Paper Citation Record · LEDGER

Scaling Arabic Medical Chatbots Using Synthetic Data: Enhancing Generative AI with Synthetic Patient Records

As of 8 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2509.10108.

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

pith.paper-citation-record.v1
2509.10108 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T18:10:02.743060Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

23 of 23 outbound references displayed

verified exact0
verified fuzzy0
unresolved23
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 364ac71f-7646-4b17-a5ab-00537edf1e38 · outbound

This paper cites an unresolved cited work.

Scaling Arabic Medical Chatbots Using Synthetic Data: Enhancing Generative AI with Synthetic Patient Records Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T18:10:00.709025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71899d33-5772-4492-a23d-ec9cfc0dd628 · outbound

This paper cites The concept of value in resource allocation,.

Scaling Arabic Medical Chatbots Using Synthetic Data: Enhancing Generative AI with Synthetic Patient Records The concept of value in resource allocation,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T18:10:00.796804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 778752a9-7f7c-4d06-acc3-960062febb57 · outbound

This paper cites Ai-assisted diagnosis and treatment plan- ning—a discussion of how ai can assist healthcare professionals in making more accurate diagnoses and treatment plans for diseases,.

Scaling Arabic Medical Chatbots Using Synthetic Data: Enhancing Generative AI with Synthetic Patient Records Ai-assisted diagnosis and treatment plan- ning—a discussion of how ai can assist healthcare professionals in making more accurate diagnoses and treatment plans for diseases,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T18:10:00.879511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d445c4ca-26c9-4457-b1b6-81572f35ac8d · outbound

This paper cites Artificial intel- ligence and machine learning,.

Scaling Arabic Medical Chatbots Using Synthetic Data: Enhancing Generative AI with Synthetic Patient Records Artificial intel- ligence and machine learning,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T18:10:00.932173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a48009e-40c2-41c7-9b58-189a5e911da1 · outbound

This paper cites Hospital management system with chatbot,.

Scaling Arabic Medical Chatbots Using Synthetic Data: Enhancing Generative AI with Synthetic Patient Records Hospital management system with chatbot,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T18:10:01.002132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0744497a-2c98-4f7b-b86b-6c1116f379ce · outbound

This paper cites Large language models in healthcare and medical domain: A review,.

Scaling Arabic Medical Chatbots Using Synthetic Data: Enhancing Generative AI with Synthetic Patient Records Large language models in healthcare and medical domain: A review,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T18:10:01.094256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7047b751-28d7-4d77-813b-7142e6a0429f · outbound

This paper cites A study of generative large language model for medical research and healthcare,.

Scaling Arabic Medical Chatbots Using Synthetic Data: Enhancing Generative AI with Synthetic Patient Records A study of generative large language model for medical research and healthcare,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T18:10:01.201422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8b709c1-12f4-4736-ab48-5800fa0ad555 · outbound

This paper cites Deep learning for arabic healthcare: Medicalbot,.

Scaling Arabic Medical Chatbots Using Synthetic Data: Enhancing Generative AI with Synthetic Patient Records Deep learning for arabic healthcare: Medicalbot,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T18:10:01.278398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f6a685c-8d03-43b0-99c6-c6f971e8dc2e · outbound

This paper cites Nabiha: an arabic dialect chat- bot,.

Scaling Arabic Medical Chatbots Using Synthetic Data: Enhancing Generative AI with Synthetic Patient Records Nabiha: an arabic dialect chat- bot,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T18:10:01.380281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2ac7d48-9ae8-4f1d-a29c-4897b1323940 · outbound

This paper cites Survey on synthetic data generation, evaluation methods and gans,.

Scaling Arabic Medical Chatbots Using Synthetic Data: Enhancing Generative AI with Synthetic Patient Records Survey on synthetic data generation, evaluation methods and gans,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T18:10:01.454719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c663f409-9c75-40a6-9ebe-d81dc7d90472 · outbound

This paper cites Machine Learning for Synthetic Data Generation: A Review.

Scaling Arabic Medical Chatbots Using Synthetic Data: Enhancing Generative AI with Synthetic Patient Records Machine Learning for Synthetic Data Generation: A Review

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T18:10:01.541823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41b1d4d5-0497-4069-8c43-102ed9988389 · outbound

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

Scaling Arabic Medical Chatbots Using Synthetic Data: Enhancing Generative AI with Synthetic Patient Records Synthetic data generation: State of the art in health care domain,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T18:10:01.603736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7f050e1-0eb6-49a9-b1f3-7ecb2d106abf · outbound

This paper cites Synsys: A synthetic data generation system for healthcare applications,.

