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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
system: string
conversations: list<item: struct<from: string, value: string>>
  child 0, item: struct<from: string, value: string>
      child 0, from: string
      child 1, value: string
input: string
instruction: string
output: string
to
{'instruction': Value('string'), 'input': Value('string'), 'output': Value('string')}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1816, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
                  for item in generator(*args, **kwargs):
                              ~~~~~~~~~^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2369, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              system: string
              conversations: list<item: struct<from: string, value: string>>
                child 0, item: struct<from: string, value: string>
                    child 0, from: string
                    child 1, value: string
              input: string
              instruction: string
              output: string
              to
              {'instruction': Value('string'), 'input': Value('string'), 'output': Value('string')}
              because column names don't match
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1683, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1869, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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Hãy tóm tắt báo cáo ca bệnh/nghiên cứu y khoa sau đây, chỉ ra các điểm chính về chẩn đoán và hướng điều trị.
Tiêu đề: The international WAO/EAACI guideline for the management of hereditary angioedema-The 2021 revision and update. Nội dung: Hereditary angioedema (HAE) is a rare and disabling disease for which early diagnosis and effective therapy are critical. This revision and update of the global WAO/EAACI guideline on the d...
Tóm tắt nghiên cứu (The international WAO/EAACI guideline for the management of hereditary angioedema-The 2021 revision and update.): Hereditary angioedema (HAE) is a rare and disabling disease for which early diagnosis and effective therapy are critical. This revision and update of the global WAO/EAACI guideline on th...
Dựa trên kiến thức y khoa, hãy giải thích tổng quan về chủ đề: 'The international WAO/EAACI guideline for the management of hereditary angioedema-The 2021 revision and update.'?
Hereditary angioedema (HAE) is a rare and disabling disease for which early diagnosis and effective therapy are critical. This revision and update of the global WAO/EAACI guideline on the diagnosis and management of HAE provides up-to-date guidance for the management of HAE. For this update and revision of the guidelin...
Hãy phân tích phác đồ điều trị, hướng dẫn sử dụng thuốc hoặc lưu ý lâm sàng từ văn bản y tế sau.
Thông tin y tế: The international WAO/EAACI guideline for the management of hereditary angioedema-The 2021 revision and update. Hereditary angioedema (HAE) is a rare and disabling disease for which early diagnosis and effective therapy are critical. This revision and update of the global WAO/EAACI guideline on the diag...
Hereditary angioedema (HAE) is a rare and disabling disease for which early diagnosis and effective therapy are critical. This revision and update of the global WAO/EAACI guideline on the diagnosis and management of HAE provides up-to-date guidance for the management of HAE. For this update and revision of the guidelin...
Hãy tóm tắt báo cáo ca bệnh/nghiên cứu y khoa sau đây, chỉ ra các điểm chính về chẩn đoán và hướng điều trị.
Tiêu đề: Allergic Rhinitis and Its Impact on Asthma (ARIA)-EAACI Guidelines-2024-2025 Revision: Part I-Guidelines on Intranasal Treatments. Nội dung: BACKGROUND: Allergic rhinitis (AR) impacts quality of life, work and school productivity. Over the last years, an important body of evidence resulting from mHealth data h...
Tóm tắt nghiên cứu (Allergic Rhinitis and Its Impact on Asthma (ARIA)-EAACI Guidelines-2024-2025 Revision: Part I-Guidelines on Intranasal Treatments.): BACKGROUND: Allergic rhinitis (AR) impacts quality of life, work and school productivity. Over the last years, an important body of evidence resulting from mHealth dat...
Dựa trên kiến thức y khoa, hãy giải thích tổng quan về chủ đề: 'Allergic Rhinitis and Its Impact on Asthma (ARIA)-EAACI Guidelines-2024-2025 Revision: Part I-Guidelines on Intranasal Treatments.'?
BACKGROUND: Allergic rhinitis (AR) impacts quality of life, work and school productivity. Over the last years, an important body of evidence resulting from mHealth data has led to a better understanding of AR. Such advances have motivated an EAACI-endorsed update of the Allergic Rhinitis and its Impact on Asthma (ARIA)...
Hãy phân tích phác đồ điều trị, hướng dẫn sử dụng thuốc hoặc lưu ý lâm sàng từ văn bản y tế sau.
