Quick revision ↓ Medical Dictionary
Deep Learning — Module 02
Connect population needs and measurements to prevention, practical action and evaluation.
Counts and denominators
A count describes events but not the population at risk. A proportion has its numerator included in its denominator, while a ratio need not. A true rate incorporates time; some conventional names, including attack rate, refer to proportions. Always specify the population, period and case definition. Comparing 100 cases in a large city with 20 in a small village without denominators can reverse the apparent priority.
Incidence and prevalence
Cumulative incidence is new cases during a stated period divided by the initially disease-free population at risk, under suitable follow-up assumptions. Incidence rate divides new cases by person-time at risk. Prevalence includes existing cases at a point or during a period. Longer survival may raise prevalence even when incidence is unchanged. The approximation prevalence equals incidence multiplied by duration applies only under restrictive steady-state conditions.
Mortality and fatality
A mortality rate relates deaths to population and time; case fatality relates deaths among defined cases to those cases over an appropriate follow-up period. A lethal but rare disease may have high case fatality and a low population mortality burden. Crude rates reflect population composition. Age-specific rates or standardization improve comparisons when age structures differ, but standardized values depend on the selected reference population.
Relative and absolute effects
Risk ratio divides risk in the exposed group by risk in the comparison group. Risk difference subtracts the two. If risks are 20% and 10%, the ratio is 2 and the difference is 10 percentage points. Relative effects alone hide baseline risk. An odds ratio compares odds and is not generally identical to a risk ratio; the rare-outcome approximation needs appropriate study assumptions.
Worked prevention example
In a hypothetical trial, risk falls from 10% to 6% over one year. Absolute risk reduction is 4 percentage points, relative reduction is 40%, and number needed to treat is 1 divided by 0.04, or 25 for that outcome and period. These are teaching data, not treatment recommendations. State uncertainty, harms and follow-up; a number needed to treat without its timeframe is incomplete.
High-Yield Revision
- Specify denominator, time period and case definition.
- Risk ratio and risk difference answer different questions.
- Prevalence depends on both occurrence and duration.
Common Exam & Concept Pitfalls
- Do not call a proportion a person-time rate.
- Do not compare crude rates without considering population structure.
Sources & Further Reading
Curriculum and reference review: 24 September 2026. These original study notes summarize established principles. Use current programme schedules, local reporting requirements and clinical protocols for practice. Faculty review is pending.
- PM&DC MBBS Curriculum 2024 — Community Medicine and Public Health, printed pages 61–65
- Measurement and screening: CDC Principles of Epidemiology (archived foundational text) · WHO screening programme guide
- Services and surveillance: WHO primary health care · Pakistan NIH surveillance bulletins
- Immunization: Pakistan FDI official schedule · CDC timing and spacing principles. Apply Pakistan programme guidance to local schedules.
- Family health: WHO maternal health · Contraception · Infant feeding
- Nutrition: WHO malnutrition · Child anthropometric indices
- Environment and work: WHO drinking water · WASH · NIOSH hierarchy of controls
- Vectors and exposure: WHO dengue · Malaria prevention · Rabies · Snakebite
- Long-term health: WHO noncommunicable diseases · Mental health promotion and prevention
- Preparedness: WHO Health Emergency and Disaster Risk Management Framework
