# Patient Phenotyping on Clinical dataset Shortness of Breath (test) Source: [Patient Phenotyping on Clinical dataset Shortness of Breath (test)]() Collection index: [llms.txt]() Data updated: 2026-06-04T11:59:48.159Z Evaluation of Patient Phenotyping performance on the test split of the Clinical dataset Shortness of Breath, measured using k-Nearest Neighbors error rates (1-NN and 5-NN). 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 | Patient Phenotyping | | Dataset (including any stated split) | Clinical dataset Shortness of Breath (test) | | Metric | 1-NN Error Rate | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 7 of 7 | | 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 - [1-NN Error Rate](): Lower is better; unit: PERCENT. - [5-NN Error Rate](): Lower is better; unit: PERCENT. ## Recorded results | Method | 1-NN Error Rate | Result date | Report paper | | --- | --- | --- | --- | | P-UMAP-CE | 34.7 | Not recorded | 6a2106f8c10484bac23f06ab | | P-UMAP-CEMSE | 34.9 | Not recorded | 6a2106f8c10484bac23f06ab | | UMAP | 35.21 | Not recorded | 6a2106f8c10484bac23f06ab | | UMAP | 35.36 | Not recorded | 6a2106f8c10484bac23f06ab | | UMAP | 35.4 | Not recorded | 6a2106f8c10484bac23f06ab | | P-UMAP-MSE | 35.75 | Not recorded | 6a2106f8c10484bac23f06ab | | UMAP | 35.96 | Not recorded | 6a2106f8c10484bac23f06ab | ### P-UMAP-CE 1-NN Error Rate: 34.7. Result ID: 6a21689afbc373592c1e5d19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### P-UMAP-CEMSE 1-NN Error Rate: 34.9. Result ID: 6a21689afbc373592c1e5d18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UMAP 1-NN Error Rate: 35.21. Result ID: 6a21689afbc373592c1e5d16. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Mode":"Train+Test"}. This record does not assert independent reproduction. ### UMAP 1-NN Error Rate: 35.36. Result ID: 6a21689afbc373592c1e5d14. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ns (subsampling parameter)":"3"}. This record does not assert independent reproduction. ### UMAP 1-NN Error Rate: 35.4. Result ID: 6a21689afbc373592c1e5d13. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ns (subsampling parameter)":"5"}. This record does not assert independent reproduction. ### P-UMAP-MSE 1-NN Error Rate: 35.75. Result ID: 6a21689afbc373592c1e5d17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UMAP 1-NN Error Rate: 35.96. Result ID: 6a21689afbc373592c1e5d15. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ns (subsampling parameter)":"1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.