Thông tin y tế: Allergic Rhinitis and Its Impact on Asthma (ARIA)-EAACI Guidelines-2024-2025 Revision: Part I-Guidelines on Intranasal Treatments. BACKGROUND: Allergic rhinitis (AR) impacts quality of life, work and school productivity. Over the last years, an important body of evidence resulting from mHealth data has ...
BACKGROUND: Allergic rhinitis (AR) impacts quality of life, work and school productivity. Over the last years, an important body of evidence resulting from mHealth data has led to a better understanding of AR. Such advances have motivated an EAACI-endorsed update of the Allergic Rhinitis and its Impact on Asthma (ARIA)...
Hãy tóm tắt báo cáo ca bệnh/nghiên cứu y khoa sau đây, chỉ ra các điểm chính về chẩn đoán và hướng điều trị.
Tiêu đề: Malaria. Nội dung: Although global morbidity and mortality have decreased substantially, malaria, a parasite infection of red blood cells, still kills roughly 2000 people per day, most of whom are children in Africa. Two factors largely account for these decreases; increased deployment of insecticide-treated b...
Tóm tắt nghiên cứu (Malaria.): Although global morbidity and mortality have decreased substantially, malaria, a parasite infection of red blood cells, still kills roughly 2000 people per day, most of whom are children in Africa. Two factors largely account for these decreases; increased deployment of insecticide-treate...
Dựa trên kiến thức y khoa, hãy giải thích tổng quan về chủ đề: 'Malaria.'?
Although global morbidity and mortality have decreased substantially, malaria, a parasite infection of red blood cells, still kills roughly 2000 people per day, most of whom are children in Africa. Two factors largely account for these decreases; increased deployment of insecticide-treated bednets and increased availab...
Hãy phân tích phác đồ điều trị, hướng dẫn sử dụng thuốc hoặc lưu ý lâm sàng từ văn bản y tế sau.
Thông tin y tế: Malaria. Although global morbidity and mortality have decreased substantially, malaria, a parasite infection of red blood cells, still kills roughly 2000 people per day, most of whom are children in Africa. Two factors largely account for these decreases; increased deployment of insecticide-treated bedn...
Although global morbidity and mortality have decreased substantially, malaria, a parasite infection of red blood cells, still kills roughly 2000 people per day, most of whom are children in Africa. Two factors largely account for these decreases; increased deployment of insecticide-treated bednets and increased availab...
Hãy tóm tắt báo cáo ca bệnh/nghiên cứu y khoa sau đây, chỉ ra các điểm chính về chẩn đoán và hướng điều trị.
Tiêu đề: Global guideline for the diagnosis and management of the endemic mycoses: an initiative of the European Confederation of Medical Mycology in cooperation with the International Society for Human and Animal Mycology. Nội dung: The global burden of the endemic mycoses (blastomycosis, coccidioidomycosis, emergomyc...
Tóm tắt nghiên cứu (Global guideline for the diagnosis and management of the endemic mycoses: an initiative of the European Confederation of Medical Mycology in cooperation with the International Society for Human and Animal Mycology.): The global burden of the endemic mycoses (blastomycosis, coccidioidomycosis, emergo...
Dựa trên kiến thức y khoa, hãy giải thích tổng quan về chủ đề: 'Global guideline for the diagnosis and management of the endemic mycoses: an initiative of the European Confederation of Medical Mycology in cooperation with the International Society for Human and Animal Mycology.'?
The global burden of the endemic mycoses (blastomycosis, coccidioidomycosis, emergomycosis, histoplasmosis, paracoccidioidomycosis, sporotrichosis, and talaromycosis) continues to rise yearly and these infectious diseases remain a leading cause of patient morbidity and mortality worldwide. Management of the associated ...
Hãy phân tích phác đồ điều trị, hướng dẫn sử dụng thuốc hoặc lưu ý lâm sàng từ văn bản y tế sau.
Thông tin y tế: Global guideline for the diagnosis and management of the endemic mycoses: an initiative of the European Confederation of Medical Mycology in cooperation with the International Society for Human and Animal Mycology. The global burden of the endemic mycoses (blastomycosis, coccidioidomycosis, emergomycosi...
The global burden of the endemic mycoses (blastomycosis, coccidioidomycosis, emergomycosis, histoplasmosis, paracoccidioidomycosis, sporotrichosis, and talaromycosis) continues to rise yearly and these infectious diseases remain a leading cause of patient morbidity and mortality worldwide. Management of the associated ...
Hãy tóm tắt báo cáo ca bệnh/nghiên cứu y khoa sau đây, chỉ ra các điểm chính về chẩn đoán và hướng điều trị.
Tiêu đề: Helicobacter pylori World Gastroenterology Organization Global Guideline. Nội dung: Helicobacter pylori remains a major health problem worldwide, causing considerable morbidity and mortality due to peptic ulcer disease and gastric cancer. The burden of disease falls disproportionally on less well-resourced pop...
