Decision making under uncertainty

Decision making under uncertainty

Decision making under uncertainty

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Diagnosis - The Initial Hunch

  • Pattern Recognition (System 1 Thinking): Rapid, intuitive matching of a patient's presentation to learned "illness scripts." This forms the initial diagnostic hypothesis.
  • Illness Scripts: Mental frameworks for diseases, including key features: epidemiology, pathophysiology, symptoms, and expected course.
  • Generating a Differential (DDx): A crucial step to avoid premature closure. Use a systematic approach.
    • 📌 VINDICATE Mnemonic:
      • Vascular, Infectious, Neoplastic, Degenerative, Iatrogenic, Congenital, Autoimmune, Traumatic, Endocrine.

Availability Heuristic: A cognitive bias where clinicians overestimate the likelihood of diseases that are more memorable or recently seen, potentially skewing the initial hunch.

Clinical Reasoning - Mind's Tricky Shortcuts

Cognitive biases are systematic errors in thinking that affect clinical judgment. Awareness is the first step to mitigation.

  • Availability Heuristic: Overestimating likelihood of diagnoses that are recent, dramatic, or memorable.
    • Example: Seeing a rare case and then diagnosing it more frequently.
  • Anchoring Bias: Over-relying on initial information, failing to adjust for later findings.
    • Example: Sticking to an ER diagnosis despite new, conflicting lab results.
  • Confirmation Bias: Seeking and favoring data that confirms your initial hypothesis.
    • Example: Ordering tests to prove a suspected diagnosis, not to rule out others.
  • Premature Closure: Accepting a diagnosis too early, failing to consider other reasonable alternatives.

Metacognition-stepping back to reflect on one's own thinking process ("thinking about thinking")-is the most effective strategy to reduce cognitive errors.

Decision Making - Playing The Odds

  • Threshold Model: Clinical decisions hinge on probability.

    • Treatment Threshold: Probability above which you treat without further testing.
    • Testing Threshold: Probability below which you dismiss the diagnosis without testing.
    • The zone between these thresholds is the "test zone."
  • Bayesian Reasoning: Update pre-test probability (PTP) to post-test probability using test results.

    • Likelihood Ratios (LRs): Quantify the power of a test.
      • LR+ > 10 is strong evidence to rule IN a disease.
      • LR- < 0.1 is strong evidence to rule OUT a disease.

⭐ A test with a high likelihood ratio positive (LR+) is most useful for confirming a diagnosis when your clinical suspicion (pre-test probability) is already moderate to high.

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Reasoning Models - Two Brains, One Doc

  • Dual Process Theory: A model of clinical reasoning involving two distinct but complementary cognitive systems.
  • System 1 (Intuitive):
    • Fast, automatic, and based on pattern recognition and heuristics.
    • Efficient for experienced clinicians in common scenarios.
    • Vulnerable to cognitive biases (e.g., anchoring, availability).
  • System 2 (Analytical):
    • Slow, deliberate, and systematic.
    • Involves hypothesis testing and weighing evidence.
    • Reduces bias but is resource-intensive; essential for complex or novel cases.

⭐ Most diagnostic errors are linked to System 1 heuristics operating unchecked. Effective reasoning involves toggling between systems, using System 2 to verify System 1's initial impressions.

System 1 vs. System 2 Thinking

High‑Yield Points - ⚡ Biggest Takeaways

  • Bayesian inference is crucial: pre-test probability is not static and directly impacts post-test probability after a diagnostic result.
  • Cognitive biases like anchoring, availability, and confirmation bias are common pitfalls that lead to diagnostic errors.
  • Likelihood Ratios (LRs) are powerful: LR+ >10 significantly increases disease probability; LR- <0.1 significantly decreases it.
  • The threshold model dictates action: don't test below the testing threshold; treat empirically above the treatment threshold.
  • Leverage both System 1 (intuitive) and System 2 (analytical) thinking, but be wary of System 1's potential for error.

Practice Questions: Decision making under uncertainty

Test your understanding with these related questions

Two dizygotic twins present to the university clinic because they believe they are being poisoned through the school's cafeteria food. They have brought these concerns up in the past, but no other students or cafeteria staff support this belief. Both of them are average students with strong and weak subject areas as demonstrated by their course grade-books. They have no known medical conditions and are not known to abuse illicit substances. Which statement best describes the condition these patients have?

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Flashcards: Decision making under uncertainty

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Diagnosis of pneumonia is made by _____ and sputum & blood gram stain/culture

TAP TO REVEAL ANSWER

Diagnosis of pneumonia is made by _____ and sputum & blood gram stain/culture

CXR

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