Paper Citation Record · LEDGER

Generation of Synthetic Clinical Text: A Systematic Review

As of 10 August 2026, this Paper Citation Record lists 100 of 256 outbound references and 3 inbound Pith citation observations for arXiv:2507.18451.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.18451 v1

Coverage vector

measured 100 of 256 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:35:31.177300Z

measured 103 of 103 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T19:41:10.816907Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-20T11:48:15.135068Z

Reference resolution

100 of 256 outbound references displayed

verified exact0
verified fuzzy0
unresolved100
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b97fce3d-2070-414e-be71-ce673ff2b8fd · outbound

This paper cites Should free-text data in electronic medical records be shared for research? a citizens’ jury study in the UK.

Generation of Synthetic Clinical Text: A Systematic Review Should free-text data in electronic medical records be shared for research? a citizens’ jury study in the UK

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.661348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fc84f31-89b2-4c04-92e8-34e92a72e8b7 · outbound

This paper cites Synonym-based text generation in restructuring imbalanced dataset for deep learning models.

Generation of Synthetic Clinical Text: A Systematic Review Synonym-based text generation in restructuring imbalanced dataset for deep learning models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.667411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bccb547-8173-44f5-8efb-96a2c81b05d2 · outbound

This paper cites Generating natural language adversarial examples on a large scale with generative models, 2020.

Generation of Synthetic Clinical Text: A Systematic Review Generating natural language adversarial examples on a large scale with generative models, 2020

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.673446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1888175-b96d-42d2-971e-6b8a3887f1f9 · outbound

This paper cites Synthetic data generation: State of the art in health care domain.

Generation of Synthetic Clinical Text: A Systematic Review Synthetic data generation: State of the art in health care domain

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.678452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d6289fc-60b2-4aa2-88ba-b23170eecd99 · outbound

This paper cites Synthetic data generation for tabular health records: A systematic review.

Generation of Synthetic Clinical Text: A Systematic Review Synthetic data generation for tabular health records: A systematic review

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.684347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7dc9c17-e303-427c-9dae-e5119519640c · outbound

This paper cites Deep generative models for synthetic data: A survey.

Generation of Synthetic Clinical Text: A Systematic Review Deep generative models for synthetic data: A survey

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.689458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d24daec3-d3cc-4d42-b801-eba00ea46a42 · outbound

This paper cites A systematic literature review: deep learn- ing techniques for synthetic medical image generation and their applications in radiotherapy.

Generation of Synthetic Clinical Text: A Systematic Review A systematic literature review: deep learn- ing techniques for synthetic medical image generation and their applications in radiotherapy

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.695246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2875790c-4b8c-4bc1-9d9e-e67e35ca31f1 · outbound

This paper cites Ghosheh, Jin Li, and Tingting Zhu.

Generation of Synthetic Clinical Text: A Systematic Review Ghosheh, Jin Li, and Tingting Zhu

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.700820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fc09739-a793-4d90-aa59-2e09e98f360f · outbound

This paper cites Evalua- tion of synthetic electronic health records: A systematic review and experimental assessment.

Generation of Synthetic Clinical Text: A Systematic Review Evalua- tion of synthetic electronic health records: A systematic review and experimental assessment

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.705707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4affdc7a-0bda-4f68-a2f4-a5d532bf6592 · outbound

This paper cites Pezoulas, Dimitrios I.

Generation of Synthetic Clinical Text: A Systematic Review Pezoulas, Dimitrios I

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.710848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 418bdd15-ab01-4952-8fb9-a758c974f76e · outbound

This paper cites Primer on generative artificial intelligence and large language models in medical imaging.

Generation of Synthetic Clinical Text: A Systematic Review Primer on generative artificial intelligence and large language models in medical imaging

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.716184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 298e706e-9b22-43dd-9379-9c2ee9bd3c44 · outbound

This paper cites Generative ai for synthetic 14 data across multiple medical modalities: A systematic review of recent developments and challenges.