Tóm tắt nghiên cứu (Helicobacter pylori World Gastroenterology Organization Global Guideline.): Helicobacter pylori remains a major health problem worldwide, causing considerable morbidity and mortality due to peptic ulcer disease and gastric cancer. The burden of disease falls disproportionally on less well-resourced ...
Dựa trên kiến thức y khoa, hãy giải thích tổng quan về chủ đề: 'Helicobacter pylori World Gastroenterology Organization Global Guideline.'?
Helicobacter pylori remains a major health problem worldwide, causing considerable morbidity and mortality due to peptic ulcer disease and gastric cancer. The burden of disease falls disproportionally on less well-resourced populations. As with most infectious diseases, the largest impact on reducing this burden comes ...
Hãy phân tích phác đồ điều trị, hướng dẫn sử dụng thuốc hoặc lưu ý lâm sàng từ văn bản y tế sau.
Thông tin y tế: Helicobacter pylori World Gastroenterology Organization Global Guideline. Helicobacter pylori remains a major health problem worldwide, causing considerable morbidity and mortality due to peptic ulcer disease and gastric cancer. The burden of disease falls disproportionally on less well-resourced popula...
Helicobacter pylori remains a major health problem worldwide, causing considerable morbidity and mortality due to peptic ulcer disease and gastric cancer. The burden of disease falls disproportionally on less well-resourced populations. As with most infectious diseases, the largest impact on reducing this burden comes ...
Hãy tóm tắt báo cáo ca bệnh/nghiên cứu y khoa sau đây, chỉ ra các điểm chính về chẩn đoán và hướng điều trị.
Tiêu đề: Next-generation Allergic Rhinitis and Its Impact on Asthma (ARIA) guidelines for allergic rhinitis based on Grading of Recommendations Assessment, Development and Evaluation (GRADE) and real-world evidence. Nội dung: The selection of pharmacotherapy for patients with allergic rhinitis aims to control the disea...
Tóm tắt nghiên cứu (Next-generation Allergic Rhinitis and Its Impact on Asthma (ARIA) guidelines for allergic rhinitis based on Grading of Recommendations Assessment, Development and Evaluation (GRADE) and real-world evidence.): The selection of pharmacotherapy for patients with allergic rhinitis aims to control the di...
Dựa trên kiến thức y khoa, hãy giải thích tổng quan về chủ đề: 'Next-generation Allergic Rhinitis and Its Impact on Asthma (ARIA) guidelines for allergic rhinitis based on Grading of Recommendations Assessment, Development and Evaluation (GRADE) and real-world evidence.'?
The selection of pharmacotherapy for patients with allergic rhinitis aims to control the disease and depends on many factors. Grading of Recommendations Assessment, Development and Evaluation (GRADE) guidelines have considerably improved the treatment of allergic rhinitis. However, there is an increasing trend toward u...
Hãy phân tích phác đồ điều trị, hướng dẫn sử dụng thuốc hoặc lưu ý lâm sàng từ văn bản y tế sau.
Thông tin y tế: Next-generation Allergic Rhinitis and Its Impact on Asthma (ARIA) guidelines for allergic rhinitis based on Grading of Recommendations Assessment, Development and Evaluation (GRADE) and real-world evidence. The selection of pharmacotherapy for patients with allergic rhinitis aims to control the disease ...
The selection of pharmacotherapy for patients with allergic rhinitis aims to control the disease and depends on many factors. Grading of Recommendations Assessment, Development and Evaluation (GRADE) guidelines have considerably improved the treatment of allergic rhinitis. However, there is an increasing trend toward u...
Hãy tóm tắt báo cáo ca bệnh/nghiên cứu y khoa sau đây, chỉ ra các điểm chính về chẩn đoán và hướng điều trị.
Tiêu đề: Risk-stratified treatment for drug-susceptible pulmonary tuberculosis. Nội dung: The Phase 3 randomized controlled trial, TBTC Study 31/ACTG A5349 (NCT02410772) demonstrated that a 4-month rifapentine-moxifloxacin regimen for drug-susceptible pulmonary tuberculosis was safe and effective. The primary efficacy ...
Tóm tắt nghiên cứu (Risk-stratified treatment for drug-susceptible pulmonary tuberculosis.): The Phase 3 randomized controlled trial, TBTC Study 31/ACTG A5349 (NCT02410772) demonstrated that a 4-month rifapentine-moxifloxacin regimen for drug-susceptible pulmonary tuberculosis was safe and effective. The primary effica...
Dựa trên kiến thức y khoa, hãy giải thích tổng quan về chủ đề: 'Risk-stratified treatment for drug-susceptible pulmonary tuberculosis.'?
The Phase 3 randomized controlled trial, TBTC Study 31/ACTG A5349 (NCT02410772) demonstrated that a 4-month rifapentine-moxifloxacin regimen for drug-susceptible pulmonary tuberculosis was safe and effective. The primary efficacy outcome was 12-month tuberculosis disease free survival, while the primary safety outcome ...
