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Software . 2025
License: CC BY NC SA
Data sources: Datacite
ZENODO
Software . 2025
License: CC BY NC SA
Data sources: Datacite
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SIGnature Model Files

Authors: Gold, Maxwell;

SIGnature Model Files

Abstract

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.

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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).
BIP!Citations provided by BIP!
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.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average