Generation of Synthetic Clinical Text: A Systematic Review Generative ai for synthetic 14 data across multiple medical modalities: A systematic review of recent developments and challenges

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.721048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a53aac6-8ac3-44af-80d1-23d4c8a1d7dd · outbound

This paper cites Five steps to conducting a systematic review, 2003.

Generation of Synthetic Clinical Text: A Systematic Review Five steps to conducting a systematic review, 2003

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.726076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a49b869d-6150-4b20-b4ab-42cc2fb7bf6e · outbound

This paper cites Systematic reviews and meta-analyses, February 2011.

Generation of Synthetic Clinical Text: A Systematic Review Systematic reviews and meta-analyses, February 2011

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.731301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f488a91c-c779-4f7d-bc6c-8555a32c23dd · outbound

This paper cites Gomez, Lukasz Kaiser, and Illia Polosukhin.

Generation of Synthetic Clinical Text: A Systematic Review Gomez, Lukasz Kaiser, and Illia Polosukhin

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.736799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f031291-1d17-43e8-8b8c-5da815832cee · outbound

This paper cites Automatic generation of electronic medical record based on gpt2 model.

Generation of Synthetic Clinical Text: A Systematic Review Automatic generation of electronic medical record based on gpt2 model

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.741725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82df8f77-cf29-45d4-bb1b-4715ae137e2c · outbound

This paper cites Cmed-gpt: Prompt tuning for entity-aware chinese medical dialogue generation, 2023.

Generation of Synthetic Clinical Text: A Systematic Review Cmed-gpt: Prompt tuning for entity-aware chinese medical dialogue generation, 2023

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.747205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4663bb29-53e9-40f0-93f4-fcc9995764e5 · outbound

This paper cites Generation of synthetic elec- tronic medical record text.

Generation of Synthetic Clinical Text: A Systematic Review Generation of synthetic elec- tronic medical record text

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.752238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee0a8c91-2ed2-4ebd-a320-3d5607b83869 · outbound

This paper cites Medconqa: Medical conversational question answering system based on knowledge graphs.

Generation of Synthetic Clinical Text: A Systematic Review Medconqa: Medical conversational question answering system based on knowledge graphs

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.757319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1fe1192-53e8-459a-9b5b-2e8d7d222ab1 · outbound

This paper cites A method for generating synthetic electronic medical record text.

Generation of Synthetic Clinical Text: A Systematic Review A method for generating synthetic electronic medical record text

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.762288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6022475-391f-4f09-8c03-4fa9deb962c0 · outbound

This paper cites Research on text generation of medical intelligent question and answer based on bi-lstm and neural network technology.

Generation of Synthetic Clinical Text: A Systematic Review Research on text generation of medical intelligent question and answer based on bi-lstm and neural network technology

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.768650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07393442-709b-4586-84ef-42bded1f6837 · outbound

This paper cites Schapranow.

Generation of Synthetic Clinical Text: A Systematic Review Schapranow

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.773644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13600586-545d-4bb9-b8eb-42d3421149b4 · outbound

This paper cites GRASCCO — the first publicly shareable, multiply-alienated german clinical text corpus.

Generation of Synthetic Clinical Text: A Systematic Review GRASCCO — the first publicly shareable, multiply-alienated german clinical text corpus

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.778693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93e0efcc-f361-4051-ad10-a0bd72917b5a · outbound

This paper cites Sharing copies of synthetic clinical corpora without physical distribution — a case study to get around IPRs and privacy constraints fea- turing the German JSYNCC corpus.

Generation of Synthetic Clinical Text: A Systematic Review Sharing copies of synthetic clinical corpora without physical distribution — a case study to get around IPRs and privacy constraints fea- turing the German JSYNCC corpus

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.783856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55f9ebb2-3836-4bc7-bd18-3090dda3b3bd · outbound

This paper cites Reinforcement 15 learning with imbalanced dataset for data-to-text medical report generation.

Generation of Synthetic Clinical Text: A Systematic Review Reinforcement 15 learning with imbalanced dataset for data-to-text medical report generation

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.788535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 897dbb1b-e7b3-4a2b-893a-c8d58199c87b · outbound

This paper cites A practical and universal framework for generating publicly available medical notes of authentic quality via the power of crowds.

