Items / Reference templates / BP016
REF-BP016-1
C07 binomial distribution · C07.3 binomial conditions · target hard, CD3 · split test · reference items carry their template's native demand and difficulty
Pending
Which random variable X has a binomial distribution?
Explanation (as written by the item's author)
Binomial requires a fixed number of independent trials with a constant success probability; only the first description satisfies all three.
| Option | Code | Catalogue meaning | Author's rationale |
|---|---|---|---|
| A | M-INDEP-VS-EXCL | Treats mutually exclusive events as independent, or independence as exclusivity. | Sampling without replacement from a small population: trials are dependent (hypergeometric). |
| B | MISC-OTHER | Distractor is not attributable to any catalogued misconception (itself a quality signal). | Counts trials to the first success, not successes in fixed n (geometric). |
| C (key) | KEY | Fixed n, independent trials, constant p, counting successes. | |
| D | MISC-OTHER | Distractor is not attributable to any catalogued misconception (itself a quality signal). | The number of trials is not fixed. |
Quality flags · 0 fired
- duplicate options (integrity) not firedTwo options are identical after normalisation.
- numerically equal options (integrity) not firedTwo options denote the same number (e.g. 0.5 and 1/2 and 50%).
- missing options (integrity) not firedFewer than four non-empty options.
- key out of range (integrity) not firedThe keyed answer is a probability outside [0, 1] (or a percentage > 100).
- all none of above (cue) not firedAn option is 'all/none of the above' or 'both A and B'.
- key uniquely longest (cue) not firedThe key is the longest option by at least 20% (length cue).
- key uniquely shortest (cue) not firedThe key is the shortest option by at least 20%.
- distractor out of range (cue) not firedA distractor is a probability outside [0, 1]; it can be eliminated without the construct.
- absolute terms in distractors (cue) not firedDistractors (only) use absolute terms such as always/never/must/proves, a known cue that they are wrong.
- stem option overlap cue (cue) not firedThe key alone repeats a content word from the stem.
- grammatical mismatch (cue) not firedThe stem ends in 'a'/'an' and some options do not agree with it.
- key is hedged only (cue) not firedOnly the key contains hedging language (may/might/plausibly/likely).
- numeric middle key (info) not firedOptions are numeric and the key is one of the two middle values. Informational; tested at set level against the 0.5 chance rate.
- negative stem (style) not firedStem uses NOT/EXCEPT/LEAST phrasing.
- overlong stem (style) not firedStem exceeds 110 words.
- inconsistent numeric format (style) not firedNumeric options mix fractions, decimals and percentages, or use differing decimal precision.
- unit mismatch (style) not firedOptions carry different units.
- option length imbalance (style) not firedLongest option is more than 2.5x the shortest.
- rationale value mismatch (metadata) not firedA distractor's stated rationale computes a value ('= x') that is not the option it is attached to: the distractor does not actually execute the misconception it claims.
Validator output
Not a numeric item: no program-of-thought check applies.
Answering probes
Probes not yet run for this item.
Shortcut results
| Heuristic | P(key) |
|---|---|
| longest option | 1.00 |
| shortest option | 0.00 |
| convergence | 0.00 |
| stem overlap | 0.25 |
| numeric middle | 0.25 |
| hedged option | 0.25 |
| position prior | 1.00 |
Provenance and generation trace
- Method
- reference_template / —
- Model
- none
- Source
- parameterised template T-C07.3-binom-cond, written by the AssessAI build agent (Claude); no external item bank; not human-reviewed
- Prompt hash
—- LLM calls · cost
- 0 · $0.00000 · 0.0 s
- Parser notes
- none