ArticleChem2023
Generative design of
Article in Chem, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 33 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
33 citing papers in PubMed.
- Attribution assignment for deep-generative sequence models enables interpretability analysis using positive-only data.PLoS computational biology · 2026Article
- Generalist biological artificial intelligence in modeling the language of life.Nature biotechnology · 2026Review
- Protein engineering: status report.Protein engineering, design & selection : PEDS · 2026Review
- Genetically Engineered Light-Responsive In Situ Hydrogels for Immunomodulation and Multimodal Therapy in Metastatic Triple-Negative Breast Cancer.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Scaling Biomedical Text-Mining: Transformers, GenAI, and Drug Discovery.Methods in molecular biology (Clifton, N.J.) · 2026Article
- HuAbDiffusion: a discrete language diffusion model used for antibody humanization.Briefings in bioinformatics · 2025Article
- Review of diffusion models and its applications in biomedical informatics.BMC medical informatics and decision making · 2025Review
- CPL-Diff: A Diffusion Model for De Novo Design of Functional Peptide Sequences with Fixed Length.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Combining diffusion and transformer models for enhanced promoter synthesis and strength prediction in deep learning.mSystems · 2025Article
- Native Silk Fibers: Protein Sequence and Structure Influences on Thermal and Mechanical Properties.Biomacromolecules · 2025Review
- AI-accelerated discovery of altermagnetic materials.National science review · 2025Article
- Learning the rules of peptide self-assembly through data mining with large language models.Science advances · 2025Article
- Sifting through the noise: A survey of diffusion probabilistic models and their applications to biomolecules.Journal of molecular biology · 2025Review
- Pretrained transformers applied to clinical studies improve predictions of treatment efficacy and associated biomarkers.Nature communications · 2025Article
- De Novo Design of Large Polypeptides Using a Lightweight Diffusion Model Integrating LSTM and Attention Mechanism Under Per-Residue Secondary Structure Constraints.Molecules (Basel, Switzerland) · 2025Article
- Medical AI and AI for Medical Sciences.JMA journal · 2025Review
- Review on Advancement of AI in Synthetic Biology.Methods in molecular biology (Clifton, N.J.) · 2025Review
- A New Insight into Phage Combination Therapeutic Approaches Against Drug-Resistant Mixed Bacterial Infections.PHAGE (New Rochelle, N.Y.) · 2024Review
- Progress in Multiscale Modeling of Silk Materials.Biomacromolecules · 2024Review
- Modifying Naturally Occurring, Nonmammalian-Sourced Biopolymers for Biomedical Applications.ACS biomaterials science & engineering · 2024Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
Abstract
We report two generative deep learning models that predict amino acid sequences and 3D protein structures based on secondary structure design objectives via either overall content or per-residue structure. Both models are robust regarding imperfect inputs and offer
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.