Generation of Synthetic Clinical Text: A Systematic Review A practical and universal framework for generating publicly available medical notes of authentic quality via the power of crowds

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.793472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dde118c2-85a9-48de-acb1-0af10fe40081 · outbound

This paper cites Cognitive assessment of japanese older adults with text data augmentation.

Generation of Synthetic Clinical Text: A Systematic Review Cognitive assessment of japanese older adults with text data augmentation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.798238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81a85a15-ce59-47c8-aa7e-1be34e9d440f · outbound

This paper cites Instruction-guided deidentification with synthetic test cases for norwegian clinical text.

Generation of Synthetic Clinical Text: A Systematic Review Instruction-guided deidentification with synthetic test cases for norwegian clinical text

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.803882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ccfa753-4220-4b9d-90f2-b1b976b1dba4 · outbound

This paper cites Iterative development of family history annotation guidelines using a synthetic corpus of clinical text.

Generation of Synthetic Clinical Text: A Systematic Review Iterative development of family history annotation guidelines using a synthetic corpus of clinical text

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.808613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0c9f93f-d3b3-43d8-8595-6528b79bdd35 · outbound

This paper cites Brekke, Taraka Rama, Ildik´ o Pil´ an, Øystein Nytrø, and Lilja Øvrelid.

Generation of Synthetic Clinical Text: A Systematic Review Brekke, Taraka Rama, Ildik´ o Pil´ an, Øystein Nytrø, and Lilja Øvrelid

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.813233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b7bc542-3661-4803-a15a-b189999c3eac · outbound

This paper cites Can synthetic text help clinical named entity recognition? a study of electronic health records in French.

Generation of Synthetic Clinical Text: A Systematic Review Can synthetic text help clinical named entity recognition? a study of electronic health records in French

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.818628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4761b866-4815-46c4-95cf-5887cb460df9 · outbound

This paper cites Generating synthetic training data for supervised de-identification of electronic health records.

Generation of Synthetic Clinical Text: A Systematic Review Generating synthetic training data for supervised de-identification of electronic health records

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.828366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4202a4da-bdaf-494c-a7b6-9f0853e1ffdf · outbound

This paper cites Synthetic Arabic medical dialogues using advanced multi-agent LLM techniques.

Generation of Synthetic Clinical Text: A Systematic Review Synthetic Arabic medical dialogues using advanced multi-agent LLM techniques

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.833339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd2fecbd-f25b-4baa-9260-e0edd81add1a · outbound

This paper cites AI-driven approach for automatic synthetic patient status corpus generation.

Generation of Synthetic Clinical Text: A Systematic Review AI-driven approach for automatic synthetic patient status corpus generation

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.838149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3196913d-8ca6-46b6-9c24-f3071ab05cd0 · outbound

This paper cites Johnson, Tom J.

Generation of Synthetic Clinical Text: A Systematic Review Johnson, Tom J

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.842778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8af3648c-d68e-4291-9af8-43b7e4f92eac · outbound

This paper cites an unresolved cited work.

Generation of Synthetic Clinical Text: A Systematic Review Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.847603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5958215-e6fe-46ff-b81a-d688aa43431c · outbound

This paper cites Kohli, Marc B.

Generation of Synthetic Clinical Text: A Systematic Review Kohli, Marc B

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.852334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5709500-40ce-4228-ae50-44b2fb6d5a73 · outbound

This paper cites Annotated dataset creation through general purpose language models for non-english medical nlp, 2022.

Generation of Synthetic Clinical Text: A Systematic Review Annotated dataset creation through general purpose language models for non-english medical nlp, 2022

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.857504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb6d939d-f020-4f38-9b5d-ae520d180521 · outbound

This paper cites Joyce, Niall Taylor, Alejo Nevado-Holgado, Andrea Cipriani, and An- drey Kormilitzin.