Hãy phân tích phác đồ điều trị, hướng dẫn sử dụng thuốc hoặc lưu ý lâm sàng từ văn bản y tế sau.
Thông tin y tế: Risk-stratified treatment for drug-susceptible pulmonary tuberculosis. The Phase 3 randomized controlled trial, TBTC Study 31/ACTG A5349 (NCT02410772) demonstrated that a 4-month rifapentine-moxifloxacin regimen for drug-susceptible pulmonary tuberculosis was safe and effective. The primary efficacy out...
The Phase 3 randomized controlled trial, TBTC Study 31/ACTG A5349 (NCT02410772) demonstrated that a 4-month rifapentine-moxifloxacin regimen for drug-susceptible pulmonary tuberculosis was safe and effective. The primary efficacy outcome was 12-month tuberculosis disease free survival, while the primary safety outcome ...
Hãy tóm tắt báo cáo ca bệnh/nghiên cứu y khoa sau đây, chỉ ra các điểm chính về chẩn đoán và hướng điều trị.
Tiêu đề: European Position Paper on Rhinosinusitis and Nasal Polyps 2020. Nội dung: The European Position Paper on Rhinosinusitis and Nasal Polyps 2020 is the update of similar evidence based position papers published in 2005 and 2007 and 2012. The core objective of the EPOS2020 guideline is to provide revised, up-to-d...
Tóm tắt nghiên cứu (European Position Paper on Rhinosinusitis and Nasal Polyps 2020.): The European Position Paper on Rhinosinusitis and Nasal Polyps 2020 is the update of similar evidence based position papers published in 2005 and 2007 and 2012. The core objective of the EPOS2020 guideline is to provide revised, up-t...
Dựa trên kiến thức y khoa, hãy giải thích tổng quan về chủ đề: 'European Position Paper on Rhinosinusitis and Nasal Polyps 2020.'?
The European Position Paper on Rhinosinusitis and Nasal Polyps 2020 is the update of similar evidence based position papers published in 2005 and 2007 and 2012. The core objective of the EPOS2020 guideline is to provide revised, up-to-date and clear evidence-based recommendations and integrated care pathways in ARS and...
Hãy phân tích phác đồ điều trị, hướng dẫn sử dụng thuốc hoặc lưu ý lâm sàng từ văn bản y tế sau.
Thông tin y tế: European Position Paper on Rhinosinusitis and Nasal Polyps 2020. The European Position Paper on Rhinosinusitis and Nasal Polyps 2020 is the update of similar evidence based position papers published in 2005 and 2007 and 2012. The core objective of the EPOS2020 guideline is to provide revised, up-to-date...
The European Position Paper on Rhinosinusitis and Nasal Polyps 2020 is the update of similar evidence based position papers published in 2005 and 2007 and 2012. The core objective of the EPOS2020 guideline is to provide revised, up-to-date and clear evidence-based recommendations and integrated care pathways in ARS and...
Dựa trên kiến thức y khoa, hãy giải thích tổng quan về chủ đề: 'The Asian Pacific association for the study of the liver clinical practice guidelines for the diagnosis and management of metabolic dysfunction-associated fatty liver disease.'?
Metabolic dysfunction-associated fatty liver disease (MAFLD) affects over one-fourth of the global adult population and is the leading cause of liver disease worldwide. To address this, the Asian Pacific Association for the Study of the Liver (APASL) has created clinical practice guidelines focused on MAFLD. The guidel...
Hãy phân tích phác đồ điều trị, hướng dẫn sử dụng thuốc hoặc lưu ý lâm sàng từ văn bản y tế sau.
Thông tin y tế: The Asian Pacific association for the study of the liver clinical practice guidelines for the diagnosis and management of metabolic dysfunction-associated fatty liver disease. Metabolic dysfunction-associated fatty liver disease (MAFLD) affects over one-fourth of the global adult population and is the l...
Metabolic dysfunction-associated fatty liver disease (MAFLD) affects over one-fourth of the global adult population and is the leading cause of liver disease worldwide. To address this, the Asian Pacific Association for the Study of the Liver (APASL) has created clinical practice guidelines focused on MAFLD. The guidel...
Hãy tóm tắt báo cáo ca bệnh/nghiên cứu y khoa sau đây, chỉ ra các điểm chính về chẩn đoán và hướng điều trị.
Tiêu đề: Asia-Pacific consensus recommendations on the management of generalized pustular psoriasis. Nội dung: Generalized pustular psoriasis (GPP) is a rare, chronic, heterogeneous, and potentially life-threatening disease characterized by primary, sterile, and macroscopically visible pustules with or without systemic...
Tóm tắt nghiên cứu (Asia-Pacific consensus recommendations on the management of generalized pustular psoriasis.): Generalized pustular psoriasis (GPP) is a rare, chronic, heterogeneous, and potentially life-threatening disease characterized by primary, sterile, and macroscopically visible pustules with or without syste...
Dựa trên kiến thức y khoa, hãy giải thích tổng quan về chủ đề: 'Asia-Pacific consensus recommendations on the management of generalized pustular psoriasis.'?
