Principles of Cost-Effectiveness - Bang for Your Buck
- Prioritize: Start with the most common, cheapest, and least invasive tests based on clinical suspicion.
- Test Hierarchy: Move from Bedside (History, Exam) → Basic Labs (CBC, LFTs) → Imaging (X-ray, USG) → Advanced/Invasive (CT, MRI, Biopsy).
- Screening vs. Confirmatory: Use high-sensitivity tests first in low-probability scenarios. Follow positive screens with high-specificity tests.
⭐ When two tests are available, choose the one with the higher Likelihood Ratio (LR). A high LR+ (>10) strongly rules in a disease, while a low LR- (<0.1) strongly rules it out.
Test Selection - Separating Wheat & Chaff
Prioritize tests based on clinical suspicion & pre-test probability. Start with simple, non-invasive, and cheap tests before moving to complex, invasive, or expensive ones.
- Screening vs. Confirmatory:
- SNOUT: A high Sensitivity test, when Negative, rules OUT the disease.
- SPIN: A high Specificity test, when Positive, rules IN the disease.
- Likelihood Ratios (LR): Quantify the diagnostic power of a test.
- Positive LR (LR+): $Sensitivity / (1 - Specificity)$
- Negative LR (LR-): $(1 - Sensitivity) / Specificity$
⭐ A test with an LR+ > 10 or an LR- < 0.1 is considered very strong evidence to confirm or exclude a diagnosis, respectively.
Diagnostic Workflow - The Stepwise Shuffle
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Cognitive Biases - Dodging Diagnostic Duds
- Anchoring Bias: Over-relying on initial information, leading to fixation on a single diagnosis.
- Confirmation Bias: Selectively ordering tests to confirm a suspected diagnosis while ignoring contradictory evidence.
- Availability Heuristic: Overestimating the likelihood of diseases that are more memorable or recently seen.
- Premature Closure: Accepting a diagnosis before it is fully verified, often missing the true underlying condition.
⭐ To counter these biases, consciously generate a differential diagnosis list and systematically consider evidence for and against each possibility before ordering tests.

High‑Yield Points - ⚡ Biggest Takeaways
- History & physical exam are the most cost-effective initial steps; don't rush to order tests.
- Always begin with non-invasive, cheaper tests (e.g., CBC, LFT) before considering expensive imaging.
- Follow a stepwise diagnostic approach; let initial results guide subsequent, more specific investigations.
- Avoid the "shotgun approach"-ordering multiple expensive tests like CT/MRI at once is heavily penalized.
- Screening tests are cost-effective in specific asymptomatic populations, not for diagnosing symptomatic patients.
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