Integrating evidence-based medicine into reasoning

Integrating evidence-based medicine into reasoning

Integrating evidence-based medicine into reasoning

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Clinical Reasoning - Thinking Fast & Slow

  • System 1 (Fast): Intuitive, automatic, pattern-recognition. Used for most routine encounters. It's efficient but prone to cognitive biases.

    • Anchoring Bias: Over-relying on initial information.
    • Availability Heuristic: Judging likelihood by how easily examples come to mind.
    • Confirmation Bias: Seeking data that confirms a hypothesis.
  • System 2 (Slow): Deliberate, analytical, and resource-intensive. Engaged for complex problems, atypical presentations, or to double-check System 1.

  • Cognitive Debiasing: The core strategy is metacognition-thinking about your own thinking. Force a "diagnostic time-out" to deliberately engage System 2.

⭐ Premature closure (a form of anchoring bias), where the diagnostic workup is stopped too early, is one of the most common causes of diagnostic error.

System 1 vs. System 2 Thinking in Clinical Diagnosis

Differential Diagnosis - The VINDICATE Game

A systematic framework to ensure a comprehensive differential diagnosis (DDx), especially for complex presentations. It's a powerful tool to combat premature closure and diagnostic errors by forcing consideration of a wide range of etiologies.

📌 VINDICATE Mnemonic:

  • Vascular (ischemia, infarction, hemorrhage)
  • Inflammatory / Infectious
  • Neoplastic (primary or metastatic)
  • Degenerative / Deficiency
  • Iatrogenic / Idiopathic / Intoxication
  • Congenital
  • Autoimmune / Allergic
  • Traumatic
  • Endocrine / Metabolic

Mnemonics for Differential Diagnosis

⭐ When assessing a patient with altered mental status, VINDICATE is crucial. It prompts consideration of often-missed causes like Wernicke's encephalopathy (Thiamine B1 deficiency), fitting under the 'Degenerative/Deficiency' category, which is reversible with timely treatment.

Evidence-Based Medicine - Numbers Don't Lie

  • Core Principle: Integrates clinical expertise, patient values, and the best research evidence into decision-making.
  • The 5 A's of EBM: A cyclical process for patient care.
  • Key Metrics for Diagnostic Tests:
    • Sensitivity: $TP / (TP + FN)$ 📌 SNOUT: Sensitive test, when Negative, rules OUT disease.
    • Specificity: $TN / (TN + FP)$ 📌 SPIN: Specific test, when Positive, rules IN disease.
    • Likelihood Ratio (LR):
      • Positive (LR+): $Sensitivity / (1 - Specificity)$
      • Negative (LR-): $(1 - Sensitivity) / Specificity$

High-Yield: Likelihood ratios are powerful tools. A high LR+ (e.g., >10) significantly ↑ post-test probability, while a low LR- (e.g., <0.1) significantly ↓ it, regardless of pre-test probability.

Cognitive Biases - Mind Traps & Pitfalls

Systematic errors in thinking that affect clinical judgment. Awareness and active reflection are crucial for mitigation.

  • Anchoring Bias: Over-relying on initial information.
  • Availability Heuristic: Overestimating likelihood of diagnoses that are easily recalled.
  • Confirmation Bias: Seeking evidence that confirms a pre-existing belief.
  • Premature Closure: Accepting a diagnosis before it is fully verified.

⭐ The availability heuristic often leads to misdiagnosis of common presentations with rare diseases that were recently seen or publicized.

  • The PICO framework (Patient, Intervention, Comparison, Outcome) is essential for framing clinical questions.
  • Prioritize evidence from systematic reviews and meta-analyses, the highest tier of the evidence pyramid.
  • Use Likelihood Ratios (LRs) to update pre-test probability to a more accurate post-test probability.
  • An LR+ >10 or LR- <0.1 provides strong evidence to rule in or rule out a diagnosis.
  • Always integrate evidence with clinical expertise and the patient's values and preferences.

Practice Questions: Integrating evidence-based medicine into reasoning

Test your understanding with these related questions

A research team develops a new monoclonal antibody checkpoint inhibitor for advanced melanoma that has shown promise in animal studies as well as high efficacy and low toxicity in early phase human clinical trials. The research team would now like to compare this drug to existing standard of care immunotherapy for advanced melanoma. The research team decides to conduct a non-randomized study where the novel drug will be offered to patients who are deemed to be at risk for toxicity with the current standard of care immunotherapy, while patients without such risk factors will receive the standard treatment. Which of the following best describes the level of evidence that this study can offer?

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Flashcards: Integrating evidence-based medicine into reasoning

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Apex (Left Decubitus; Bell):Identify:[sound:11 Apex, S4 Mid Sys Mur, LLD, Bell.mp3]_____

TAP TO REVEAL ANSWER

Apex (Left Decubitus; Bell):Identify:[sound:11 Apex, S4 Mid Sys Mur, LLD, Bell.mp3]_____

S4 and Mid-Systolic Murmur

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