# Pathologic Complete Response (pCR) prediction on ISPY-2 5-fold cross-validation (test) Source: [Pathologic Complete Response (pCR) prediction on ISPY-2 5-fold cross-validation (test)]() Collection index: [llms.txt]() Data updated: 2026-07-07T11:18:03.702Z Evaluation of models predicting pathologic complete response (pCR) outcomes using the ISPY-2 dataset, specifically evaluated across a 5-fold cross-validation test setup. Metrics reported include bACC, AUC, and MCC. 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 | Pathologic Complete Response (pCR) prediction | | Dataset (including any stated split) | ISPY-2 5-fold cross-validation (test) | | Metric | bACC | | Unit | PERCENT | | 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 - [bACC](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. - [MCC](): Higher is better; unit: PERCENT. ## Recorded results | Method | bACC | Result date | Report paper | | --- | --- | --- | --- | | GNN-pCR | 68.44 | Not recorded | 6a4c883f85dba69fef8b2da5 | | w/o GNN | 66.1 | Not recorded | 6a4c883f85dba69fef8b2da5 | | w/o temporal loss | 65.89 | Not recorded | 6a4c883f85dba69fef8b2da5 | | 3D-LART | 65.2 | Not recorded | 6a4c883f85dba69fef8b2da5 | | CNN | 64.66 | Not recorded | 6a4c883f85dba69fef8b2da5 | | w/o decorrelation loss | 63.5 | Not recorded | 6a4c883f85dba69fef8b2da5 | | SSL-TOPC | 62.24 | Not recorded | 6a4c883f85dba69fef8b2da5 | | w/o alignment loss | 61.62 | Not recorded | 6a4c883f85dba69fef8b2da5 | | CNN + LSTM | 61.07 | Not recorded | 6a4c883f85dba69fef8b2da5 | | DINOv3 | 56.28 | Not recorded | 6a4c883f85dba69fef8b2da5 | ### GNN-pCR bACC: 68.44. Result ID: 6a4ce05a60b88bb339cb6ba8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### w/o GNN bACC: 66.1. Result ID: 6a4ce05a60b88bb339cb6bac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### w/o temporal loss bACC: 65.89. Result ID: 6a4ce05a60b88bb339cb6baa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### 3D-LART bACC: 65.2. Result ID: 6a4ce05a60b88bb339cb6ba6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### CNN bACC: 64.66. Result ID: 6a4ce05a60b88bb339cb6ba3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### w/o decorrelation loss bACC: 63.5. Result ID: 6a4ce05a60b88bb339cb6bab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### SSL-TOPC bACC: 62.24. Result ID: 6a4ce05a60b88bb339cb6ba7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### w/o alignment loss bACC: 61.62. Result ID: 6a4ce05a60b88bb339cb6ba9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### CNN + LSTM bACC: 61.07. Result ID: 6a4ce05a60b88bb339cb6ba4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### DINOv3 bACC: 56.28. Result ID: 6a4ce05a60b88bb339cb6ba5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L/16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.