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  • Presentation

Cognitive Bias, Diagnostic Error, and Treatment Pitfalls in Dermatology

Description

This talk uses a dermatology case to illustrate how cognitive bias and logical fallacies can lead to diagnostic error and treatment harm. A rash was initially framed as a drug eruption based on timing and a prior clinician’s label, leading to anchored thinking, premature closure, and failure to build a differential or do basic workup such as biopsy, scraping, labs, or a careful history. Important clues were missed, including motel exposure, a new strongly scented body wash, and a history of tinea. The patient was later treated empirically with biologics, despite worsening disease and no tissue confirmation, showing how escalation of commitment and false dichotomy can trap clinicians into continuing ineffective therapy rather than stopping and reassessing. The speaker emphasizes that worsening on biologics is a red flag, that appeal to authority and sampling bias can mislead even after expert pathology review, and that rare diagnoses should not be accepted without considering common alternatives. The presentation also reviews common treatment biases such as loss aversion, appeal to the masses, and overreliance on perceived safety, warning that “safe” therapies can still be inappropriate or harmful if the diagnosis is wrong. Practical advice includes taking a thorough history, examining the whole patient, reconsidering the diagnosis when a patient worsens, knowing true medication risks, respecting therapeutic ladders, using conventional “middle ground” treatments when uncertain, and being honest with patients about uncertainty and mistakes. The overall message is to think deliberately, name the bias, and avoid letting speed, familiarity, or fear of risk override sound clinical reasoning.

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Conclusions

  • Diagnostic anchoring on an initial referral diagnosis can cause clinicians to miss the true cause of a rash and stop the wrong medication.
  • A thorough history, full exam, and early differential diagnosis are essential before committing to a treatment path.
  • Premature closure and escalation of commitment can prolong patient suffering when a worsening case is not re-evaluated.
  • Worsening on a biologic or other advanced therapy should be treated as a red flag that prompts reconsideration and often stopping the drug.
  • Even expert pathology opinions are only data points, and the treating clinician must integrate them with the full clinical picture.
  • Rare diagnoses should not be favored over common conditions simply because they are memorable or recently encountered.
  • Simple bedside tests and basic investigations can prevent months of unnecessary immune-modulating therapy.
  • Logical fallacies such as false dichotomy, omission bias, loss aversion, appeal to the masses, and appeal to authority can distort dermatologic treatment decisions.
  • Risk assessment should be individualized by considering comorbidities, disease mechanism, route, burden, and the actual frequency and severity of adverse events.
  • Fear of adverse effects can lead to undertreatment, so clinicians should balance safety concerns against the harms of leaving disease uncontrolled.
  • The therapeutic middle ground, including conventional systemic agents, phototherapy, and topicals, is often an effective and lower-risk starting point.
  • Metacognition, humility, and openness to revising the diagnosis are central to avoiding cognitive bias and improving patient outcomes.
  • Cognitive bias in the patient encounter: Part I. Background and significance. Journal of the American Academy of Dermatology (JAAD), February 2025.#10.1016/j.jaad.2024.01.091
  • Cognitive bias in the patient encounter: Part II. Debiasing using an adaptive toolbox. Journal of the American Academy of Dermatology (JAAD), February 2025.#10.1016/j.jaad.2024.02.061
  • Ko et al., JAAD 2025.
  • Common things are common: A case study in diagnostic error due to cognitive bias. Journal of the American Academy of Dermatology.#10.1016/j.jaad.2025.10.017