Medical Questions Tutor (MKSAP, UWorld, STEP)-AI clinical reasoning assistant

Example

In a vignette with fever, hypotension, and leukocytosis, the tutor may ask: 'How does the timing of symptoms relate to the suspected source of infection? What parameters would make you suspect sepsis versus simple bacteremia?'

Scenario

Used in board preparation when analyzing mixed-type shock questions or overlapping systemic inflammatory syndromes, helping learners prioritize the sequence of evaluation and intervention.

Example

When a learner submits a UWorld explanation, the tutor condenses it into key categories such as pathophysiology, diagnostic pearls, and red flags.

Scenario

After a long study session, a learner pastes a copied answer explanation. The tutor reorganizes the material into digestible, bullet-point format for quick review, aiding long-term retention and pattern recognition.

Example

For a novice, the tutor may ask, 'What are the cardinal symptoms of hyperthyroidism?' whereas for an advanced user, the question may be, 'How does subclinical hyperthyroidism affect atrial fibrillation risk across age groups?'

Scenario

Used in a one-on-one tutoring context or self-study environment where users need dynamic support calibrated to their level of understanding. This scaffolds learning and promotes mastery through progressively complex inquiry.