# Overall survival prediction on NSCLC PET/CT (test)

Source: [Overall survival prediction on NSCLC PET/CT (test)](<https://www.sota2.com/research/sota/overall-survival-prediction-on-nsclc-pet-ct-test>)

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

Data updated: 2026-06-11T11:07:25.948Z

Evaluation of Overall Survival prediction models using the test split of the NSCLC PET/CT dataset, reporting time-dependent AUC metrics from 0.5 to 5.0 years.

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 | Overall survival prediction |
| Dataset (including any stated split) | NSCLC PET/CT (test) |
| Metric | AUC (0.5y) |
| 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

- [AUC (0.5y)](<https://www.sota2.com/research/sota/overall-survival-prediction-on-nsclc-pet-ct-test.md?metric=AUC%20(0.5y)>): Higher is better; unit: SCALAR.

- [AUC (1.0y)](<https://www.sota2.com/research/sota/overall-survival-prediction-on-nsclc-pet-ct-test.md?metric=AUC%20(1.0y)>): Higher is better; unit: SCALAR.

- [AUC (1.5y)](<https://www.sota2.com/research/sota/overall-survival-prediction-on-nsclc-pet-ct-test.md?metric=AUC%20(1.5y)>): Higher is better; unit: SCALAR.

- [AUC (2.0y)](<https://www.sota2.com/research/sota/overall-survival-prediction-on-nsclc-pet-ct-test.md?metric=AUC%20(2.0y)>): Higher is better; unit: SCALAR.

- [AUC (2.5y)](<https://www.sota2.com/research/sota/overall-survival-prediction-on-nsclc-pet-ct-test.md?metric=AUC%20(2.5y)>): Higher is better; unit: SCALAR.

- [AUC (3.0y)](<https://www.sota2.com/research/sota/overall-survival-prediction-on-nsclc-pet-ct-test.md?metric=AUC%20(3.0y)>): Higher is better; unit: SCALAR.

- [AUC (3.5y)](<https://www.sota2.com/research/sota/overall-survival-prediction-on-nsclc-pet-ct-test.md?metric=AUC%20(3.5y)>): Higher is better; unit: SCALAR.

- [AUC (4.0y)](<https://www.sota2.com/research/sota/overall-survival-prediction-on-nsclc-pet-ct-test.md?metric=AUC%20(4.0y)>): Higher is better; unit: SCALAR.

- [AUC (4.5y)](<https://www.sota2.com/research/sota/overall-survival-prediction-on-nsclc-pet-ct-test.md?metric=AUC%20(4.5y)>): Higher is better; unit: SCALAR.

- [AUC (5.0y)](<https://www.sota2.com/research/sota/overall-survival-prediction-on-nsclc-pet-ct-test.md?metric=AUC%20(5.0y)>): Higher is better; unit: SCALAR.

- [Mean AUC](<https://www.sota2.com/research/sota/overall-survival-prediction-on-nsclc-pet-ct-test.md?metric=Mean%20AUC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUC (0.5y) | Result date | Report paper |
| --- | --- | --- | --- |
| ATCS | 0.751 | Not recorded | 6a2a4149d33dfb23e78394db |
| MTS | 0.751 | Not recorded | 6a2a4149d33dfb23e78394db |
| TCS | 0.742 | Not recorded | 6a2a4149d33dfb23e78394db |

### ATCS

AUC (0.5y): 0.751. Result ID: 6a2a96d3fbc373592c28b80e.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4149d33dfb23e78394db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a4149d33dfb23e78394db.md>)

Recorded evaluation configuration: {"Backbone":"DenseNet-121","Input channels":"13"}. This record does not assert independent reproduction.

### MTS

AUC (0.5y): 0.751. Result ID: 6a2a96d3fbc373592c28b80f.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4149d33dfb23e78394db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a4149d33dfb23e78394db.md>)

Recorded evaluation configuration: {"Backbone":"DenseNet-121","Input channels":"13"}. This record does not assert independent reproduction.

### TCS

AUC (0.5y): 0.742. Result ID: 6a2a96d3fbc373592c28b80d.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4149d33dfb23e78394db.md>)

Recorded evaluation configuration: {"Backbone":"DenseNet-121","Input channels":"13"}. This record does not assert independent reproduction.

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