# Per-patient OSA Classification (AHI \>= 5) on Stroke Unit 1.0 (All patients)

Source: [Per-patient OSA Classification (AHI \>= 5) on Stroke Unit 1.0 (All patients)](<https://www.sota2.com/research/sota/per-patient-osa-classification-ahi-5-on-stroke-unit-1-0-all-patients>)

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

Data updated: 2026-02-26T06:04:14.983Z

Evaluation of per-patient OSA classification performance (AHI \>= 5) using the Stroke Unit 1.0 (All patients) dataset, reporting Sensitivity (Sens), Specificity (Spec), Accuracy (Acc), and F1 score.

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 | Per-patient OSA Classification (AHI \>= 5) |
| Dataset (including any stated split) | Stroke Unit 1.0 (All patients) |
| Metric | Sensitivity |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Sensitivity](<https://www.sota2.com/research/sota/per-patient-osa-classification-ahi-5-on-stroke-unit-1-0-all-patients.md?metric=Sensitivity>): Higher is better; unit: PERCENT.

- [Specificity](<https://www.sota2.com/research/sota/per-patient-osa-classification-ahi-5-on-stroke-unit-1-0-all-patients.md?metric=Specificity>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/per-patient-osa-classification-ahi-5-on-stroke-unit-1-0-all-patients.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/per-patient-osa-classification-ahi-5-on-stroke-unit-1-0-all-patients.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Sensitivity | Result date | Report paper |
| --- | --- | --- | --- |
| CNN + LSTM | 100 | Not recorded | 68fa6e901e209131cea40a57 |
| CNN + LSTM | 87 | Not recorded | 68fa6e901e209131cea40a57 |
| LSTM | 82.6 | Not recorded | 68fa6e901e209131cea40a57 |
| ResNet | 8.7 | Not recorded | 68fa6e901e209131cea40a57 |

### CNN + LSTM

Sensitivity: 100. Result ID: 699035743a6c314849feeb6d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e901e209131cea40a57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e901e209131cea40a57.md>)

[Implementation](<https://github.com/dslab-uniud/OSAS>)

Recorded evaluation configuration: {"Model":"CNN + LSTM","Signal":"ECG + SpO2","Evaluation protocol":"Leave-one-patient-out CV"}. This record does not assert independent reproduction.

### CNN + LSTM

Sensitivity: 87. Result ID: 699035743a6c314849feeb6c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e901e209131cea40a57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e901e209131cea40a57.md>)

[Implementation](<https://github.com/dslab-uniud/OSAS>)

Recorded evaluation configuration: {"Model":"CNN + LSTM","Signal":"ECG","Evaluation protocol":"Leave-one-patient-out CV"}. This record does not assert independent reproduction.

### LSTM

Sensitivity: 82.6. Result ID: 699035743a6c314849feeb6b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e901e209131cea40a57.md>)

Recorded evaluation configuration: {"Model":"LSTM","Signal":"SpO2","Evaluation protocol":"Leave-one-patient-out CV"}. This record does not assert independent reproduction.

### ResNet

Sensitivity: 8.7. Result ID: 699035743a6c314849feeb6a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e901e209131cea40a57.md>)

Recorded evaluation configuration: {"Model":"ResNet","Signal":"ECG","Evaluation protocol":"Leave-one-patient-out CV"}. This record does not assert independent reproduction.

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