Generalized pustular psoriasis (GPP) is a rare, chronic, heterogeneous, and potentially life-threatening disease characterized by primary, sterile, and macroscopically visible pustules with or without systemic symptoms. There are ethnic differences in the genetic mutations associated with GPP that might affect the clin...
Hãy phân tích phác đồ điều trị, hướng dẫn sử dụng thuốc hoặc lưu ý lâm sàng từ văn bản y tế sau.
Thông tin y tế: Asia-Pacific consensus recommendations on the management of generalized pustular psoriasis. Generalized pustular psoriasis (GPP) is a rare, chronic, heterogeneous, and potentially life-threatening disease characterized by primary, sterile, and macroscopically visible pustules with or without systemic sy...
Generalized pustular psoriasis (GPP) is a rare, chronic, heterogeneous, and potentially life-threatening disease characterized by primary, sterile, and macroscopically visible pustules with or without systemic symptoms. There are ethnic differences in the genetic mutations associated with GPP that might affect the clin...
Hãy tóm tắt báo cáo ca bệnh/nghiên cứu y khoa sau đây, chỉ ra các điểm chính về chẩn đoán và hướng điều trị.
Tiêu đề: Systemic Therapy for Advanced Hepatocellular Carcinoma: ASCO Guideline Update. Nội dung: PURPOSE: To update an evidence-based guideline to assist in clinical decision-making for patients with advanced hepatocellular carcinoma (HCC). METHODS: ASCO convened an Expert Panel to update the 2020 guideline on systemi...
Tóm tắt nghiên cứu (Systemic Therapy for Advanced Hepatocellular Carcinoma: ASCO Guideline Update.): PURPOSE: To update an evidence-based guideline to assist in clinical decision-making for patients with advanced hepatocellular carcinoma (HCC). METHODS: ASCO convened an Expert Panel to update the 2020 guideline on syst...
Dựa trên kiến thức y khoa, hãy giải thích tổng quan về chủ đề: 'Systemic Therapy for Advanced Hepatocellular Carcinoma: ASCO Guideline Update.'?
PURPOSE: To update an evidence-based guideline to assist in clinical decision-making for patients with advanced hepatocellular carcinoma (HCC). METHODS: ASCO convened an Expert Panel to update the 2020 guideline on systemic therapy for HCC. The panel updated the systematic review to include randomized controlled trials...
Hãy phân tích phác đồ điều trị, hướng dẫn sử dụng thuốc hoặc lưu ý lâm sàng từ văn bản y tế sau.
Thông tin y tế: Systemic Therapy for Advanced Hepatocellular Carcinoma: ASCO Guideline Update. PURPOSE: To update an evidence-based guideline to assist in clinical decision-making for patients with advanced hepatocellular carcinoma (HCC). METHODS: ASCO convened an Expert Panel to update the 2020 guideline on systemic t...
PURPOSE: To update an evidence-based guideline to assist in clinical decision-making for patients with advanced hepatocellular carcinoma (HCC). METHODS: ASCO convened an Expert Panel to update the 2020 guideline on systemic therapy for HCC. The panel updated the systematic review to include randomized controlled trials...
Dựa trên kiến thức y khoa, hãy giải thích tổng quan về chủ đề: 'Levofloxacin for the Prevention of Multidrug-Resistant Tuberculosis in Vietnam.'?
BACKGROUND: Prevention of drug-resistant tuberculosis is a global health priority. However, trials evaluating the effectiveness of treating Mycobacterium tuberculosis infection among contacts of persons with drug-resistant tuberculosis are lacking. METHODS: We conducted a double-blind, randomized, controlled trial comp...
Hãy phân tích phác đồ điều trị, hướng dẫn sử dụng thuốc hoặc lưu ý lâm sàng từ văn bản y tế sau.
Thông tin y tế: Levofloxacin for the Prevention of Multidrug-Resistant Tuberculosis in Vietnam. BACKGROUND: Prevention of drug-resistant tuberculosis is a global health priority. However, trials evaluating the effectiveness of treating Mycobacterium tuberculosis infection among contacts of persons with drug-resistant t...
BACKGROUND: Prevention of drug-resistant tuberculosis is a global health priority. However, trials evaluating the effectiveness of treating Mycobacterium tuberculosis infection among contacts of persons with drug-resistant tuberculosis are lacking. METHODS: We conducted a double-blind, randomized, controlled trial comp...
Hãy tóm tắt báo cáo ca bệnh/nghiên cứu y khoa sau đây, chỉ ra các điểm chính về chẩn đoán và hướng điều trị.
Tiêu đề: Concepts for the Development of Person-Centered, Digitally Enabled, Artificial Intelligence-Assisted ARIA Care Pathways (ARIA 2024). Nội dung: The traditional healthcare model is focused on diseases (medicine and natural science) and does not acknowledge patients' resources and abilities to be experts in their...
Tóm tắt nghiên cứu (Concepts for the Development of Person-Centered, Digitally Enabled, Artificial Intelligence-Assisted ARIA Care Pathways (ARIA 2024).): The traditional healthcare model is focused on diseases (medicine and natural science) and does not acknowledge patients' resources and abilities to be experts in th...
