# Medical History-taking and Clinical Reasoning on Medical case scenarios

Source: [Medical History-taking and Clinical Reasoning on Medical case scenarios](<https://www.sota2.com/research/sota/medical-history-taking-and-clinical-reasoning-on-medical-case-scenarios>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-30T06:49:22.404Z

Evaluation of model performance on medical case scenarios, focusing on history-taking and clinical reasoning capabilities.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Medical History-taking and Clinical Reasoning |
| Dataset (including any stated split) | Medical case scenarios |
| Metric | Accuracy (%) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Accuracy (%)](<https://www.sota2.com/research/sota/medical-history-taking-and-clinical-reasoning-on-medical-case-scenarios.md?metric=Accuracy%20(%25)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (%) | Result date | Report paper |
| --- | --- | --- | --- |
| Doctorina | 67.8 | Not recorded | 69ca03960636e5bf4afc93b1 |
| Obstetricians and gynecologists | 56.5 | Not recorded | 69ca03960636e5bf4afc93b1 |
| grok-4 | 41.23 | Not recorded | 69ca03960636e5bf4afc93b1 |
| gpt-5 | 38.6 | Not recorded | 69ca03960636e5bf4afc93b1 |
| gemini-3-pro | 16.96 | Not recorded | 69ca03960636e5bf4afc93b1 |

### Doctorina

Accuracy (%): 67.8. Result ID: 69ca1c6a47f34ce924b2208c.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03960636e5bf4afc93b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03960636e5bf4afc93b1.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Obstetricians and gynecologists

Accuracy (%): 56.5. Result ID: 69ca1c6a47f34ce924b2208b.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03960636e5bf4afc93b1.md>)

Recorded evaluation configuration: {"Participant Type":"Human professionals"}. This record does not assert independent reproduction.

### grok-4

Accuracy (%): 41.23. Result ID: 69ca1c6a47f34ce924b2208e.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03960636e5bf4afc93b1.md>)

Recorded evaluation configuration: {"Model Version":"basic version"}. This record does not assert independent reproduction.

### gpt-5

Accuracy (%): 38.6. Result ID: 69ca1c6a47f34ce924b2208d.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03960636e5bf4afc93b1.md>)

Recorded evaluation configuration: {"Model Version":"basic version"}. This record does not assert independent reproduction.

### gemini-3-pro

Accuracy (%): 16.96. Result ID: 69ca1c6a47f34ce924b2208f.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03960636e5bf4afc93b1.md>)

Recorded evaluation configuration: {"Model Version":"basic version"}. This record does not assert independent reproduction.

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