The process
How we make questions

What we will not ship
Out
No junk options
Options no hygienist would pick on any patient.
Out
No length cues
Items you can pass by spotting the longest answer.
Out
No skipped reads
A draft that skipped a person because a model already liked it.
How a question is made
- 01
Drafted from mistakes students actually make
Questions are drafted by AI. Wrong answers come from misconceptions students commonly hold. They are not throwaway options, jokes, or choices no hygienist would pick on any client.
- 02
Checked by other AI models
Other AI models that did not write a question try it without seeing the key. Where they disagree, that is flagged for the person who reads it. Agreement is only a note. It is not a shortcut around a human.
- 03
Sources, where one applies
Where a question rests on a specific guideline, we attach a source from the FDHRC published reading list and show it with the question. If a guideline changes, we can find the items that depend on it.
- 04
Read by a person. Every single one.
No question goes out automatically. A person reads every question that reaches you. One by one. That step is not optional.
- 05
And if we get one wrong
You can report a question in the app. A person reads every report. A question that is wrong gets fixed or removed.
Official sources
The NDHCE is administered by the FDHRC. PocketPass does not represent them. Area names, their weights, the competency framework, and the reading list come from these public documents.
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