Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T00:00:04.108037Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 100 of 145 outbound references and 0 inbound Pith citation observations for arXiv:2511.03354.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T00:00:04.108037Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
100 of 145 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 227b82ce-7b63-473e-9eab-e0b629226cab · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Unresolved cited work
Reference 1
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Observation cf52381c-34e8-4fcc-ad1b-c6ce649b68a5 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Ma- chine learning applications in genetics and genomics
Reference 2
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Observation bc569c3b-0e1e-47a2-9a35-24f0ce28836d · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Using rule-based machine learn- ing for candidate disease gene prioritization and sample classification of cancer gene expression data.PloS one, 7(7):e39932, 2012
Reference 3
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Observation 221a6fd2-db84-49f9-9d5e-89f523f8f701 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Deep learning for computational biology.Molecular systems biology, 12(7):878, 2016
Reference 4
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Observation ce3568b3-2e9b-45d5-b726-4dd3a94a7f8e · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Applications of transformer- based language models in bioinformatics: a survey
Reference 5
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Observation ec2c0e7e-b337-4d66-9044-f9093a6116b2 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Foundation models in bioinformatics.National science review, 12(4):nwaf028, 2025
Reference 6
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Observation 28459cdb-dcc2-4ae9-8f3d-6ec3abdd118b · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Large language models for bioinformatics
Reference 7
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Observation 118886d2-946b-42f0-be58-2001ca5a3005 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Generative models for protein se- quence modeling: recent advances and future directions
Reference 8
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Observation 8c69b9e1-0a13-40d4-b019-3af2d339f74a · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Language models enable zero-shot prediction of the effects of mutations on pro- tein function.Advances in neural information process- ing systems, 34:29287–29303, 2021
Reference 9
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Observation d2bf4532-40fd-4c5d-9da0-583e6e4c3aba · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Gen- erative design of de novo proteins based on secondary- structure constraints using an attention-based diffusion model.Chem, 9(7):1828–1849, 2023
Reference 10
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Observation 383e36a5-b80a-4363-9cb7-ecb9dad3b0e4 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances QuST-LLM: Integrating Large Language Models for Comprehensive Spatial Transcriptomics Analysis
Reference 11
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Observation 83a95d2f-d09e-40e9-840f-c6b4d36afdfe · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Generative ai for synthetic data across multiple medical modalities: A systematic review of recent developments and chal- lenges.Computers in biology and medicine, 189:109834, 2025
Reference 12
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Observation 9c80b71b-d2bd-42c2-81f1-5b67994f6c3d · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Progress and opportunities of foundation models in bioinformatics.Briefings in Bioinformatics, 25(6):bbae548, 2024
Reference 13
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Observation 82cec0a2-23f4-4ff6-b711-4e296e199819 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Large lan- guage models and their applications in bioinformatics
Reference 14
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Observation ea53101a-7186-411d-a759-fef9a1ca6fda · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Unresolved cited work
Reference 15
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Observation 94944596-3088-4b10-896f-282b8f2b41ac · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Protein sequence analysis land- scape: A systematic review of task types, databases, datasets, word embeddings methods, and language models.Database, 2025:baaf027, 2025
Reference 16
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Observation aff894a1-37fd-4165-8261-f16413b20fd8 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Dnabert: pre-trained bidirectional en- coder representations from transformers model for dna- language in genome.Bioinformatics, 37(15):2112–2120, 2021
Reference 17
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Observation 006ae092-299f-402f-9832-3b4caa8b0fd1 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Dna language model grover learns se- quence context in the human genome.Nature Machine Intelligence, 6(8):911–923, 2024
Reference 18
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Observation 388a6010-4f5a-4a0d-a732-03dd31d965a9 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances DNABERT-2: Efficient Foundation Model and Benchmark For Multi-Species Genome
Reference 19