Generation of Synthetic Clinical Text: A Systematic Review Joyce, Niall Taylor, Alejo Nevado-Holgado, Andrea Cipriani, and An- drey Kormilitzin

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.862538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05531285-ae56-4a8c-a564-fc7bdf94095a · outbound

This paper cites Does synthetic data generation of llms help clinical text mining?, 2023.

Generation of Synthetic Clinical Text: A Systematic Review Does synthetic data generation of llms help clinical text mining?, 2023

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.868193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa7c2685-d124-416e-9f0e-dbdce95581ea · outbound

This paper cites Two directions for clinical data generation with large language models: Data-to-label and label-to-data.

Generation of Synthetic Clinical Text: A Systematic Review Two directions for clinical data generation with large language models: Data-to-label and label-to-data

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.873265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e18a6761-d29a-4eac-b324-4d517746edc9 · outbound

This paper cites An adversorial approach to enable re-use of machine learning models and collaborative research efforts using synthetic unstructured free-text medical data, August 2019.

Generation of Synthetic Clinical Text: A Systematic Review An adversorial approach to enable re-use of machine learning models and collaborative research efforts using synthetic unstructured free-text medical data, August 2019

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.877996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 113bfae8-c4de-4a7c-a01f-8795e17dda0d · outbound

This paper cites Are synthetic clinical notes useful for real natural language processing tasks: A case study on clinical entity recognition.

Generation of Synthetic Clinical Text: A Systematic Review Are synthetic clinical notes useful for real natural language processing tasks: A case study on clinical entity recognition

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.882810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4614c50d-66ae-4c44-9418-fd856179a5f9 · outbound

This paper cites Cardinal, Angus Roberts, Robert Stewart, and Sumithra Velupillai.

Generation of Synthetic Clinical Text: A Systematic Review Cardinal, Angus Roberts, Robert Stewart, and Sumithra Velupillai

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.887497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0f91c3d-0719-4532-bd91-aefbb3b231f3 · outbound

This paper cites Generative adversarial networks for creating synthetic free-text medical data: A proposal for collaborative research and re-use of machine learning models, May 2021.

Generation of Synthetic Clinical Text: A Systematic Review Generative adversarial networks for creating synthetic free-text medical data: A proposal for collaborative research and re-use of machine learning models, May 2021

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.892204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 671ad3ac-7b9d-446d-8cc8-e480cbea1d31 · outbound

This paper cites an unresolved cited work.

Generation of Synthetic Clinical Text: A Systematic Review Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.897588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ecb9402-42ff-41eb-acea-a43e87df407c · outbound

This paper cites Transforming health- care documentation: harnessing the potential of ai to generate discharge summaries.

Generation of Synthetic Clinical Text: A Systematic Review Transforming health- care documentation: harnessing the potential of ai to generate discharge summaries

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.902456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b7ef28c-7ccc-41dc-9fd3-98bffe276cab · outbound

This paper cites Transformer models trained on mimic-iii to generate synthetic patient notes, 2020.

Generation of Synthetic Clinical Text: A Systematic Review Transformer models trained on mimic-iii to generate synthetic patient notes, 2020

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.907135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bdda60a-efc6-4987-83b8-9a03028cb69d · outbound

This paper cites Identifying and aligning medical claims made on social media with medical evidence, 2024.

Generation of Synthetic Clinical Text: A Systematic Review Identifying and aligning medical claims made on social media with medical evidence, 2024

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.912111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bf287a7-e04b-4fec-b1f3-1e52cc2a5a45 · outbound

This paper cites Medically aware gpt-3 as a data generator for medical dialogue summarization, 2021.

Generation of Synthetic Clinical Text: A Systematic Review Medically aware gpt-3 as a data generator for medical dialogue summarization, 2021

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.916896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ed8f018-c9a4-4c89-b88c-14b8ad4a21c4 · outbound

This paper cites Generaci´ on masiva de historias cl ´ ınicas sint´ eticas con chatgpt: un ejemplo en fractura de cadera.

