What is recorded here?
Inferred protein structures from sequences using a protein language model, enabling a large metagenomic structure-prediction atlas.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
Predicted structures and confidence estimates are distinct from experimentally solved structures. Atlas size is not a count of independently verified discoveries.
Read the original work
- Evolutionary-scale prediction of atomic-level protein structure with a language model
- Evolutionary-scale prediction of atomic-level protein structure with a language model — deposited bibliography
This English explanation is an editorial reading view. It does not replace the complete original work or certify its science.
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People and systems
Zeming Lin; Halil Akin; Roshan Rao; Brian Hie; Zhongkai Zhu; Wenting Lu; Nikita Smetanin; Robert Verkuil; Ori Kabeli; Yaniv Shmueli; Allan dos Santos Costa; Maryam Fazel-Zarandi; Tom Sercu; Salvatore Candido; Alexander Rives
Full deposited paper byline or identified author of the scoped historical source. Association does not measure individual effort.
ESMFold · Meta · ESM-2 and ESMFold
Protein structure inference; human-led training, evaluation and resource curation. Source-reported attribution; provider attestation is unavailable.
Research locations and affiliations
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Documented countries / regions: United States
FAIR, Meta AI, New York, NY, USA.; New York University, New York, NY, USA.; Stanford University, Palo Alto, CA, USA.; Massachusetts Institute of Technology, Cambridge, MA, USA.
English catalogue narrative
ESMFold: protein structures from a language model
Inferred protein structures from sequences using a protein language model, enabling a large metagenomic structure-prediction atlas.
Scientific scope
Predicted structures and confidence estimates are distinct from experimentally solved structures. Atlas size is not a count of independently verified discoveries.
Reading status
This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.
People and systems
Zeming Lin; Halil Akin; Roshan Rao; Brian Hie; Zhongkai Zhu; Wenting Lu; Nikita Smetanin; Robert Verkuil; Ori Kabeli; Yaniv Shmueli; Allan dos Santos Costa; Maryam Fazel-Zarandi; Tom Sercu; Salvatore Candido; Alexander Rives
Full deposited paper byline or identified author of the scoped historical source. Association does not measure individual effort.
ESMFold / Meta / ESM-2 and ESMFold: Protein structure inference; human-led training, evaluation and resource curation (source reported).