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CathEF_UCSF_MHI_2016-2023

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Model

This is an x3d_m model trained for regression of LVEF from coronary angiograms of the left system.

The Orion configuration file from the training run is provided.

WandB training run

https://wandb.ai/mhi_ai/CathEF_UCSF_MHI_2016-to-july-2022-and-2023-08-30-post-CathEF_not_equalized/runs/oaq5xkj6

Development Dataset

The data used included UCSF and MHI patients from 2016 to 2023-08-30 and excluded patients enrolled in the prospective CathEF study at the MHI.

  • Number of videos: 77745
  • Number of patients: 10011
  • Number of training set videos: 53768
  • Number of validation set videos: 8082
  • Number of test set videos: 15895

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Oversampling

This model was trained with the raw dataset, without oversampling minority classes of LV systolic function.

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Collection including therlaup/CathEF_UCSF_MHI_2016-2023