Generation of Synthetic Clinical Text: A Systematic Review Generaci´ on masiva de historias cl ´ ınicas sint´ eticas con chatgpt: un ejemplo en fractura de cadera

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.921499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8fab73d-2fd5-4084-827c-b34dffab0c83 · outbound

This paper cites Constructing synthetic datasets with generative artificial intelligence to train large language models to classify acute renal failure from clinical notes.

Generation of Synthetic Clinical Text: A Systematic Review Constructing synthetic datasets with generative artificial intelligence to train large language models to classify acute renal failure from clinical notes

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.926346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc0a26cb-67f1-41f1-bdbb-4d8047aca6e2 · outbound

This paper cites How to use language models for synthetic text generation in cerebrovascular disease-specific medical reports.

Generation of Synthetic Clinical Text: A Systematic Review How to use language models for synthetic text generation in cerebrovascular disease-specific medical reports

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.931279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4f4b7c5-1373-40f3-9c3d-ce9bc3487a19 · outbound

This paper cites Smit h, Nima PourNejatian, Anthony B.

Generation of Synthetic Clinical Text: A Systematic Review Smit h, Nima PourNejatian, Anthony B

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.936376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5a3a4d5-b0ea-47bd-bd6b-a2d0591e037b · outbound

This paper cites an unresolved cited work.

Generation of Synthetic Clinical Text: A Systematic Review Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.941348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da9411e3-a3cb-4e43-ad3e-2fb905ab51cd · outbound

This paper cites Towards automatic generation of shareable syn- thetic clinical notes using neural language models.

Generation of Synthetic Clinical Text: A Systematic Review Towards automatic generation of shareable syn- thetic clinical notes using neural language models

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.948472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0523f173-d769-4dc7-9155-a8e03a03d1e9 · outbound

This paper cites Differentially private medical texts generation using generative neural networks.

Generation of Synthetic Clinical Text: A Systematic Review Differentially private medical texts generation using generative neural networks

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.953553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 572b7671-821f-47c4-87fc-4b9d756eb47d · outbound

This paper cites an unresolved cited work.

Generation of Synthetic Clinical Text: A Systematic Review Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.958795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78607ccb-74ee-4ba1-8782-5ceac736b3d8 · outbound

This paper cites Knowledge-infused prompting: Assessing and advancing clinical text data generation with large language models.

Generation of Synthetic Clinical Text: A Systematic Review Knowledge-infused prompting: Assessing and advancing clinical text data generation with large language models

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.963384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 580e3406-6cb5-45bd-a270-689e7fd31f3c · outbound

This paper cites Generation and eval- uation of synthetic endoscopy free-text reports with differential privacy.

Generation of Synthetic Clinical Text: A Systematic Review Generation and eval- uation of synthetic endoscopy free-text reports with differential privacy

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.968433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36c20d1c-2e40-43e1-9338-f547dacb15ce · outbound

This paper cites Generating synthetic documents with clinical keywords: A privacy-sensitive methodology.

Generation of Synthetic Clinical Text: A Systematic Review Generating synthetic documents with clinical keywords: A privacy-sensitive methodology

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.973411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 183a92a3-ac1b-40a8-a905-66933faf1c7c · outbound

This paper cites SynthNotes: A gen- erator framework for high-volume, high-fidelity synthetic mental health notes.

Generation of Synthetic Clinical Text: A Systematic Review SynthNotes: A gen- erator framework for high-volume, high-fidelity synthetic mental health notes

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.978211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a899321-67fa-4ff6-8f3c-695ed6a7e0f5 · outbound

This paper cites Aci-bench: a novel ambient clinical intelligence dataset for benchmarking automatic visit note generation.

Generation of Synthetic Clinical Text: A Systematic Review Aci-bench: a novel ambient clinical intelligence dataset for benchmarking automatic visit note generation

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.983052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e4102e1-5cb6-46af-a6b1-221fc892df97 · outbound

This paper cites An empirical study of clinical note generation from doctor-patient encounters.

Generation of Synthetic Clinical Text: A Systematic Review An empirical study of clinical note generation from doctor-patient encounters

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.988055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8578f97-e768-4064-a9f7-9bb7ab56a3ef · outbound

This paper cites Feng, Vivek Khetan, Bogdan Sacaleanu, Anatole Gershman, and Eduard Hovy.

