# Early prediction of respiratory failure on HiRID (val)

Source: [Early prediction of respiratory failure on HiRID (val)](<https://www.sota2.com/research/sota/early-prediction-of-respiratory-failure-on-hirid-val>)

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

Data updated: 2026-02-26T05:25:38.551Z

Evaluation of models for predicting respiratory failure using the validation split of the HiRID dataset, reporting metrics such as AUPRC, Timestep Recall, and Event Recall.

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 | Early prediction of respiratory failure |
| Dataset (including any stated split) | HiRID (val) |
| Metric | AUPRC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [AUPRC](<https://www.sota2.com/research/sota/early-prediction-of-respiratory-failure-on-hirid-val.md?metric=AUPRC>): Higher is better; unit: PERCENT.

- [Timestep Recall](<https://www.sota2.com/research/sota/early-prediction-of-respiratory-failure-on-hirid-val.md?metric=Timestep%20Recall>): Higher is better; unit: PERCENT.

- [Event Recall](<https://www.sota2.com/research/sota/early-prediction-of-respiratory-failure-on-hirid-val.md?metric=Event%20Recall>): Higher is better; unit: PERCENT.

- [P-Value](<https://www.sota2.com/research/sota/early-prediction-of-respiratory-failure-on-hirid-val.md?metric=P-Value>): Lower is better; unit: SCALAR.

- [Enrichment Factor](<https://www.sota2.com/research/sota/early-prediction-of-respiratory-failure-on-hirid-val.md?metric=Enrichment%20Factor>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUPRC | Result date | Report paper |
| --- | --- | --- | --- |
| Cross-entropy | 60.5 | Not recorded | 68fa6e781e209131cea4019f |
| Temporal Label Smoothing | 60.4 | Not recorded | 68fa6e781e209131cea4019f |
| Multi-horizon | 60.3 | Not recorded | 68fa6e781e209131cea4019f |

### Cross-entropy

AUPRC: 60.5. Result ID: 6990237e3a6c314849fe6033.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e781e209131cea4019f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65e11e209131cea0d18f.md>)

Recorded evaluation configuration: {"Training objective":"Cross-entropy"}. This record does not assert independent reproduction.

### Temporal Label Smoothing

AUPRC: 60.4. Result ID: 6990237e3a6c314849fe6035.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e781e209131cea4019f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e781e209131cea4019f.md>)

[Implementation](<https://anonymous.4open.science/r/tls/>)

Recorded evaluation configuration: {"Training objective":"Temporal Label Smoothing"}. This record does not assert independent reproduction.

### Multi-horizon

AUPRC: 60.3. Result ID: 6990237e3a6c314849fe6034.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e781e209131cea4019f.md>)

Recorded evaluation configuration: {"Training objective":"Multi-horizon"}. This record does not assert independent reproduction.

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