# Diagnostic classification on High-risk patient (test) Source: [Diagnostic classification on High-risk patient (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:23.198Z Evaluation of Diagnostic classification performance on the test split of the High-risk patient dataset, measured by Accuracy, Precision, Recall, F1, and AUC. 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 | Diagnostic classification | | Dataset (including any stated split) | High-risk patient (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | HSQformer-B | 85.41 | Not recorded | 68fa777e1e209131cea738e7 | | HSQformer-L | 85.38 | Not recorded | 68fa777e1e209131cea738e7 | | HSQformer-S | 84.44 | Not recorded | 68fa777e1e209131cea738e7 | | senior 2 | 82.77 | Not recorded | 68fa777e1e209131cea738e7 | | senior 3 | 80.41 | Not recorded | 68fa777e1e209131cea738e7 | | junior 1 | 79.61 | Not recorded | 68fa777e1e209131cea738e7 | | senior average | 79.41 | Not recorded | 68fa777e1e209131cea738e7 | | all doctors | 78.95 | Not recorded | 68fa777e1e209131cea738e7 | | junior 3 | 78.66 | Not recorded | 68fa777e1e209131cea738e7 | | junior average | 78.5 | Not recorded | 68fa777e1e209131cea738e7 | | junior 2 | 77.22 | Not recorded | 68fa777e1e209131cea738e7 | | senior 1 | 75.04 | Not recorded | 68fa777e1e209131cea738e7 | ### HSQformer-B Accuracy: 85.41. Result ID: 6994977b3a6c3148491e3e51. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"base"}. This record does not assert independent reproduction. ### HSQformer-L Accuracy: 85.38. Result ID: 6994977b3a6c3148491e3e52. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"large"}. This record does not assert independent reproduction. ### HSQformer-S Accuracy: 84.44. Result ID: 6994977b3a6c3148491e3e50. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"variant":"small"}. This record does not assert independent reproduction. ### senior 2 Accuracy: 82.77. Result ID: 6994977b3a6c3148491e3e48. [Reporting paper]() Recorded evaluation configuration: {"expertise\_level":"senior radiologist"}. This record does not assert independent reproduction. ### senior 3 Accuracy: 80.41. Result ID: 6994977b3a6c3148491e3e49. [Reporting paper]() Recorded evaluation configuration: {"expertise\_level":"senior radiologist"}. This record does not assert independent reproduction. ### junior 1 Accuracy: 79.61. Result ID: 6994977b3a6c3148491e3e4b. [Reporting paper]() Recorded evaluation configuration: {"expertise\_level":"junior radiologist"}. This record does not assert independent reproduction. ### senior average Accuracy: 79.41. Result ID: 6994977b3a6c3148491e3e4a. [Reporting paper]() Recorded evaluation configuration: {"expertise\_level":"senior radiologist average"}. This record does not assert independent reproduction. ### all doctors Accuracy: 78.95. Result ID: 6994977b3a6c3148491e3e4f. [Reporting paper]() Recorded evaluation configuration: {"expertise\_level":"all radiologists average"}. This record does not assert independent reproduction. ### junior 3 Accuracy: 78.66. Result ID: 6994977b3a6c3148491e3e4d. [Reporting paper]() Recorded evaluation configuration: {"expertise\_level":"junior radiologist"}. This record does not assert independent reproduction. ### junior average Accuracy: 78.5. Result ID: 6994977b3a6c3148491e3e4e. [Reporting paper]() Recorded evaluation configuration: {"expertise\_level":"junior radiologist average"}. This record does not assert independent reproduction. ### junior 2 Accuracy: 77.22. Result ID: 6994977b3a6c3148491e3e4c. [Reporting paper]() Recorded evaluation configuration: {"expertise\_level":"junior radiologist"}. This record does not assert independent reproduction. ### senior 1 Accuracy: 75.04. Result ID: 6994977b3a6c3148491e3e47. [Reporting paper]() Recorded evaluation configuration: {"expertise\_level":"senior radiologist"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.