
This repository includes helper files to run the SIGnature package using multiple scRNA-seq foundation models: scimilarity: includes all necessary files from SCimilarity and the published model's pretrained weights scfoundation: includes helper function and gene lists from scFoundation that are necessary for calculating attributions scvi: includes structure to run scVI model trained on CZI census data (version "2023-12-15-scvi-homo-sapiens") and ensembl to gene symbol mapping file ssl: includes gene variables used to calculate attributions using self-supervised models trained on scTab data In order to utilize these models, appropriate model weights must be downloaded from the source: SCimilarity: model weights are included in "model_files/scimilarity", but can also be found here scFoundation: model weights can be downloaded from here (models.ckpt) and placed at "model_files/scfoundation/models.ckpt". scVI (CZI): model weights can be downloaded from here (models.pt) and placed at "model_files/scvi/2023-12-15-scvi-homo-sapiens/scvi.model/model.pt" scTab-SSL: model weights can be downloaded from here (e.g. RandomMask.ckpt) and placed at "model_files/ssl/RandomMask.ckpt" After downloading the file, run "tar -xzf model_files.tar.gz" to extract the data. This will produce a folder titled "model_files" that contains the folder structure where pretrained weights can be downloaded and used with the SIGnature package.
| selected citations These citations are derived from selected sources. This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | 0 | |
| popularity This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network. | Average | |
| influence This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | Average | |
| impulse This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network. | Average |