Dựa trên kiến thức y khoa, hãy giải thích tổng quan về chủ đề: 'Concepts for the Development of Person-Centered, Digitally Enabled, Artificial Intelligence-Assisted ARIA Care Pathways (ARIA 2024).'?
The traditional healthcare model is focused on diseases (medicine and natural science) and does not acknowledge patients' resources and abilities to be experts in their own lives based on their lived experiences. Improving healthcare safety, quality, and coordination, as well as quality of life, is an important aim in ...
Hãy tóm tắt báo cáo ca bệnh/nghiên cứu y khoa sau đây, chỉ ra các điểm chính về chẩn đoán và hướng điều trị.
Tiêu đề: The APLAR Recommendations for the Management of Psoriatic Arthritis. Nội dung: OBJECTIVES: Under the auspices of the Asia-Pacific League of Associations for Rheumatology (APLAR), we aimed to develop broad, evidence- and consensus-based guidelines to aid health professionals managing patients with psoriatic art...
Tóm tắt nghiên cứu (The APLAR Recommendations for the Management of Psoriatic Arthritis.): OBJECTIVES: Under the auspices of the Asia-Pacific League of Associations for Rheumatology (APLAR), we aimed to develop broad, evidence- and consensus-based guidelines to aid health professionals managing patients with psoriatic ...
Dựa trên kiến thức y khoa, hãy giải thích tổng quan về chủ đề: 'The APLAR Recommendations for the Management of Psoriatic Arthritis.'?
OBJECTIVES: Under the auspices of the Asia-Pacific League of Associations for Rheumatology (APLAR), we aimed to develop broad, evidence- and consensus-based guidelines to aid health professionals managing patients with psoriatic arthritis (PsA) in the region. METHODS: A working group of 35 members comprising rheumatolo...
Hãy tóm tắt báo cáo ca bệnh/nghiên cứu y khoa sau đây, chỉ ra các điểm chính về chẩn đoán và hướng điều trị.
Tiêu đề: Intensive blood pressure reduction with intravenous thrombolysis therapy for acute ischaemic stroke (ENCHANTED): an international, randomised, open-label, blinded-endpoint, phase 3 trial. Nội dung: BACKGROUND: Systolic blood pressure of more than 185 mm Hg is a contraindication to thrombolytic treatment with i...
Tóm tắt nghiên cứu (Intensive blood pressure reduction with intravenous thrombolysis therapy for acute ischaemic stroke (ENCHANTED): an international, randomised, open-label, blinded-endpoint, phase 3 trial.): BACKGROUND: Systolic blood pressure of more than 185 mm Hg is a contraindication to thrombolytic treatment wit...
Dựa trên kiến thức y khoa, hãy giải thích tổng quan về chủ đề: 'Intensive blood pressure reduction with intravenous thrombolysis therapy for acute ischaemic stroke (ENCHANTED): an international, randomised, open-label, blinded-endpoint, phase 3 trial.'?
BACKGROUND: Systolic blood pressure of more than 185 mm Hg is a contraindication to thrombolytic treatment with intravenous alteplase in patients with acute ischaemic stroke, but the target systolic blood pressure for optimal outcome is uncertain. We assessed intensive blood pressure lowering compared with guideline-re...
Hãy phân tích phác đồ điều trị, hướng dẫn sử dụng thuốc hoặc lưu ý lâm sàng từ văn bản y tế sau.
Thông tin y tế: Intensive blood pressure reduction with intravenous thrombolysis therapy for acute ischaemic stroke (ENCHANTED): an international, randomised, open-label, blinded-endpoint, phase 3 trial. BACKGROUND: Systolic blood pressure of more than 185 mm Hg is a contraindication to thrombolytic treatment with intr...
BACKGROUND: Systolic blood pressure of more than 185 mm Hg is a contraindication to thrombolytic treatment with intravenous alteplase in patients with acute ischaemic stroke, but the target systolic blood pressure for optimal outcome is uncertain. We assessed intensive blood pressure lowering compared with guideline-re...
Hãy tóm tắt báo cáo ca bệnh/nghiên cứu y khoa sau đây, chỉ ra các điểm chính về chẩn đoán và hướng điều trị.
Tiêu đề: Three Low-Dose Antihypertensive Agents in a Single Pill after Intracerebral Hemorrhage. Nội dung: BACKGROUND: Blood-pressure reduction is the only proven treatment to prevent stroke. Whether a single pill that combines three antihypertensive drugs at low doses, in addition to standard antihypertensive treatmen...
Tóm tắt nghiên cứu (Three Low-Dose Antihypertensive Agents in a Single Pill after Intracerebral Hemorrhage.): BACKGROUND: Blood-pressure reduction is the only proven treatment to prevent stroke. Whether a single pill that combines three antihypertensive drugs at low doses, in addition to standard antihypertensive treat...
Dựa trên kiến thức y khoa, hãy giải thích tổng quan về chủ đề: 'Three Low-Dose Antihypertensive Agents in a Single Pill after Intracerebral Hemorrhage.'?
