29% at a cost of just $10 per person per year.
· Removing Financial Barriers: The IPCP model also eliminates point-of-care fees, which are a major barrier for the poor. Similarly, Peru’s program covered transportation costs, directly tackling both financial and geographical obstacles.
· Leveraging AI for Diagnostics: AI is bridging the diagnostic gap in remote areas. Examples include an AI platform in Nigeria that reduced diagnostic delays by over 60%, Ghana’s Chestify AI which delivers X-ray reports in 3 hours instead of days, and the SMART project in Kano for point-of-care sickle cell and malaria testing.
· Task Shifting and Task Sharing (TSTS): This official policy formally trains lower-cadre health workers (like CHEWs) to perform tasks usually reserved for doctors. When combined with strong supervision, it’s a safe and effective way to expand the workforce.
Initiatives Making a Difference in Nigeria
Nigeria is actively implementing several of these global best practices:
· Telemedicine in Anambra State: Community health workers use tablets to connect patients in rural clinics with remote doctors for real-time consultations, bypassing the need for long travel. This has improved patient trust and vaccination uptake.
· AI Voice Assistant (CHEWA): A trial in Kano and Oyo states is testing a toll-free hotline where health workers use basic phones to get verbal, expert-level medical guidance from a GenAI assistant, with medical experts monitoring for safety.
· Task Shifting & Task Sharing (TSTS): Nigeria officially adopted this policy in 2014. States like Kano and Kaduna are piloting its implementation, training CHWs to deliver a wider range of essential health services.
· Infrastructure & Logistics: Initiatives like solarizing 371 primary health centers and deploying 1,000 containerized clinics are expanding reach. Data-driven outreach in Bauchi state is also successfully identifying and vaccinating “zero-dose” children.
Further Suggestions for Nigeria
To build on this momentum, I suggest focusing on these areas:
· Scale Proven Models: Move successful pilots like the IPCP model (Togo) and the CHEWA AI assistant from trials to national policy. Expand telemedicine beyond Anambra and TSTS across all states.
· Systematically Support CHWs: This is the most critical investment. Ensure CHWs are salaried, continuously trained with clinical decision-support tools, and formally integrated into the health system to improve retention.
· Invest in “Last Mile” Technology: Increase funding for AI diagnostics, mobile health apps, and telemedicine that works offline. Ensure reliable power and internet for health centers.
· Strengthen Local Partnerships: Foster domestic financing like the WHO/TY Danjuma Foundation partnership and collaborate with local tech innovators to co-create solutions.
· Prioritize Preventive & Community Care: Shift focus (and funding) towards community-based prevention, proactive case-finding, and health education. This is far more cost-effective than treating advanced diseases.
· Strengthen Data Systems: Use disaggregated data for microplanning to reach the most marginalized. Link diagnostic tools to electronic medical records for better disease surveillance.
Ultimately, the smartest approach is to build a system where well-trained community health workers are the first line of defense, supported by technology and connected to a functional referral network. This is the most practical and sustainable path to achieving universal health coverage.