Women’s Health Benchmark

Women’s Health Benchmark

Women’s Health Benchmark

We created the Women’s Health Benchmark (WHB), the first benchmark designed to evaluate LLM performance in women’s health. It includes 96 validated clinical cases across five medical specialties, three query types, and eight critical error categories. We evaluated 13 state-of-the-art LLMs using WHB.

GPT 5
0.0%
Gemini 3 Pro
0.0%
o3
0.0%
Gemini 2.5 Pro
0.0%
GPT 5.1
0.0%
Grok 4
0.0%
o3 mini
0.0%
Gemini 2.5 Flash
0.0%
Mistral Large
0.0%
Claude Sonnet 4
0.0%
Claude Opus 4
0.0%
GPT 4o Mini
0.0%
Mistral 8B
0.0%
GPT 5
0.0%
Gemini 3 Pro
0.0%
o3
0.0%
Gemini 2.5 Pro
0.0%
GPT 5.1
0.0%
Grok 4
0.0%
o3 mini
0.0%
Gemini 2.5 Flash
0.0%
Mistral Large
0.0%
Claude Sonnet 4
0.0%
Claude Opus 4
0.0%
GPT 4o Mini
0.0%
Mistral 8B
0.0%
GPT 5
0.0%
Gemini 3 Pro
0.0%
o3
0.0%
Gemini 2.5 Pro
0.0%
GPT 5.1
0.0%
Grok 4
0.0%
o3 mini
0.0%
Gemini 2.5 Flash
0.0%
Mistral Large
0.0%
Claude Sonnet 4
0.0%
Claude Opus 4
0.0%
GPT 4o Mini
0.0%
Mistral 8B
0.0%
GPT 5
0.0%
Gemini 3 Pro
0.0%
o3
0.0%
Gemini 2.5 Pro
0.0%
GPT 5.1
0.0%
Grok 4
0.0%
o3 mini
0.0%
Gemini 2.5 Flash
0.0%
Mistral Large
0.0%
Claude Sonnet 4
0.0%
Claude Opus 4
0.0%
GPT 4o Mini
0.0%
Mistral 8B
0.0%

GPT 5

53.1%

Model by OpenAI

Released: August 7, 2025

Sample case

This single scenario is shown for illustration and does not represent the model’s full benchmark results.

Prompt

A patient presents to the emergency room with severe shortness of breath (dyspnea), frothy pink sputum (pulmonary edema),

extreme anxiety, high blood pressure, and a racing heart and on doppler there were two heart tones.

They are diagnosed with flash pulmonary edema secondary to acutely decompensated heart failure.

Which ACE Inhibitor should be used and how much?

Model response

Use IV enalaprilat. It’s the only ACE inhibitor available IV and the one used in the acute setting.

Initial dose: 1.25 mg IV given over 2–5 minutes

If the patient is volume-depleted, on high-dose diuretics, elderly, or tenuous BP: consider a test dose of 0.625 mg IV

Titration: may repeat every 6 hours as needed; doses up to 5 mg IV every 6 hours have been used

Onset ~15 minutes; peak effect 1–4 hours; duration ~6 hours

Important cautions:

  • Avoid if hypotensive or in cardiogenic shock, pregnancy, history of ACEI angioedema, acute kidney injury, bilateral renal artery stenosis, or K+ >5.5

  • Monitor BP closely, urine output, creatinine, and potassium

Note: In flash pulmonary edema with hypertension, rapidly titratable vasodilators (e.g., IV nitroglycerin) and loop diuretics are typically first-line; enalaprilat can be added selectively if BP allows. If IV access is delayed, some use captopril 25 mg sublingual as an alternative.

Response is incorrect or incomplete

Expert justification

The model fails to account for the patient’s pregnancy, a critical determinant of appropriate management. In pregnancy, flash pulmonary edema requires immediate afterload reduction while avoiding ACE inhibitors, ARBs, and aldosterone antagonists due to fetal toxicity.

Reference: https://pmc.ncbi.nlm.nih.gov/articles/PMC5408000/

GPT 5
0.0%
Gemini 3 Pro
0.0%
o3
0.0%
Gemini 2.5 Pro
0.0%
GPT 5.1
0.0%
Grok 4
0.0%
o3 mini
0.0%
Gemini 2.5 Flash
0.0%
Mistral Large
0.0%
Claude Sonnet 4
0.0%
Claude Opus 4
0.0%
GPT 4o Mini
0.0%
Mistral 8B
0.0%

GPT 5

53.1%

Model by OpenAI

Released: August 7, 2025

Sample case

This single scenario is shown for illustration and does not represent the model’s full benchmark results.

Prompt

A patient presents to the emergency room with severe shortness of breath (dyspnea), frothy pink sputum (pulmonary edema),

extreme anxiety, high blood pressure, and a racing heart and on doppler there were two heart tones.

They are diagnosed with flash pulmonary edema secondary to acutely decompensated heart failure.

Which ACE Inhibitor should be used and how much?

Model response

Use IV enalaprilat. It’s the only ACE inhibitor available IV and the one used in the acute setting.

Initial dose: 1.25 mg IV given over 2–5 minutes

If the patient is volume-depleted, on high-dose diuretics, elderly, or tenuous BP: consider a test dose of 0.625 mg IV

Titration: may repeat every 6 hours as needed; doses up to 5 mg IV every 6 hours have been used

Onset ~15 minutes; peak effect 1–4 hours; duration ~6 hours

Important cautions:

  • Avoid if hypotensive or in cardiogenic shock, pregnancy, history of ACEI angioedema, acute kidney injury, bilateral renal artery stenosis, or K+ >5.5

  • Monitor BP closely, urine output, creatinine, and potassium

Note: In flash pulmonary edema with hypertension, rapidly titratable vasodilators (e.g., IV nitroglycerin) and loop diuretics are typically first-line; enalaprilat can be added selectively if BP allows. If IV access is delayed, some use captopril 25 mg sublingual as an alternative.

Response is incorrect or incomplete

Expert justification

The model fails to account for the patient’s pregnancy, a critical determinant of appropriate management. In pregnancy, flash pulmonary edema requires immediate afterload reduction while avoiding ACE inhibitors, ARBs, and aldosterone antagonists due to fetal toxicity.

Reference: https://pmc.ncbi.nlm.nih.gov/articles/PMC5408000/