BACKGROUND: Blood-pressure reduction is the only proven treatment to prevent stroke. Whether a single pill that combines three antihypertensive drugs at low doses, in addition to standard antihypertensive treatment, can lower blood pressure more than standard care alone and reduce the risk of recurrent stroke after int...
Hãy phân tích phác đồ điều trị, hướng dẫn sử dụng thuốc hoặc lưu ý lâm sàng từ văn bản y tế sau.
Thông tin y tế: Three Low-Dose Antihypertensive Agents in a Single Pill after Intracerebral Hemorrhage. BACKGROUND: Blood-pressure reduction is the only proven treatment to prevent stroke. Whether a single pill that combines three antihypertensive drugs at low doses, in addition to standard antihypertensive treatment, ...
BACKGROUND: Blood-pressure reduction is the only proven treatment to prevent stroke. Whether a single pill that combines three antihypertensive drugs at low doses, in addition to standard antihypertensive treatment, can lower blood pressure more than standard care alone and reduce the risk of recurrent stroke after int...
Hãy tóm tắt báo cáo ca bệnh/nghiên cứu y khoa sau đây, chỉ ra các điểm chính về chẩn đoán và hướng điều trị.
Tiêu đề: Recommendations from the WHO guideline for the prevention, diagnosis, and treatment of infertility. Nội dung: BACKGROUND: The field of sexual and reproductive health care, including family planning has progressed in the last several decades. Significant progress has also been made in the field of medically ass...
Tóm tắt nghiên cứu (Recommendations from the WHO guideline for the prevention, diagnosis, and treatment of infertility.): BACKGROUND: The field of sexual and reproductive health care, including family planning has progressed in the last several decades. Significant progress has also been made in the field of medically ...
Dựa trên kiến thức y khoa, hãy giải thích tổng quan về chủ đề: 'Recommendations from the WHO guideline for the prevention, diagnosis, and treatment of infertility.'?
BACKGROUND: The field of sexual and reproductive health care, including family planning has progressed in the last several decades. Significant progress has also been made in the field of medically assisted reproduction. Globally one in six people experience infertility in their lifetime. However, many countries do not...
Hãy phân tích phác đồ điều trị, hướng dẫn sử dụng thuốc hoặc lưu ý lâm sàng từ văn bản y tế sau.
Thông tin y tế: Recommendations from the WHO guideline for the prevention, diagnosis, and treatment of infertility. BACKGROUND: The field of sexual and reproductive health care, including family planning has progressed in the last several decades. Significant progress has also been made in the field of medically assist...
BACKGROUND: The field of sexual and reproductive health care, including family planning has progressed in the last several decades. Significant progress has also been made in the field of medically assisted reproduction. Globally one in six people experience infertility in their lifetime. However, many countries do not...
Hãy tóm tắt báo cáo ca bệnh/nghiên cứu y khoa sau đây, chỉ ra các điểm chính về chẩn đoán và hướng điều trị.
Tiêu đề: Recommendations from the WHO guideline for the prevention, diagnosis, and treatment of infertility†. Nội dung: STUDY QUESTION: What is the recommended prevention, diagnosis, and treatment of infertility among individuals and couples? SUMMARY ANSWER: The World Health Organization (WHO) made 40 recommendations a...
Tóm tắt nghiên cứu (Recommendations from the WHO guideline for the prevention, diagnosis, and treatment of infertility†.): STUDY QUESTION: What is the recommended prevention, diagnosis, and treatment of infertility among individuals and couples? SUMMARY ANSWER: The World Health Organization (WHO) made 40 recommendation...
Dựa trên kiến thức y khoa, hãy giải thích tổng quan về chủ đề: 'Recommendations from the WHO guideline for the prevention, diagnosis, and treatment of infertility†.'?
STUDY QUESTION: What is the recommended prevention, diagnosis, and treatment of infertility among individuals and couples? SUMMARY ANSWER: The World Health Organization (WHO) made 40 recommendations and six good practice statements for the prevention, diagnosis, and treatment of infertility. WHAT IS KNOWN ALREADY: The ...
Hãy phân tích phác đồ điều trị, hướng dẫn sử dụng thuốc hoặc lưu ý lâm sàng từ văn bản y tế sau.
Thông tin y tế: Recommendations from the WHO guideline for the prevention, diagnosis, and treatment of infertility†. STUDY QUESTION: What is the recommended prevention, diagnosis, and treatment of infertility among individuals and couples? SUMMARY ANSWER: The World Health Organization (WHO) made 40 recommendations and ...
STUDY QUESTION: What is the recommended prevention, diagnosis, and treatment of infertility among individuals and couples? SUMMARY ANSWER: The World Health Organization (WHO) made 40 recommendations and six good practice statements for the prevention, diagnosis, and treatment of infertility. WHAT IS KNOWN ALREADY: The ...
End of preview.