Generation of Synthetic Clinical Text: A Systematic Review Feng, Vivek Khetan, Bogdan Sacaleanu, Anatole Gershman, and Eduard Hovy

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.992920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1041557-275f-4dcf-b319-be5d818137df · outbound

This paper cites Synth-sbdh: A synthetic dataset of social and behavioral determinants of health for clinical text, 2024.

Generation of Synthetic Clinical Text: A Systematic Review Synth-sbdh: A synthetic dataset of social and behavioral determinants of health for clinical text, 2024

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:30.997618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 289fa193-0ce1-4d23-8e4e-defe90ee91db · outbound

This paper cites Ehr-ds-qa: A synthetic qa dataset derived from medical dis- charge summaries for enhanced medical information retrieval systems, 2024.

Generation of Synthetic Clinical Text: A Systematic Review Ehr-ds-qa: A synthetic qa dataset derived from medical dis- charge summaries for enhanced medical information retrieval systems, 2024

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.002319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 487df10e-9337-4899-9d1b-dc86eff44ce1 · outbound

This paper cites coherent data set.

Generation of Synthetic Clinical Text: A Systematic Review coherent data set

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.007128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07faffad-11ff-478d-9dce-4fa76156b17f · outbound

This paper cites Generating continuous representations of medical texts, 2018.

Generation of Synthetic Clinical Text: A Systematic Review Generating continuous representations of medical texts, 2018

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.011855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc1a53f8-13bb-45d2-bfca-323e62b76ab3 · outbound

This paper cites On the automatic generation of medical imaging reports.

Generation of Synthetic Clinical Text: A Systematic Review On the automatic generation of medical imaging reports

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.016634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f4d66a7-e6c6-4bfa-8608-526052a9a39e · outbound

This paper cites an unresolved cited work.

Generation of Synthetic Clinical Text: A Systematic Review Unresolved cited work

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.021191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f08c3666-d845-409e-9aa4-2c819abf3af8 · outbound

This paper cites Vision-language model for generating textual descriptions from clinical images: Model development and validation study.

Generation of Synthetic Clinical Text: A Systematic Review Vision-language model for generating textual descriptions from clinical images: Model development and validation study

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.025869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fd7a63a-3d94-4511-a51e-d499b3d7a200 · outbound

This paper cites Generation of natural-language textual summaries from longitudinal clinical records.

Generation of Synthetic Clinical Text: A Systematic Review Generation of natural-language textual summaries from longitudinal clinical records

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.030797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3fd15a8-cd26-4226-b6cb-eb31ca5b0957 · outbound

This paper cites Enhancing clinical note gener- ation from doctor-patient conversations through semantic partition-oriented summarization.

Generation of Synthetic Clinical Text: A Systematic Review Enhancing clinical note gener- ation from doctor-patient conversations through semantic partition-oriented summarization

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.035582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac8a725c-866a-40f8-a94f-92171d4e56a9 · outbound

This paper cites Enhancing clinical documentation with synthetic data: Leveraging generative models for improved accuracy.

Generation of Synthetic Clinical Text: A Systematic Review Enhancing clinical documentation with synthetic data: Leveraging generative models for improved accuracy

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.040377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b32051fb-0f8b-4811-95e7-690b3fd990de · outbound

This paper cites Medt2t: An adaptive pointer constrain generating method for a new medical text-to-table task.

Generation of Synthetic Clinical Text: A Systematic Review Medt2t: An adaptive pointer constrain generating method for a new medical text-to-table task

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.045307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16adb5f5-8c8e-497b-914c-6abed3dc5af9 · outbound

This paper cites Li, Xiaodan Liang, Zhiting Hu, and Eric P.

Generation of Synthetic Clinical Text: A Systematic Review Li, Xiaodan Liang, Zhiting Hu, and Eric P

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.050202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb07b303-e924-40dd-9445-7c367c9e6b20 · outbound

This paper cites Implementation of gpt models for text generation in healthcare domain.

