The complete rule set — what triggers each check, why the flaw matters, and the guideline it comes from. Every example below is run against the real engine in our test suite, so this documentation can't drift from what the tool actually does.
Absolute terms
Warning · checks the optionsAn option contains a specific determiner — always, never, all, none, only, must.
Few things in any field are absolute, and testwise students know it: options with absolutes are disproportionately wrong, so they can be eliminated without knowledge.
Example that trips it:
Which statement about beta blockers is correct?
- A) They always lower heart rate
- B) They can mask hypoglycemia ✓
- C) They are contraindicated in hypertension
Trigger: always
Fix: Reword without the determiner, or make the option defensibly absolute. Haladyna, Downing & Rodriguez 2002, Applied Measurement in Education
Vague frequency terms
Warning · checks stem and optionsThe stem or an option hedges with often, sometimes, usually, rarely, frequently, commonly or “may occur”.
Imprecise frequency words mean different things to different examinees — the item becomes an argument about vocabulary, not knowledge.
Example that trips it:
Which finding commonly occurs in early sepsis?
- A) Tachycardia ✓
- B) Bradycardia
- C) Hypothermia
Trigger: commonly
Fix: Replace with a specific frequency, proportion or condition. NBME Item-Writing Guide
Negative stem
Warning · checks the stemThe stem asks for the wrong answer — not, except, false, least. A second, minor flag fires when the negative word isn't capitalized.
Negative stems measure careful reading as much as knowledge; students who know the content still miss them under time pressure.
Example that trips it:
Which of the following is not a beta blocker?
- A) Atenolol
- B) Amlodipine ✓
- C) Metoprolol
Trigger: not
Fix: Rephrase positively, or capitalize the negative (NOT) if it must stay. Tarrant et al. 2006, Nurse Education Today (item-flaw frequency study)
All / none of the above
Warning · checks the optionsAn option is literally “All of the above” or “None of the above”.
“All of the above” is answerable from partial knowledge — recognizing two correct options gives it away. “None of the above” tests recognizing wrongness rather than knowing the answer.
Example that trips it:
Which are established cardiovascular risk factors?
- A) Smoking
- B) Hypertension
- C) All of the above ✓
Trigger: All of the above
Fix: Replace with a substantive option. NBME Item-Writing Guide
Longest option is the key
Critical · checks the optionsThe marked correct answer is more than 1.5× the median option length. Requires the key to be marked.
“Pick the longest answer” is the best-known testwiseness strategy — correct answers grow long because item writers qualify them until they're defensible.
Example that trips it:
What is the best initial management?
- A) Watchful waiting
- B) A structured multidisciplinary plan with regular specialist follow-up and staged escalation of therapy ✓
- C) Immediate surgery
- D) Discharge
Trigger: the long correct answer
Fix: Trim the key or lengthen the distractors until they're parallel. NBME Item-Writing Guide
Option length imbalance
Info · checks the optionsAny option (key or not) is more than 1.5× the median length — flagged even when no key is marked.
Options that stand out visually attract attention regardless of content; parallel construction keeps the choice about knowledge.
Example that trips it:
Which is a first-line treatment?
- A) Metformin
- B) A carefully titrated combination of several second-line agents chosen case by case
- C) Insulin ✓
- D) Diet
Trigger: the long distractor
Fix: Balance option lengths so none stands out. Haladyna, Downing & Rodriguez 2002, Applied Measurement in Education
Grammatical cue (heuristic)
Warning · checks stem and optionsThe stem's grammar rules out some options before any knowledge is applied — e.g. a stem ending in “an” when only some options start with a vowel, or a plural verb with singular options.
Grammatical disagreement eliminates distractors for free. This check is a heuristic: it flags likely cases and says so.
Example that trips it:
Scurvy is caused by a deficiency of an
- A) ascorbic acid ✓
- B) thiamine
- C) riboflavin
Trigger: an
Fix: End the stem so every option fits grammatically (e.g. “…a deficiency of which vitamin?”). NBME Item-Writing Guide
Clang association
Warning · checks stem and optionsExactly one option repeats a distinctive word (6+ letters) from the stem that no other option contains.
Word echoes between stem and one option cue the answer — students pick the option that “sounds like” the question.
Example that trips it:
Which hormone regulates calcium homeostasis?
- A) Parathyroid hormone, which controls calcium directly ✓
- B) Insulin
- C) Glucagon
Trigger: calcium
Fix: Remove the repeated word from the option, or repeat it across several options. NBME Item-Writing Guide
Non-homogeneous options
Info · checks the optionsOptions mix numeric and verbal answers, numeric options aren't sorted, or numeric ranges overlap.
Heterogeneous options leak information (the odd one out draws attention); overlapping ranges can make two options simultaneously true.
Example that trips it:
What is the usual adult starting dose?
- A) 500 mg ✓
- B) 250 mg
- C) 1000 mg
Trigger: unsorted doses
Fix: Keep options the same kind, sort numerics, make ranges mutually exclusive. Haladyna, Downing & Rodriguez 2002, Applied Measurement in Education
Option-count sanity
Info · checks the optionsFewer than 3 options (Info), or two options with identical text (Warning).
Research shows 3 well-built options suffice — but 2 makes guessing a coin flip, and duplicates are outright defects.
Example that trips it:
Is aspirin an antiplatelet agent?
- A) Yes ✓
- B) No
Trigger: 2 options
Fix: Add at least one plausible distractor; replace duplicates. Haladyna, Downing & Rodriguez 2002, Applied Measurement in Education