Generate examination questions

Textbook sentences become draft-questions, essential rules select candidate-questions, a difficulty rubric calibrates them, and you approve what goes into the examination.

Large language model

Choose Claude or OpenAI, a model-version, and supply your API-key. API access is a paid service, so the key must be your own.

model-version

API-key

Kept in this browser tab only. Never sent to this site's server.

Route through this site instead of calling the provider directlyOnly needed if your network blocks the direct call. Your key then passes through this site's server, which does not log or store it.

Source textbook

Import the Textbook as a PDF, check the detected units, then choose a Unit number or Page range. The file is read here and never uploaded.

Drop the textbook PDF, or click to choosePDF only. A 240-page book takes a few seconds to read.

Visually Memorable Regional Anatomy, already read and mapped into units.

Learning objectives and requirements

Import a Learning-objectives file, and add any Additional-requirements in your own words.

Drop the learning-objectives filePDF, DOCX, TXT or Markdown. Korean documents are read as written.

Additional-requirements

Free text, e.g. focus on nerves, or avoid questions about muscle attachments.

Predefined abbreviations

Comma-separated. Table 1 accepts these as answers, so a student writing one is not marked down.

Past examinations

Import Past-examination-question files. Years and serial numbers in the filenames are recognised automatically, and question and answer files are paired.

Drop past examination filesQuestion and answer files together. Used for the frequency criteria.

Without past examinations Table 3 is not consulted: every question keeps the difficulty the eleven Table 2 criteria gave it, and none is removed as already examined.

Difficulty distribution

Set Easy ratio, medium ratio and hard ratio. They must total 100%.

100%

easy

Easy ratio

10 of 40 questions

medium

medium ratio

20 of 40 questions

hard

hard ratio

10 of 40 questions

Additional-requirements

Difficulty-specific instructions, e.g. keep the hard questions clinically relevant.

Question format and number

Choose Cloze, multiple-choice or descriptive-answer, and set the Number of Exam-questions.

Number of Exam-questions

Spending limit

Optional. The run pauses when reached and can be resumed.

What to export

Decided in the review screen, when the questions are ready. Nothing in the run depends on it.

Which stages the record workbook carries — Draft-questions, Candidate-questions, Calibrated-questions, Exam-questions — and the Output-format for the examination itself are chosen beside the export button in Faculty review.

Also allow textbook terms that are not in Terminologia AnatomicaAdds the 107 anatomical names the textbook uses that Terminologia Anatomica does not list. Off by default, so the draft-question count matches the TA-matched figure reported in the paper.Independently review every calibrated question, not only the examination setOne extra model call per question. Needed to study the whole pool, since an unreviewed question has no uniqueness check behind its difficulty.

Run

Start runs the whole workflow, from source text to AI-reviewed questions ready for your review.

Import a textbook first.