# Sepsis prediction on Multi-center clinical dataset (three tertiary hospitals)

Source: [Sepsis prediction on Multi-center clinical dataset (three tertiary hospitals)](<https://www.sota2.com/research/sota/sepsis-prediction-on-multi-center-clinical-dataset-three-tertiary-hospitals>)

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

Data updated: 2026-06-04T11:19:35.033Z

Evaluation of models for predicting sepsis onset using data collected from three tertiary hospitals within the Multi-center clinical dataset.

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 | Sepsis prediction |
| Dataset (including any stated split) | Multi-center clinical dataset (three tertiary hospitals) |
| Metric | ROC AUC |
| Unit | SCALAR |
| 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

- [ROC AUC](<https://www.sota2.com/research/sota/sepsis-prediction-on-multi-center-clinical-dataset-three-tertiary-hospitals.md?metric=ROC%20AUC>): Higher is better; unit: SCALAR.

- [Sensitivity](<https://www.sota2.com/research/sota/sepsis-prediction-on-multi-center-clinical-dataset-three-tertiary-hospitals.md?metric=Sensitivity>): Higher is better; unit: PERCENT.

- [Specificity](<https://www.sota2.com/research/sota/sepsis-prediction-on-multi-center-clinical-dataset-three-tertiary-hospitals.md?metric=Specificity>): Higher is better; unit: PERCENT.

- [PPV](<https://www.sota2.com/research/sota/sepsis-prediction-on-multi-center-clinical-dataset-three-tertiary-hospitals.md?metric=PPV>): Higher is better; unit: PERCENT.

- [NPV](<https://www.sota2.com/research/sota/sepsis-prediction-on-multi-center-clinical-dataset-three-tertiary-hospitals.md?metric=NPV>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/sepsis-prediction-on-multi-center-clinical-dataset-three-tertiary-hospitals.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/sepsis-prediction-on-multi-center-clinical-dataset-three-tertiary-hospitals.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ROC AUC | Result date | Report paper |
| --- | --- | --- | --- |
| Centralized end-to-end autoencoder–MLP | 0.9027 | Not recorded | 6a2106d1c10484bac23f044b |
| FedAvg | 0.8902 | Not recorded | 6a2106d1c10484bac23f044b |
| KNN+SVM | 0.8789 | Not recorded | 6a2106d1c10484bac23f044b |

### Centralized end-to-end autoencoder–MLP

ROC AUC: 0.9027. Result ID: 6a215eccfbc373592c1e0ff9.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106d1c10484bac23f044b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2106d1c10484bac23f044b.md>)

Recorded evaluation configuration: {"Subgroup":"Central"}. This record does not assert independent reproduction.

### FedAvg

ROC AUC: 0.8902. Result ID: 6a215eccfbc373592c1e0ffa.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106d1c10484bac23f044b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2106d1c10484bac23f044b.md>)

Recorded evaluation configuration: {"Subgroup":"FedAvg"}. This record does not assert independent reproduction.

### KNN+SVM

ROC AUC: 0.8789. Result ID: 6a215eccfbc373592c1e0ff8.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106d1c10484bac23f044b.md>)

Recorded evaluation configuration: {"Subgroup":"Baseline"}. This record does not assert independent reproduction.

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