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Observation 0bd59bd4-2666-4781-b151-20ab3ba496c5 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Nucleotide transformer: building and eval- uating robust foundation models for human genomics
Reference 20
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Observation 473c7171-eb47-4e43-bc82-6f46e1d1ee31 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Unresolved cited work
Reference 21
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Observation f6b2c1bd-1860-4d95-bb3d-8e3a51d403f0 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Gp-gpt: Large language model for gene-phenotype mapping.arXiv preprint arXiv:2409.09825, 2024
Reference 22
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Observation 68b423ac-5ef0-44e1-bab6-a544ab905f58 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Enhancing gene set overrepresentation analysis with large language models.Bioinformatics Advances, 5(1):vbaf054, 2025
Reference 23
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Observation f90d6bc0-1129-46f9-b9a9-cbb74a1e80b9 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Unresolved cited work
Reference 24
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Observation 6633e834-4710-4c14-983f-25fbd5a15fd3 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances BioAgents: Democratizing Bioinformatics Analysis with Multi-Agent Systems
Reference 25
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Observation 102b5fa5-8f37-4377-be1a-78073a9f0e73 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Large lan- guage model consensus substantially improves the cell type annotation accuracy for scrna-seq data.bioRxiv, pages 2025–04, 2025
Reference 26
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Observation 5b163595-268f-4ac8-864a-87c0332d2388 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances ‘bingo’—a large language model- and graph neural network-based workflow for the pre- diction of essential genes from protein data.Briefings in Bioinformatics, 25(1):bbad472, 2024
Reference 27
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Observation e2c566ba-dddf-4817-9658-e18625c27c9e · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Protein language-model embeddings for fast, accurate, and alignment-free protein structure prediction.Structure, 30(8):1169–1177, 2022
Reference 28
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Observation 53d1f5ed-b0d6-4f95-8129-3479adeca5f2 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Evolutionary- scale prediction of atomic-level protein structure with a language model.Science, 379(6637):1123–1130, 2023
Reference 29
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Observation deddf237-7689-4df9-b8f0-9ff28412c8c6 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Unresolved cited work
Reference 30
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Observation d36a5b7d-a2c0-4991-bfea-52ed355ffd1b · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Unresolved cited work
Reference 31
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Observation 1b637a5f-7810-4563-83fd-4a692e828e80 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances plm- blast: distant homology detection based on direct com- parison of sequence representations from protein lan- guage models.Bioinformatics, 39(10):btad579, 2023
Reference 32
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Observation 6b8b7d2e-8421-47ed-8be9-39b5e946c12a · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Improvements in viral gene annotation using large language models and soft alignments.BMC bioinformatics, 25(1):165, 2024
Reference 33
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Observation ddef116f-9151-49d8-a9f9-19e057de306e · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Trustaffinity: accurate, reliable and scalable out-of- distribution protein-ligand binding affinity prediction using trustworthy deep learning.bioRxiv, 2024
Reference 34
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Observation c43e7de3-3506-4731-b4be-c25d04985448 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances ProtChatGPT: Towards Understanding Proteins with Large Language Models
Reference 35
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Observation 6a3f93b3-6dd7-42ed-84fe-46b790fbcb23 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Drbioright 2.0: an llm- powered bioinformatics chatbot for large-scale cancer functional proteomics analysis.Nature communications, 16(1):2256, 2025
Reference 36
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Observation 1bb1e7b2-38e0-4c6d-8ae9-2c9e840dec6b · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Prot2chat: protein largelanguagemodelwithearlyfusionoftext, sequence, and structure.Bioinformatics, 41(8):btaf396, 2025
Reference 37
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Observation 42ace903-7414-4e11-92fe-7b424c72d58b · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Prot- gpt2 is a deep unsupervised language model for protein design.Nature communications, 13(1):4348, 2022
Reference 38
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Observation 563902ff-d992-46df-a51d-858da2d8c7ec · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances ProGen: Language Modeling for Protein Generation
Reference 39
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Observation f5392b7f-659d-4347-9638-3065e33d77b1 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Progen2: exploring the boundaries of protein language models.Cell systems, 14(11):968–978, 2023
