Skip to main content

Setting up the Assessment using AI-based Quantitative Assessment

Leverage the power of AI to score your learners' conversation.

Written by Szabolcs Arnoczki

When you copy a bundled patient, your copied custom patient will come with the basic structure of the Objectives and Credits, but you might need to define what the exact requirements are.

The layout of the Objectives tab is the following:

To customize a credit, click the pencil icon next to a credit to open the editing window.

The AI-based Assessment

There are two methods to define a credit's requirements: Classic criteria or AI-based Assessment.

The AI-based Assessment is only available for simulations utilizing the Generative AI upgrade, but it allows you to create accurate quantitative assessments focued on communication.

Understanding the editing interface

Each AI-based assessment credit has three important sections. Understanding the purpose of each section helps you create accurate scoring criteria and provide clear guidance to learners:

1. Credit Name

Example: Onset

The Credit Name is the title or label for the credit. It is visible to learners by default.

The name helps identify what the credit is about, but it does not determine what the AI scores.

Examples:

  • Onset

  • Chief Complaint

  • Medication Use

  • Family Medical History

The Credit Name can be broad. The Credit Description defines what earns the point.


2. Credit Description

Example: Give 1 pt. credit if session transcript covers: "Pain onset"

This is where you tell the AI what information should award credit.

The AI uses the words, phrases, and concepts in this field to determine whether the learner gathered the required information from the patient.

Broad credits are more lenient and award credit for a wider range of information.

Example: Pain onset

Any discussion about when the pain began could receive credit.

Specific credits are stricter and require more precise information.

Example: Pain started two days ago.

Credit is awarded only if that specific information appears in the transcript.

Whether broad or specific, the description should always be clear and unambiguous.


3. In-Session Credit Guidance for Learners

Example: "Discussed onset."

This section is shown to learners on the simulation review screen.

Use it to provide hints, reminders, or coaching about what they should do.

This guidance does not affect AI scoring.

Writing Effective Credit Descriptions

Overview

The AI quantitative assessment is trained and weighted to award points for identifying important patient information, including:

  • Information gathering

  • Understanding the patient's condition

The AI uses the words, phrases, and sentences in the Credit Description field to identify whether the learner has gathered the required information from the patient.

The goal is to define what information should award credit.


How the AI Scores Credits

The AI reviews the entire session transcript.

A credit can be fulfilled:

  • Anywhere in the interview

  • Through different questions

  • Through patient statements (explicitly elicited or volunteered)

It is not necessarily tied to one specific question or one specific response.


What Makes a Good Credit Description?

A good credit description is:

✅ Specific
✅ Patient-focused
✅ Easy for a human to interpret
✅ Clear about what earns the point
✅ Free from unnecessary ambiguity

The AI will accurately recognize credits when the description is clear and understandable for humans as well.


Avoid Vague Terms

Do not expect the AI to infer meaning or fill in gaps.

For example:

❌ Protection

This could mean:

  • Physical safety

  • Financial security

  • Support for vulnerable individuals

  • Pregnancy prevention

  • STI prevention

If you want a specific type of protection, define it.

Examples:

✅ Pregnancy prevention

✅ Uses condoms for STI prevention
✅ Uses contraception to prevent pregnancy
✅ Has financial support from family

Creating a sexual health patient does not mean the AI will automatically interpret "protection" as sexual protection.


Don't expect the AI to infer information

The AI recognizes information that appears in the transcript. It should not be expected to infer diagnoses or fill in missing details.

Question: Any medical history?

Answer: I have some chronic bowel problems.

Credit results:

Credit Description

Result

GI disease

1 point

Diverticulitis

0 point

GI disease, diverticulitis EITHER

1 point


Every Part of a Credit Counts

Every piece of information included in a credit description is required unless you use EITHER.


Example: hospitalization, 4 surgeries

The simulation transcript must include:

✅ Hospitalization
AND
✅ Four surgeries

If the simulation transcript only includes:

"I was hospitalized"

The credit will NOT be awarded.


How to Use EITHER

Use EITHER when any one of the listed items is enough to receive credit.

Example:

patient's hospitalization, patient's surgeries EITHER

Means:

  • Patient hospitalization
    OR

  • Patient surgery

EITHER Examples

Example 1

Credit description: hospitalization, surgeries EITHER.

Required information in the transcript:

  • Any hospitalization
    OR

  • Any surgeries

This could refer to anyone.

Example 2

patient's hospitalization, surgeries EITHER:

  • Patient hospitalization
    OR

  • Surgeries of anyone

Example 3

patient's hospitalization, patient's surgeries EITHER:

  • Patient hospitalization
    OR

  • Patient surgeries


Complex Credits: Be Careful

Long credits are allowed, but they must remain specific and unambiguous.

