# Per-patient sleep apnea classification on Apnea-ECG AHI \>= 5

Source: [Per-patient sleep apnea classification on Apnea-ECG AHI \>= 5](<https://www.sota2.com/research/sota/per-patient-sleep-apnea-classification-on-apnea-ecg-ahi-5>)

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

Data updated: 2026-02-26T06:04:14.949Z

Evaluation of per-patient sleep apnea classification performance using the Apnea-ECG AHI \>= 5 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 sleep apnea classification |
| Dataset (including any stated split) | Apnea-ECG AHI \>= 5 |
| Metric | Sensitivity |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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-sleep-apnea-classification-on-apnea-ecg-ahi-5.md?metric=Sensitivity>): Higher is better; unit: PERCENT.

- [Specificity](<https://www.sota2.com/research/sota/per-patient-sleep-apnea-classification-on-apnea-ecg-ahi-5.md?metric=Specificity>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/per-patient-sleep-apnea-classification-on-apnea-ecg-ahi-5.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Sensitivity | Result date | Report paper |
| --- | --- | --- | --- |
| \[28\] | 100 | Not recorded | 68fa6e901e209131cea40a57 |
| \[29\] | 100 | Not recorded | 68fa6e901e209131cea40a57 |
| \[32\] | 100 | Not recorded | 68fa6e901e209131cea40a57 |
| \[35\] | 100 | Not recorded | 68fa6e901e209131cea40a57 |
| \[40\] | 100 | Not recorded | 68fa6e901e209131cea40a57 |
| CNN - dense | 100 | Not recorded | 68fa6e901e209131cea40a57 |
| CNN - LSTM | 100 | Not recorded | 68fa6e901e209131cea40a57 |
| \[24\] | 95.8 | Not recorded | 68fa6e901e209131cea40a57 |
| \[25\] | 95.8 | Not recorded | 68fa6e901e209131cea40a57 |
| \[30\] | 95.7 | Not recorded | 68fa6e901e209131cea40a57 |
| \[34\] | 95.7 | Not recorded | 68fa6e901e209131cea40a57 |
| \[39\] | 95 | Not recorded | 68fa6e901e209131cea40a57 |

### \[28\]

Sensitivity: 100. Result ID: 699035743a6c314849feeb5c.

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

Recorded evaluation configuration: {"Evaluation Protocol":"training and test"}. This record does not assert independent reproduction.

### \[29\]

Sensitivity: 100. Result ID: 699035743a6c314849feeb5d.

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

Recorded evaluation configuration: {"Evaluation Protocol":"training and test"}. This record does not assert independent reproduction.

### \[32\]

Sensitivity: 100. Result ID: 699035743a6c314849feeb5f.

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

Recorded evaluation configuration: {"Evaluation Protocol":"training and test"}. This record does not assert independent reproduction.

### \[35\]

Sensitivity: 100. Result ID: 699035743a6c314849feeb61.

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

Recorded evaluation configuration: {"Evaluation Protocol":"training and test"}. This record does not assert independent reproduction.

### \[40\]

Sensitivity: 100. Result ID: 699035743a6c314849feeb63.

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

Recorded evaluation configuration: {"Evaluation Protocol":"training and test"}. This record does not assert independent reproduction.

### CNN - dense

Sensitivity: 100. Result ID: 699035743a6c314849feeb64.

[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: {"Evaluation Protocol":"training and test"}. This record does not assert independent reproduction.

### CNN - LSTM

Sensitivity: 100. Result ID: 699035743a6c314849feeb65.

[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: {"Evaluation Protocol":"training and test"}. This record does not assert independent reproduction.

### \[24\]

Sensitivity: 95.8. Result ID: 699035743a6c314849feeb5a.

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

Recorded evaluation configuration: {"Evaluation Protocol":"training and test"}. This record does not assert independent reproduction.

### \[25\]

Sensitivity: 95.8. Result ID: 699035743a6c314849feeb5b.

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

Recorded evaluation configuration: {"Evaluation Protocol":"training and test"}. This record does not assert independent reproduction.

### \[30\]

Sensitivity: 95.7. Result ID: 699035743a6c314849feeb5e.

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

Recorded evaluation configuration: {"Evaluation Protocol":"training and test"}. This record does not assert independent reproduction.

### \[34\]

Sensitivity: 95.7. Result ID: 699035743a6c314849feeb60.

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

Recorded evaluation configuration: {"Evaluation Protocol":"training and test"}. This record does not assert independent reproduction.

### \[39\]

Sensitivity: 95. Result ID: 699035743a6c314849feeb62.

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

Recorded evaluation configuration: {"Evaluation Protocol":"training and test"}. This record does not assert independent reproduction.

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