# Health Conditions Classification on Longitudinal Wearable Sensor Waveforms Source: [Health Conditions Classification on Longitudinal Wearable Sensor Waveforms]() Collection index: [llms.txt]() Data updated: 2026-05-12T11:23:38.845Z Evaluation of Health Conditions Classification performance using Longitudinal Wearable Sensor Waveforms data, 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 | Health Conditions Classification | | Dataset (including any stated split) | Longitudinal Wearable Sensor Waveforms | | Metric | AUROC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 34 of 34 | | 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](): Higher is better; unit: SCALAR. - [pAUC](): Higher is better; unit: SCALAR. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | WavesFM | 0.89 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.868 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.854 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.85 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.847 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.809 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.791 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.781 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.779 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.757 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.741 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.741 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.74 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.732 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.724 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.719 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.717 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.699 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.686 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.681 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.678 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.673 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.664 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.662 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.649 | Not recorded | 6a02b45edbc836b87d824a14 | | PulsePPG | 0.648 | Not recorded | 6a02b45edbc836b87d824a14 | | AnyPPG | 0.646 | Not recorded | 6a02b45edbc836b87d824a14 | | PaPaGei | 0.637 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.635 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.626 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.601 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.571 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.552 | Not recorded | 6a02b45edbc836b87d824a14 | | WavesFM | 0.514 | Not recorded | 6a02b45edbc836b87d824a14 | ### WavesFM AUROC: 0.89. Result ID: 6a030dac47f34ce924e6d4d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"pacemaker","Positive Samples":"4"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.868. Result ID: 6a030dac47f34ce924e6d4c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"heart failure","Positive Samples":"17"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.854. Result ID: 6a030dac47f34ce924e6d4c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"heart attack","Positive Samples":"24"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.85. Result ID: 6a030dac47f34ce924e6d4c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"coronary artery disease","Positive Samples":"32"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.847. Result ID: 6a030dac47f34ce924e6d4c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"joint replace.","Positive Samples":"32"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.809. Result ID: 6a030dac47f34ce924e6d4d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"urinary incontinence","Positive Samples":"20"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.791. Result ID: 6a030dac47f34ce924e6d4c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"diabetes","Positive Samples":"125"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.781. Result ID: 6a030dac47f34ce924e6d4bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"arthritis","Positive Samples":"167"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.779. Result ID: 6a030dac47f34ce924e6d4ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"osteoporosis","Positive Samples":"24"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.757. Result ID: 6a030dac47f34ce924e6d4bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"atrial fibrillation","Positive Samples":"42"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.741. Result ID: 6a030dac47f34ce924e6d4ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"anxiety","Positive Samples":"420"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.741. Result ID: 6a030dac47f34ce924e6d4cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"neuropathy","Positive Samples":"52"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.74. Result ID: 6a030dac47f34ce924e6d4d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"stroke","Positive Samples":"11"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.732. Result ID: 6a030dac47f34ce924e6d4c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"hearing loss","Positive Samples":"80"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.724. Result ID: 6a030dac47f34ce924e6d4c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"depression","Positive Samples":"422"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.719. Result ID: 6a030dac47f34ce924e6d4c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"hypertension","Positive Samples":"743"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.717. Result ID: 6a030dac47f34ce924e6d4d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"Mean (Health Condition)"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.699. Result ID: 6a030dac47f34ce924e6d4bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"cancer","Positive Samples":"65"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.686. Result ID: 6a030dac47f34ce924e6d4d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"thyroid disease","Positive Samples":"96"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.681. Result ID: 6a030dac47f34ce924e6d4be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"back disorder","Positive Samples":"145"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.678. Result ID: 6a030dac47f34ce924e6d4cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"none","Positive Samples":"348"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.673. Result ID: 6a030dac47f34ce924e6d4ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"kidney disease","Positive Samples":"60"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.664. Result ID: 6a030dac47f34ce924e6d4cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"neck disorder","Positive Samples":"65"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.662. Result ID: 6a030dac47f34ce924e6d4b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"COPD","Positive Samples":"31"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.649. Result ID: 6a030dac47f34ce924e6d4d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"vision loss","Positive Samples":"40"}. This record does not assert independent reproduction. ### PulsePPG AUROC: 0.648. Result ID: 6a030dac47f34ce924e6d4d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"Mean (Health Condition)"}. This record does not assert independent reproduction. ### AnyPPG AUROC: 0.646. Result ID: 6a030dac47f34ce924e6d4d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"Mean (Health Condition)"}. This record does not assert independent reproduction. ### PaPaGei AUROC: 0.637. Result ID: 6a030dac47f34ce924e6d4d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"Mean (Health Condition)"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.635. Result ID: 6a030dac47f34ce924e6d4cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"other rhythm","Positive Samples":"88"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.626. Result ID: 6a030dac47f34ce924e6d4b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"allergy","Positive Samples":"182"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.601. Result ID: 6a030dac47f34ce924e6d4c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"high cholesterol","Positive Samples":"593"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.571. Result ID: 6a030dac47f34ce924e6d4c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"high triglycerides","Positive Samples":"260"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.552. Result ID: 6a030dac47f34ce924e6d4bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"asthma","Positive Samples":"223"}. This record does not assert independent reproduction. ### WavesFM AUROC: 0.514. Result ID: 6a030dac47f34ce924e6d4d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sub-task":"valve disease","Positive Samples":"12"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.