Generation of Synthetic Clinical Text: A Systematic Review Implementation of gpt models for text generation in healthcare domain

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.055615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cafda8f0-411f-4e99-a2e5-ecaa98e1685e · outbound

This paper cites Papie˙ z, and Mohammad Yaqub.

Generation of Synthetic Clinical Text: A Systematic Review Papie˙ z, and Mohammad Yaqub

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.060697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4cd9fb38-0b91-4c1a-b09a-4991bfa242ac · outbound

This paper cites Set to ordered text: Generating discharge instruc- tions from medical billing codes.

Generation of Synthetic Clinical Text: A Systematic Review Set to ordered text: Generating discharge instruc- tions from medical billing codes

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.065534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50a72a04-8b4b-4036-ae49-f9aa2854fabd · outbound

This paper cites Visual-textual attentive semantic consistency for medical report generation.

Generation of Synthetic Clinical Text: A Systematic Review Visual-textual attentive semantic consistency for medical report generation

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.070596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78a4bb0f-e498-407e-8d72-0ba5976349ac · outbound

This paper cites an unresolved cited work.

Generation of Synthetic Clinical Text: A Systematic Review Unresolved cited work

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.075538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae2554f4-9af9-4718-9dcc-2283270fa899 · outbound

This paper cites Medical scientific table-to-text generation with human-in-the-loop under the data spar- sity constraint, 2022.

Generation of Synthetic Clinical Text: A Systematic Review Medical scientific table-to-text generation with human-in-the-loop under the data spar- sity constraint, 2022

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.080734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e637885d-6732-43af-a5c4-4b159552bcd1 · outbound

This paper cites Neural text generation in regulatory medical writing.

Generation of Synthetic Clinical Text: A Systematic Review Neural text generation in regulatory medical writing

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.085768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2552a00b-3b22-4a2a-b5b9-1172713b74d1 · outbound

This paper cites Prott3: Protein-to-text generation for text-based protein understanding, 2024.

Generation of Synthetic Clinical Text: A Systematic Review Prott3: Protein-to-text generation for text-based protein understanding, 2024

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.091222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0b6dbc7-ad86-4f98-af34-1e28017faeaa · outbound

This paper cites Multi- modal understanding and generation for medical images and text via vision-language pre- training.

Generation of Synthetic Clinical Text: A Systematic Review Multi- modal understanding and generation for medical images and text via vision-language pre- training

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.096136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fac732a-e687-4f0d-aecd-cf8a5fb90b94 · outbound

This paper cites Medm2g: Unifying medical multi-modal generation via cross-guided diffusion with visual invariant, 2024.

Generation of Synthetic Clinical Text: A Systematic Review Medm2g: Unifying medical multi-modal generation via cross-guided diffusion with visual invariant, 2024

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.101154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ede19be-a626-4ea1-9bfb-33e5fc67d88b · outbound

This paper cites Improving radiology report generation quality and diversity through reinforcement learning and text augmentation.

Generation of Synthetic Clinical Text: A Systematic Review Improving radiology report generation quality and diversity through reinforcement learning and text augmentation

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.106254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb9964ce-19de-4f50-bfdb-3448c89d6242 · outbound

This paper cites Generat- ing explanations in medical question-answering by expectation maximization inference over evidence, 2023.

Generation of Synthetic Clinical Text: A Systematic Review Generat- ing explanations in medical question-answering by expectation maximization inference over evidence, 2023

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.115692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 667c2f87-6055-4236-be7d-55deda05e90c · outbound

This paper cites an unresolved cited work.

Generation of Synthetic Clinical Text: A Systematic Review Unresolved cited work

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.121478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ca07ada-e6ce-4dec-99c4-2c53e7a691e8 · outbound

This paper cites A dictionary-based oversampling approach to clinical document classification on small and imbalanced dataset.

Generation of Synthetic Clinical Text: A Systematic Review A dictionary-based oversampling approach to clinical document classification on small and imbalanced dataset

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.126968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c33266e8-1d7d-4390-b022-8512cde749b8 · outbound

This paper cites A simple data augmentation method to im- prove the performance of named entity recognition models in medical domain.