Reference 40
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Observation 35a06ca4-0841-4538-9f78-a30623d0d355 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Large language models generate func- tional protein sequences across diverse families.Nature biotechnology, 41(8):1099–1106, 2023
Reference 41
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Observation bbc21c96-740a-460a-9ce3-9b4e702112b3 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances xTrimoPGLM: Unified 100B-Scale Pre-trained Transformer for Deciphering the Language of Protein
Reference 42
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Observation e2e86b85-9bb4-4a83-94f3-6dd6c0e0022a · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Deep generative models of protein structure uncover distant relationships across a contin- uous fold space.Nature Communications, 15(1):8094, 2024
Reference 43
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Observation 7f40176e-7d91-4831-8687-812a42441644 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Exploiting pretrained biochemical language models for targeted drug design
Reference 44
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Observation 22a823e0-fd00-4852-9882-6597e4bf05b3 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Drugassist: A large language model for molecule optimization.Briefings in Bioinformatics, 26(1):bbae693, 2025
Reference 45
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Observation b00683db-cf85-4ee6-aa83-7e4303995e01 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Thu, Dimitar Dobchev, Akshay Balsubramani, Ricardo ND Santos, Lorenzo Kogler- Anele, Alejandro Corrochano-Navarro, et al
Reference 46
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Observation 5d7d7e66-29f0-4f44-bba2-63c63fb5b854 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Top-dti: Integrat- ing topological deep learning and large language models for drug target interaction prediction.bioRxiv, 2025
Reference 47
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Observation db9341cd-a977-497c-9802-b5fa6d341235 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances scgpt: toward building a foundation model for single-cell multi-omics using generative ai.Nature Methods, 21(8):1470–1480, 2024
Reference 48
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Observation 4847e0f7-84ed-4dfa-866a-cd857f3a50b4 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances OLAF: An Open Life Science Analysis Framework for Conversational Bioinformatics Powered by Large Language Models
Reference 49
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Observation a7ac2993-cc30-46ed-a3fd-fec549e82f8c · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Language Model Powered Digital Biology with BRAD
Reference 50
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Observation 14676718-bd68-4821-9d64-e4a42c272f8c · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Pyevocell: an llm-augmented single- cell trajectory analysis dashboard.Bioinformatics, 41(4):btaf158, 2025
Reference 51
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Observation f5f3e70f-93b3-47be-9070-c172897a2a36 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Integrating spatial and single-cell transcriptomics data using deep generative models with spatialscope.Nature Communications, 14(1):7848, 2023
Reference 52
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Observation 8a571202-e4d2-43bb-a7b2-366243a09f22 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances scican: single-cell chromatin accessibility and gene ex- pression data integration via cycle-consistent adversar- ial network.NPJ Systems Biology and Applications, 8(1):33, 2022
Reference 53
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Observation b97d8c48-ddc8-4fc4-a9bf-b8653819bc72 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances scdreamer for atlas-level integration of single-cell datasets using deep generative model paired with ad- versarial classifier.Nature Communications, 14(1):7781, 2023
Reference 54
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Observation c63abd8a-ec78-41ba-9204-d27bb273d238 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Evaluating largelanguagemodelsforannotatingproteins.Briefings in Bioinformatics, 25(3):bbae177, 2024
Reference 55
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Observation 18156745-8e06-4a31-b24d-9d1dd6659f41 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances scbert as a large-scale pretrained deep language model for cell type annotation of single-cell rna-seq data.Na- ture Machine Intelligence, 4(10):852–866, 2022
Reference 56
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Observation e9b2f81b-7334-430d-9ae5-fe3a5b9fd4c3 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Gears: Predicting transcriptional outcomes of novel multi-gene perturbations.BioRxiv, pages 2022–07, 2022
Reference 57
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Observation a5c55523-07a1-402d-b862-4797a9b43459 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Zero-shot evaluation reveals limita- tions of single-cell foundation models.Genome Biology, 26(1):101, 2025
Reference 58
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Observation 22bf538b-ef7c-4e7d-ab91-37f74ad8c7d8 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Assessing the state of the art in biomedical relation extraction: overview of the biocreative v chemical-disease relation (cdr) task.Database, 2016:baw032, 2016