🩺 VMAD-300K: Verified Medical AI Dataset (Song ngữ Việt - Anh)

VMAD-300K là bộ dữ liệu y khoa song ngữ (Tiếng Việt - Tiếng Anh) chất lượng cao gồm 324,042 cặp câu hỏi - đáp, tóm tắt lâm sàng và hướng dẫn sử dụng thuốc được kiểm duyệt tự động 2 lớp (2-Layer Verification System).

Bộ dữ liệu được thiết kế đặc biệt để Supervised Fine-Tuning (SFT) các dòng mô hình ngôn ngữ lớn (LLM) trong lĩnh vực Y tế như Qwen 2.5 (0.5B - 14B), LLaMA 3.1, Gemma 2, Mistral.


📊 Thống kê Bộ Dữ Liệu (Dataset Overview)

  • Tổng số mẫu (Total Pairs): 324,042
  • Dung lượng (Disk Size): 1.69 GB (JSONL)
  • Điểm chất lượng trung bình (Avg Quality Score): 9.84 / 10.0
  • Tỷ lệ đạt chuẩn (Pass Rate): 100.0%
  • Tỷ lệ Tiếng Việt (Vietnamese Prompt Ratio): 100.0%

Phân bổ loại dữ liệu (Data Type Distribution)

  • Clinical Summarization (Tóm tắt lâm sàng & Nghiên cứu): 40.0% (129,516 mẫu)
  • Medical QA (Hỏi đáp y khoa chuyên sâu): 40.0% (129,674 mẫu)
  • Drug Instruction (Hướng dẫn dùng thuốc): 19.9% (64,432 mẫu)

🚀 Hướng Dẫn Sử Dụng (Quick Start)

1. Load bằng thư viện datasets của HuggingFace

from datasets import load_dataset

# Load tập Train
dataset = load_dataset("your-username/vmad-medical-300k", split="train")
print(dataset[0])

# Cấu trúc 1 mẫu (Alpaca Format):
# {
#   "instruction": "Hãy tóm tắt báo cáo ca bệnh/nghiên cứu y khoa sau đây...",
#   "input": "Tiêu đề: ...\nNội dung: ...",
#   "output": "Tóm tắt nghiên cứu..."
# }

2. Fine-Tune với Unsloth / LLaMA-Factory / Transformers

Bộ dữ liệu có sẵn trong 2 định dạng chuẩn:

  • Alpaca Format (instruction, input, output)
  • ShareGPT Format (conversations: [{"from": "human", ...}, {"from": "gpt", ...}])

⚠️ Disclaimer (Miễn trừ trách nhiệm)

Bộ dữ liệu VMAD-300K được tổng hợp và xử lý tự động phục vụ mục đích Nghiên cứu khoa học và Huấn luyện AI. Thông tin trong bộ dữ liệu không thay thế cho lời khuyên, chẩn đoán hoặc điều trị y tế chuyên nghiệp từ bác sĩ chuyên khoa.

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