Example

Credit:

Family history of both inflammatory bowel disease and colon cancer, mother had ulcerative colitis diagnosed at age 42 and colon cancer diagnosed at age 61, maternal grandfather had colon cancer, diagnosed age 62, one male sibling who has ulcerative colitis that was diagnosed at age 19, EITHER

Possible ways to receive credit:

  • Family history of both inflammatory bowel disease and colon cancer

  • OR mother had ulcerative colitis diagnosed at age 42 and colon cancer diagnosed at age 61

  • OR maternal grandfather had colon cancer

  • OR diagnosed age 62

  • OR one male sibling who has ulcerative colitis diagnosed at age 19

Problems

Some parts are unclear:

  • "Diagnosed age 62" — diagnosed who?

  • "Grandfather had colon cancer" — if the credit requires maternal grandfather, this is not specific enough

Recommended Version

Instead:

family history of inflammatory bowel disease and colon cancer, mother had ulcerative colitis and colon cancer, grandfather had colon cancer, sibling has ulcerative colitis EITHER

Now the required information is clear.

Credit can be awarded for:

  • Family history of inflammatory bowel disease and colon cancer

  • OR mother had ulcerative colitis and colon cancer

  • OR grandfather had colon cancer

  • OR sibling has ulcerative colitis


Avoid Stacking Too Many Concepts Together

Stacked credits can reduce accuracy.

The more different information included in one credit:

  • The more difficult interpretation becomes

  • The more human disagreement can occur

  • The less accurate scoring becomes

Example: Stress

Too broad: worried her COPD is getting worse, worried she will have to move into a home, worried about breathing EITHER

Better:

  • Current stress: worried about breathing, worried her COPD is getting worse

  • Future stress: worried she will have to move into a home

Example: Sleep

Too broad:

has poor quality sleep, sleeps less than 6 hours, falling asleep with her COPD is tough, trouble staying asleep EITHER

Better:

  • Sleep quality: has poor quality sleep

  • Sleep amount: sleeps less than 6 hours

  • Sleep interruptions: falling asleep with her COPD is tough, trouble staying asleep EITHER


Recommended Credit Style: Generic vs Specific

Credit Name

Generic

Specific Credit

Chief Complaint

why the patient is here

has terrible headaches

Onset

symptom onset

headaches started 2 days ago

Duration

symptom duration

diarrhea for the past day

Frequency

symptom frequency

cough every five minutes, feels like coughing all the time EITHER

Progression

symptom progression

more tired by the afternoon

Location

pain location

pain on lower left side of stomach

Radiation

symptom radiation

tingling from elbow to fingers

Quality

pain description

sharp, pounding pain

Severity

symptom severity rating

worst headache ever, headache 7 out of 10 EITHER

Aggravating Factors

aggravating factors

loud noise makes it worse

Relieving Factors

relieving factors

resting helps

Medical History

patient's medical history

Crohn's disease, diabetes

Hospitalizations

patient's hospitalization

2 hospitalizations, one for childbirth, one for food poisoning

Surgeries

patient's surgeries

no surgeries

Allergies

patient's allergies

allergic to insect bites

Medications

patient's medication use

Metformin, Epi Pen

Immunizations

patient's immunizations

flu shots yearly, HPV, Hep-B, Hep-C

Tobacco

patient's tobacco use

smokes two packs a day

Alcohol

patient's alcohol use

drinks several beers every day

Drugs

patient's recreational drug use

never tried drugs

Living Arrangement

patient's living arrangement

lives with husband and children in a suburban condo

Stress & Coping

patient's stress, coping EITHER

stressed from work, copes with running

Exercise

patient's exercise

runs daily, pilates, salsa dancing

Sleep

patient's sleep

sleeps 5 hours, restless nights

Diet

patient's appetite, diet EITHER

fair appetite, all foods, irregular meal times

Social Support

patient's support system

feels supported by parents and husband

Sexual Health

patient's sexual health

sexually active, monogamous with husband

Education

patient's occupation

accountant, works overtime regularly

Occupation

patient's education

BS in accounting

Family History

family history

mother: high blood pressure, brother: IBD


Combining Credits

Credits can be merged when appropriate, simply use a comma:

patient's hospitalization, patient's surgeries


Requires:

  • Hospitalization
    AND

  • Surgery


Example: Living Arrangement

Credit:

lives with husband and children in a suburban condo

Requires every piece of information:

  • Lives with husband

  • Lives with children

  • Lives in a suburban condo

Credit:

lives with husband, lives with children, lives in a suburban condo EITHER

Requires only one:

  • Lives with husband

  • OR lives with children

  • OR lives in a suburban condo

It does not mean:

  • Lives in any condo

  • Lives in a house


Final Checklist Before Creating a Credit

Ask yourself:

✅ Is this the exact information I want to score?
✅ Would two humans agree when the point should be awarded?
✅ Is the patient information specific?
✅ Did I avoid vague terms?
✅ Did I use EITHER only when appropriate?
✅ Did I avoid combining unrelated concepts?
✅ Could the AI find this information anywhere in the transcript?

Did this answer your question?