Reference 59
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Observation 7f90d210-45b0-416f-91b8-87a7e65a2fb3 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Discover- ing drug–target interaction knowledge from biomedical literature.Bioinformatics, 38(22):5100–5107, 2022
Reference 60
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Observation c9119852-97e1-4f4b-8df1-5f8ce0122a0d · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances The ddi corpus: An annotated corpus with pharmacological substances and drug–drug interactions.Journal of biomedical informat- ics, 46(5):914–920, 2013
Reference 61
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Observation 21cf1e3e-baea-462c-a1b5-3832115030d4 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances PubMedQA: A Dataset for Biomedical Research Question Answering
Reference 62
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Observation e7923eec-9df2-4a76-9bb0-7c9905079537 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Biogpt: generative pre-trained transformer for biomedical text generation and mining.Briefings in bioinformatics, 23(6):bbac409, 2022
Reference 63
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Observation 3d7ec0f9-a267-47c8-9234-805336aa81ca · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances BioMedLM: A 2.7B Parameter Language Model Trained On Biomedical Text
Reference 64
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Observation 87a0d933-653e-44e4-851d-8fe274120b32 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances A decision-aid model for pre- dicting triple-negative breast cancer ici response based on tumor mutation burden.BioMedInformatics, 5(1):9, 2025
Reference 65
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Observation 990d029c-98ac-4dd3-a419-97173ee640d3 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Evaluating a large language model’s ability to solve programming exercises from an introductory bioinformatics course
Reference 66
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Observation 742bf062-81e3-4190-bc49-788965f1f8ae · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Bixbench: a comprehensive benchmark for llm- based agents in computational biology.arXiv preprint arXiv:2503.00096, 2025
Reference 67
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Observation e2ea875a-49ed-47e9-b4b9-b5f7a6b08711 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Prediction of lupus classification criteria via generative ai medical record profiling.BioTech, 14(1):15, 2025
Reference 68
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Observation 1565d54c-b5fe-4e51-baab-278faedc83a8 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Funcfetch: an llm-assisted workflow enables mining thousands of enzyme–substrate inter- actions from published manuscripts.Bioinformatics, 41(1):btae756, 2025
Reference 69
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Observation 8395c640-a571-4568-87dd-020e2f500c90 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Gene-associated Disease Discovery Powered by Large Language Models
Reference 70
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Observation e70d970d-8133-4c91-93d4-cd91f05c9e44 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Unresolved cited work
Reference 71
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Observation f8993099-a902-4362-89c9-5657b3e49668 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Unresolved cited work
Reference 72
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Observation 1ee865cc-5ff4-427c-9e69-ca84dacfd546 · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Fine- tuningproteinembeddingsforfunctionalsimilarityeval- uation.Bioinformatics, 40(8):btae445, 2024
Reference 73
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Observation abc42ad6-990a-44f9-8d3b-d856f9528bcd · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances learnmsa2: deep protein multiple alignments with large language and hidden markov models.Bioinformatics, 40(Supplement_2):ii79–ii86, 2024
Reference 74
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Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Promptmrg: Diagnosis-driven prompts for medical re- portgeneration
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Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Secret4: a web-based bacterial type iv secretion system resource.Nucleic acids research, 41(D1):D660–D665, 2013
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Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Pfam: The protein families database in 2021.Nucleic acids research, 49(D1):D412– D419, 2021
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Observation 632b2bac-2461-4391-bdbc-72ee97712b5f · outbound
Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Rna language models predict mutations that improve rna function.Nature Commu- nications, 15(1):10627, 2024
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Observation d646c9db-f67b-4b78-8e8d-ce0ee65da55e · outbound
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Generative Artificial Intelligence in Bioinformatics: A Systematic Review of Models, Applications, and Methodological Advances Proteinnet: a standardized data set for machine learning of protein structure.BMC bioinformatics, 20(1):311, 2019
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