# COVID-19 Ventilation Prediction on SnapCXR (test) Source: [COVID-19 Ventilation Prediction on SnapCXR (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:24:30.618Z Evaluation of models predicting the need for COVID-19 related ventilation using the test split of the SnapCXR dataset. 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 | COVID-19 Ventilation Prediction | | Dataset (including any stated split) | SnapCXR (test) | | Metric | AUC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [AUC](): Higher is better; unit: SCALAR. - [Sensitivity](): Higher is better; unit: PERCENT. - [Specificity](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | Ours | 0.88 | Not recorded | 68fa6c2d1e209131cea32963 | | Azizi et. al | 0.79 | Not recorded | 68fa6c2d1e209131cea32963 | | Li et. al | 0.79 | Not recorded | 68fa6c2d1e209131cea32963 | | DarkCovidNet | 0.77 | Not recorded | 68fa6c2d1e209131cea32963 | | Rahimzadeh et. al | 0.75 | Not recorded | 68fa6c2d1e209131cea32963 | | Oh et. al | 0.75 | Not recorded | 68fa6c2d1e209131cea32963 | | CNN + LSTM | 0.74 | Not recorded | 68fa6c2d1e209131cea32963 | | COVID-Net | 0.73 | Not recorded | 68fa6c2d1e209131cea32963 | | COVIDiagnosis-Net | 0.71 | Not recorded | 68fa6c2d1e209131cea32963 | ### Ours AUC: 0.88. Result ID: 698eea9b3a6c314849f3612e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Azizi et. al AUC: 0.79. Result ID: 698eea9b3a6c314849f3612c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Li et. al AUC: 0.79. Result ID: 698eea9b3a6c314849f3612d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DarkCovidNet AUC: 0.77. Result ID: 698eea9b3a6c314849f3612a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Rahimzadeh et. al AUC: 0.75. Result ID: 698eea9b3a6c314849f36127. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Oh et. al AUC: 0.75. Result ID: 698eea9b3a6c314849f36128. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CNN + LSTM AUC: 0.74. Result ID: 698eea9b3a6c314849f3612b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### COVID-Net AUC: 0.73. Result ID: 698eea9b3a6c314849f36126. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### COVIDiagnosis-Net AUC: 0.71. Result ID: 698eea9b3a6c314849f36129. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.