# Sex Male Prediction on Longitudinal Wearable Sensor Waveforms Downstream Tasks WavesFM

Source: [Sex Male Prediction on Longitudinal Wearable Sensor Waveforms Downstream Tasks WavesFM](<https://www.sota2.com/research/sota/sex-male-prediction-on-longitudinal-wearable-sensor-waveforms-downstream-tasks-wavesfm>)

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

Data updated: 2026-05-12T11:23:38.870Z

Evaluation of models predicting biological sex using the Longitudinal Wearable Sensor Waveforms Downstream Tasks WavesFM dataset, reporting AUROC and pAUC.

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 | Sex Male Prediction |
| Dataset (including any stated split) | Longitudinal Wearable Sensor Waveforms Downstream Tasks WavesFM |
| Metric | AUROC |
| Unit | SCALAR |
| 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

- [AUROC](<https://www.sota2.com/research/sota/sex-male-prediction-on-longitudinal-wearable-sensor-waveforms-downstream-tasks-wavesfm.md?metric=AUROC>): Higher is better; unit: SCALAR.

- [pAUC](<https://www.sota2.com/research/sota/sex-male-prediction-on-longitudinal-wearable-sensor-waveforms-downstream-tasks-wavesfm.md?metric=pAUC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| Demographics | 1 | Not recorded | 6a02b45edbc836b87d824a14 |
| WavesFM | 0.996 | Not recorded | 6a02b45edbc836b87d824a14 |
| Morphology-Centric | 0.993 | Not recorded | 6a02b45edbc836b87d824a14 |
| Behavior-Centric | 0.975 | Not recorded | 6a02b45edbc836b87d824a14 |

### Demographics

AUROC: 1. Result ID: 6a030dac47f34ce924e6d4da.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45edbc836b87d824a14.md>)

Recorded evaluation configuration: {"Paradigm":"Demographics"}. This record does not assert independent reproduction.

### WavesFM

AUROC: 0.996. Result ID: 6a030dac47f34ce924e6d4dd.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45edbc836b87d824a14.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b45edbc836b87d824a14.md>)

Recorded evaluation configuration: {"Paradigm":"WavesFM"}. This record does not assert independent reproduction.

### Morphology-Centric

AUROC: 0.993. Result ID: 6a030dac47f34ce924e6d4dc.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45edbc836b87d824a14.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa727a1e209131cea56a0d.md>)

Recorded evaluation configuration: {"Paradigm":"Morphology-Centric"}. This record does not assert independent reproduction.

### Behavior-Centric

AUROC: 0.975. Result ID: 6a030dac47f34ce924e6d4db.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b45edbc836b87d824a14.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa753b1e209131cea669c5.md>)

Recorded evaluation configuration: {"Paradigm":"Behavior-Centric"}. This record does not assert independent reproduction.

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