# Myeloma Prediction on UK Biobank Proteomic (test) Source: [Myeloma Prediction on UK Biobank Proteomic (test)]() Collection index: [llms.txt]() Data updated: 2026-03-11T08:35:44.737Z Evaluation of models for predicting myeloma using the test split of the UK Biobank Proteomic dataset, assessed using diagnostic metrics such as AUROC, Sensitivity, and Specificity. 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 | myeloma prediction | | Dataset (including any stated split) | UK Biobank Proteomic (test) | | Metric | AUROC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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. - [Sensitivity](): Higher is better; unit: PERCENT. - [Specificity](): Higher is better; unit: PERCENT. - [PPV](): Higher is better; unit: PERCENT. - [NPV](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | Zero-Order-DC | 0.913 | Not recorded | 69b0f7272d603e6de3e45ef1 | | XGBoost (Condensed) | 0.913 | Not recorded | 69b0f7272d603e6de3e45ef1 | | Zero-Order-DC | 0.912 | Not recorded | 69b0f7272d603e6de3e45ef1 | | XGBoost (Condensed) | 0.912 | Not recorded | 69b0f7272d603e6de3e45ef1 | | Zero-Order-DC | 0.905 | Not recorded | 69b0f7272d603e6de3e45ef1 | | XGBoost (Condensed) | 0.905 | Not recorded | 69b0f7272d603e6de3e45ef1 | | XGBoost (Full Dataset) | 0.898 | Not recorded | 69b0f7272d603e6de3e45ef1 | | XGBoost (Full Dataset) | 0.898 | Not recorded | 69b0f7272d603e6de3e45ef1 | | Zero-Order-DC | 0.856 | Not recorded | 69b0f7272d603e6de3e45ef1 | | XGBoost (Condensed) | 0.856 | Not recorded | 69b0f7272d603e6de3e45ef1 | ### Zero-Order-DC AUROC: 0.913. Result ID: 69b1295c6dbb7075b95b972b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC":"500","Privacy Budget (epsilon)":"1.9"}. This record does not assert independent reproduction. ### XGBoost (Condensed) AUROC: 0.913. Result ID: 69b1295c6dbb7075b95b9744. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Instances (IPC)":"500","Privacy Budget (ε)":"1.9"}. This record does not assert independent reproduction. ### Zero-Order-DC AUROC: 0.912. Result ID: 69b1295c6dbb7075b95b972c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC":"1000","Privacy Budget (epsilon)":"2.3"}. This record does not assert independent reproduction. ### XGBoost (Condensed) AUROC: 0.912. Result ID: 69b1295c6dbb7075b95b9745. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Instances (IPC)":"1000","Privacy Budget (ε)":"2.3"}. This record does not assert independent reproduction. ### Zero-Order-DC AUROC: 0.905. Result ID: 69b1295c6dbb7075b95b972a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC":"100","Privacy Budget (epsilon)":"2.6"}. This record does not assert independent reproduction. ### XGBoost (Condensed) AUROC: 0.905. Result ID: 69b1295c6dbb7075b95b9743. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Instances (IPC)":"100","Privacy Budget (ε)":"2.6"}. This record does not assert independent reproduction. ### XGBoost (Full Dataset) AUROC: 0.898. Result ID: 69b1295c6dbb7075b95b972d. [Reporting paper]() Recorded evaluation configuration: {"IPC":"Full"}. This record does not assert independent reproduction. ### XGBoost (Full Dataset) AUROC: 0.898. Result ID: 69b1295c6dbb7075b95b9746. [Reporting paper]() Recorded evaluation configuration: {"Data Source":"Full Dataset"}. This record does not assert independent reproduction. ### Zero-Order-DC AUROC: 0.856. Result ID: 69b1295c6dbb7075b95b9729. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"IPC":"50","Privacy Budget (epsilon)":"2.1"}. This record does not assert independent reproduction. ### XGBoost (Condensed) AUROC: 0.856. Result ID: 69b1295c6dbb7075b95b9742. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Instances (IPC)":"50","Privacy Budget (ε)":"2.1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.