Generation of Synthetic Clinical Text: A Systematic Review A simple data augmentation method to im- prove the performance of named entity recognition models in medical domain

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.131642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 745ee4ee-db82-446b-9ae6-f51bd549c55f · outbound

This paper cites An exploratory study on pseudo-data generation in prescription and adverse drug reaction extraction, August 2019.

Generation of Synthetic Clinical Text: A Systematic Review An exploratory study on pseudo-data generation in prescription and adverse drug reaction extraction, August 2019

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.136436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f73f50ab-4d21-43a8-abd4-72db698529e9 · outbound

This paper cites An NLP-inspired data augmen- tation method for adverse event prediction using an imbalanced healthcare dataset.

Generation of Synthetic Clinical Text: A Systematic Review An NLP-inspired data augmen- tation method for adverse event prediction using an imbalanced healthcare dataset

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.141002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86efcf94-0fbb-485f-9c58-0fa5cebe3d65 · outbound

This paper cites Exploring transformer text generation for medical dataset augmentation.

Generation of Synthetic Clinical Text: A Systematic Review Exploring transformer text generation for medical dataset augmentation

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.146238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed1280e1-1cc0-42df-aac1-0c4cbf822bb5 · outbound

This paper cites Substituting clinical features using synthetic medical phrases: Medical text data augmenta- tion techniques.

Generation of Synthetic Clinical Text: A Systematic Review Substituting clinical features using synthetic medical phrases: Medical text data augmenta- tion techniques

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.151334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82339234-d943-43cb-a825-01c0ae425166 · outbound

This paper cites Textual data augmentation for patient out- comes prediction.

Generation of Synthetic Clinical Text: A Systematic Review Textual data augmentation for patient out- comes prediction

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.156277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad7dafc8-83de-4993-a9fa-f5c4eb10339a · outbound

This paper cites UMLS-based data augmentation for natural language processing of clinical research literature.

Generation of Synthetic Clinical Text: A Systematic Review UMLS-based data augmentation for natural language processing of clinical research literature

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.160962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68ce64d2-8152-467c-bcf6-ddaade501058 · outbound

This paper cites Evaluation and analysis of large language models for clinical text augmentation and generation.

Generation of Synthetic Clinical Text: A Systematic Review Evaluation and analysis of large language models for clinical text augmentation and generation

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.166573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3711b1f-08f8-49e5-9d64-fa274fb987c1 · outbound

This paper cites A new generative model for textual descriptions of medical images using transformers enhanced with convolutional neural networks.

Generation of Synthetic Clinical Text: A Systematic Review A new generative model for textual descriptions of medical images using transformers enhanced with convolutional neural networks

Reference 101

Resolution: unresolved; no resolver link, observed 2026-08-06T14:35:31.177300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 19ebfd15-689d-4780-8bec-e990201938af · inbound

Generating High Quality Synthetic Data for Dutch Medical Conversations cites this paper.

Generating High Quality Synthetic Data for Dutch Medical Conversations Generation of Synthetic Clinical Text: A Systematic Review

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-15T00:38:23.275883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8b298ea1-2e05-4b27-b52b-f6c5692e3a35 · inbound

Systematic Evaluation of the Quality of Synthetic Clinical Notes Rephrased by LLMs at Million-Note Scale cites this paper.

Systematic Evaluation of the Quality of Synthetic Clinical Notes Rephrased by LLMs at Million-Note Scale Generation of Synthetic Clinical Text: A Systematic Review

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-20T11:48:15.137437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0002b0ae-e4e5-4bf3-b715-4ab5a980b54a · inbound

Clinical Communication Processing with Models Trained on LLM-Generated Synthetic Data: A Structured Survey and Novel Application Case Studies cites this paper.

Clinical Communication Processing with Models Trained on LLM-Generated Synthetic Data: A Structured Survey and Novel Application Case Studies Generation of Synthetic Clinical Text: A Systematic Review

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T19:41:10.816907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.