On Simplification of Discharge Summaries in Serbian: Facing the Challenges
Конференцијски прилог (Објављена верзија)
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Приказ свих података о документуАпстракт
The simplified information page (SIP) is a simplified discharge summary created to mitigate health risks caused by low medical comprehension. One of the most critical aspects of medical comprehension concerns interpreting medication instructions such as proper dosing, frequency, and duration. In our work, we examine the capacities of mainstream Large Language Models (LLMs) such as ChatGPT and Gemini to generate SIP-like medication-oriented pages based on the provided discharge summaries. We are sharing the initial qualitative assessments of our study based on a small collection of discharge summaries in Serbian, pointing to noticed inaccuracies, unfaithful content, and language quality. Hopefully, these findings might be helpful in addressing the multilingual perspective of patient-oriented language.
Кључне речи:
discharge summary / LLMs / patient safety / text simplificationИзвор:
Proceedings of the First Workshop on Patient-Oriented Language Processing @LREC-COLING-2024 (CL4Health), 20 May, 2024 Torino, Italia, 2024, 104-108Издавач:
- European Language Resources Association (ELRA)
Институција/група
PharmacyTY - CONF AU - Zečević, Anđelka AU - Ćulafić, Milica AU - Stojković, Stefan PY - 2024 UR - https://farfar.pharmacy.bg.ac.rs/handle/123456789/5660 AB - The simplified information page (SIP) is a simplified discharge summary created to mitigate health risks caused by low medical comprehension. One of the most critical aspects of medical comprehension concerns interpreting medication instructions such as proper dosing, frequency, and duration. In our work, we examine the capacities of mainstream Large Language Models (LLMs) such as ChatGPT and Gemini to generate SIP-like medication-oriented pages based on the provided discharge summaries. We are sharing the initial qualitative assessments of our study based on a small collection of discharge summaries in Serbian, pointing to noticed inaccuracies, unfaithful content, and language quality. Hopefully, these findings might be helpful in addressing the multilingual perspective of patient-oriented language. PB - European Language Resources Association (ELRA) C3 - Proceedings of the First Workshop on Patient-Oriented Language Processing @LREC-COLING-2024 (CL4Health), 20 May, 2024 Torino, Italia T1 - On Simplification of Discharge Summaries in Serbian: Facing the Challenges SP - 104 EP - 108 UR - https://hdl.handle.net/21.15107/rcub_farfar_5660 ER -
@conference{ author = "Zečević, Anđelka and Ćulafić, Milica and Stojković, Stefan", year = "2024", abstract = "The simplified information page (SIP) is a simplified discharge summary created to mitigate health risks caused by low medical comprehension. One of the most critical aspects of medical comprehension concerns interpreting medication instructions such as proper dosing, frequency, and duration. In our work, we examine the capacities of mainstream Large Language Models (LLMs) such as ChatGPT and Gemini to generate SIP-like medication-oriented pages based on the provided discharge summaries. We are sharing the initial qualitative assessments of our study based on a small collection of discharge summaries in Serbian, pointing to noticed inaccuracies, unfaithful content, and language quality. Hopefully, these findings might be helpful in addressing the multilingual perspective of patient-oriented language.", publisher = "European Language Resources Association (ELRA)", journal = "Proceedings of the First Workshop on Patient-Oriented Language Processing @LREC-COLING-2024 (CL4Health), 20 May, 2024 Torino, Italia", title = "On Simplification of Discharge Summaries in Serbian: Facing the Challenges", pages = "104-108", url = "https://hdl.handle.net/21.15107/rcub_farfar_5660" }
Zečević, A., Ćulafić, M.,& Stojković, S.. (2024). On Simplification of Discharge Summaries in Serbian: Facing the Challenges. in Proceedings of the First Workshop on Patient-Oriented Language Processing @LREC-COLING-2024 (CL4Health), 20 May, 2024 Torino, Italia European Language Resources Association (ELRA)., 104-108. https://hdl.handle.net/21.15107/rcub_farfar_5660
Zečević A, Ćulafić M, Stojković S. On Simplification of Discharge Summaries in Serbian: Facing the Challenges. in Proceedings of the First Workshop on Patient-Oriented Language Processing @LREC-COLING-2024 (CL4Health), 20 May, 2024 Torino, Italia. 2024;:104-108. https://hdl.handle.net/21.15107/rcub_farfar_5660 .
Zečević, Anđelka, Ćulafić, Milica, Stojković, Stefan, "On Simplification of Discharge Summaries in Serbian: Facing the Challenges" in Proceedings of the First Workshop on Patient-Oriented Language Processing @LREC-COLING-2024 (CL4Health), 20 May, 2024 Torino, Italia (2024):104-108, https://hdl.handle.net/21.15107/rcub_farfar_5660 .