2025年5月29日 星期四

to Address the Global Doctor Shortage

Releasing the Bottleneck: Applying the Theory of Constraints and the 80/20 Rule to Address the Global Doctor Shortage


Executive Summary

The global shortage of doctors is a critical bottleneck in public health systems. This paper applies the Theory of Constraints (TOC) to systematically understand and propose solutions to this problem. By strategically using the 80/20 rule and delegating lower-risk clinical tasks to nurses and pharmacists—within legal and clinical safeguards—we can significantly alleviate pressure on physicians. This proposal includes phased pilot programs, supported by AI-assisted triage, under appropriate governance, safety, and training frameworks.


1. Identifying the Core Constraint

Current Reality Tree (CRT) Summary):

  • Long wait times and poor health outcomes are worsening globally.

  • The root cause is the limited availability of physicians.

  • Efforts to increase doctor supply are slow and costly.

  • Many doctor visits involve routine, low-risk cases.

➡️ Core Constraint: The limited throughput of physicians in public health systems.


2. The 80/20 Opportunity: Exploiting the Constraint

TOC Thinking Process: Conflict Cloud (Evaporating Cloud)

Goal (A) Maximize access to safe and timely healthcare.
Need (B) Ensure clinical safety through expert physician oversight.
Need (C) Maximize throughput by reducing doctors’ burden.
Action (D) Route all patients to doctors to ensure quality.
Conflicting Action (D’) Triage and treat common, low-risk cases via trained nurses/pharmacists.

Injection:

Develop AI-assisted triage protocols that allow safe delegation of low-risk cases to non-physician providers, under strict referral and supervision systems, beginning with pilot programs in high-capacity systems.


3. Suggested Symptom Triage (for Delegation)

Validated by medical experts with caveats for caution and escalation.

  • Mild respiratory infections

  • Low-grade fever in healthy adults

  • Simple wounds and dressings

  • Uncomplicated urinary symptoms

  • Medication refills (chronic, stable patients)

  • Skin conditions without systemic signs

  • Lifestyle counseling

  • Routine vaccinations

  • Basic contraceptive advice

  • Mild GI symptoms (e.g., constipation)

➡️ Estimated: These account for 60–80% of outpatient cases in primary care.


4. Managing Risks and Barriers

Key Reservations :

Domain Risks Identified TOC-Based Mitigation Strategy
Clinical Safety Misdiagnosis, protocol limitations Limit delegation to clearly defined, non-ambiguous cases; integrate escalation protocols
Legal/Regulatory Scope-of-practice limitations Begin in jurisdictions with expanded nurse roles; advocate for reforms based on trial data
Workforce Impact Burnout among non-physicians Fund additional training and support for expanded roles
Equity Risk of two-tier care Ensure uniform standards and supervision in both urban and rural settings
Feasibility Infrastructure gaps Target high-readiness health systems first (UK, Canada, AUS)

5. Implementation Roadmap

Step 1: Pilot Programs

  • Countries: UK, Canada, Australia, Nordic nations

  • Sites: Urban and rural clinics with strong nurse practitioner systems

  • Supervision: Physician-led oversight, AI decision support tools

Step 2: Evaluation and Iteration

  • Metrics: Safety (missed diagnosis rates), patient outcomes, satisfaction

  • Study design: Stepped-wedge or randomized control trials

  • Data tools: EHR integration, audit logs, escalation tracking

Step 3: Policy Adaptation

  • Update legal frameworks based on trial results

  • Expand training pipelines for nurses and pharmacists

  • Build public trust through communication and transparency


6. Future Possibility: Global Scaling

Only after validated success in controlled environments should the model be scaled globally, accounting for:

  • Infrastructure readiness

  • Education standardization

  • Cultural acceptance

  • Legal reforms


7. Conclusion

Applying the Theory of Constraints reveals that the doctor shortage is a system bottleneck. By applying the 80/20 rule, triaging appropriate cases, and using nurses/pharmacists under AI-assisted protocols, we can significantly increase system capacity without compromising safety—if done responsibly and incrementally.

This is not a shortcut, but a strategic reconfiguration of existing resources to create a more resilient, accessible, and equitable healthcare system.