Scaling Arabic Medical Chatbots Using Synthetic Data: Enhancing Generative AI with Synthetic Patient Records Synsys: A synthetic data generation system for healthcare applications,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T18:10:01.677143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 729410f0-cda9-4275-9b55-43b4421e5d87 · outbound

This paper cites Fake it till you make it: Guidelines for effective synthetic data generation,.

Scaling Arabic Medical Chatbots Using Synthetic Data: Enhancing Generative AI with Synthetic Patient Records Fake it till you make it: Guidelines for effective synthetic data generation,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T18:10:01.790321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 707ae61c-ebe0-4b86-9576-846c2e998d7d · outbound

This paper cites Generative ai in medicine and healthcare: promises, opportunities and challenges,.

Scaling Arabic Medical Chatbots Using Synthetic Data: Enhancing Generative AI with Synthetic Patient Records Generative ai in medicine and healthcare: promises, opportunities and challenges,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T18:10:01.925063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3054ed00-f2c1-42b5-821d-c49aa963d1f4 · outbound

This paper cites A medical chatbot for tunisian dialect using a rule-based and machine learning approach,.

Scaling Arabic Medical Chatbots Using Synthetic Data: Enhancing Generative AI with Synthetic Patient Records A medical chatbot for tunisian dialect using a rule-based and machine learning approach,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T18:10:02.050714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86fb8488-dfb6-4ff3-9986-84f2c3466bdc · outbound

This paper cites Towards building a chatbot-based first aid service in arabic language,.

Scaling Arabic Medical Chatbots Using Synthetic Data: Enhancing Generative AI with Synthetic Patient Records Towards building a chatbot-based first aid service in arabic language,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T18:10:02.173206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 531578c8-9234-4694-a2f0-c9e96eaca5bb · outbound

This paper cites Pharmago: An online phar- maceutical ordering platform,.

Scaling Arabic Medical Chatbots Using Synthetic Data: Enhancing Generative AI with Synthetic Patient Records Pharmago: An online phar- maceutical ordering platform,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T18:10:02.220165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0dc71466-526c-46d2-a7f9-c9bbd7b4609c · outbound

This paper cites LMRPA: Large Language Model-Driven Efficient Robotic Process Automation for OCR.

Scaling Arabic Medical Chatbots Using Synthetic Data: Enhancing Generative AI with Synthetic Patient Records LMRPA: Large Language Model-Driven Efficient Robotic Process Automation for OCR

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T18:10:02.294665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22ef6be5-21ec-4895-b16c-d94fb144f0f5 · outbound

This paper cites LLM-SEM: A Sentiment-Based Student Engagement Metric Using LLMS for E-Learning Platforms.

Scaling Arabic Medical Chatbots Using Synthetic Data: Enhancing Generative AI with Synthetic Patient Records LLM-SEM: A Sentiment-Based Student Engagement Metric Using LLMS for E-Learning Platforms

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T18:10:02.391964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 341d339f-f7d4-4d3c-81aa-3961b7858dc6 · outbound

This paper cites Using ai to automatically process data from unstructured health records of patients with lung cancer,.

Scaling Arabic Medical Chatbots Using Synthetic Data: Enhancing Generative AI with Synthetic Patient Records Using ai to automatically process data from unstructured health records of patients with lung cancer,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T18:10:02.492653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e700c880-545b-4529-bbcf-9b243d8218a6 · outbound

This paper cites RIRO: Reshaping Inputs, Refining Outputs Unlocking the Potential of Large Language Models in Data-Scarce Contexts.

Scaling Arabic Medical Chatbots Using Synthetic Data: Enhancing Generative AI with Synthetic Patient Records RIRO: Reshaping Inputs, Refining Outputs Unlocking the Potential of Large Language Models in Data-Scarce Contexts

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T18:10:02.613966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afedb5a3-993d-4ccd-9f67-c954a9f8e8b0 · outbound

This paper cites Erpa: Efficient rpa model integrating ocr and llms for intelligent document processing,.

Scaling Arabic Medical Chatbots Using Synthetic Data: Enhancing Generative AI with Synthetic Patient Records Erpa: Efficient rpa model integrating ocr and llms for intelligent document processing,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T18:10:02.743060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.