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"Clinical Case Analysis:\nWhat is the most likely diagnosis? A 28-year-old man was hit in the head w(...TRUNCATED)
Wormian bones
null
"The most likely diagnosis is **A) Comminuted skull fracture**.\n\n**Reasoning:**\n1. **Mechanism of(...TRUNCATED)
Comminuted skull fracture
Meningioma
Osler-Weber-Rendu Disease
Multiple myeloma
Wormian bones
Pathology
E
http://learningradiology.com/caseofweek/caseoftheweekpix2010 401-/cow432-1.jpg
What is the most likely diagnosis? A 28-year-old man was hit in the head with a brick
Medical Imaging
{"path":"img_452_cow432-1.jpg","bytes":"\\xFF\\xD8\\xFF\\xE0\\x00\\x10JFIF\\x00\\x01\\x01\\x01\\x00\(...TRUNCATED)
mmmed_images\img_452_cow432-1.jpg
"Wormian bones\n\n{'bytes': '\\\\xFF\\\\xD8\\\\xFF\\\\xE0\\\\x00\\\\x10JFIF\\\\x00\\\\x01\\\\x01\\\\(...TRUNCATED)
null
"Prompt: Clinical Case Analysis:\nWhat is the most likely diagnosis? A 28-year-old man was hit in th(...TRUNCATED)
"Clinical Case Analysis:\nWhat finding is present in this detailed image of the left lung?\n\nOption(...TRUNCATED)
Calcified pleural plaques
null
"Based on the radiographic features, the finding present in the image is **Calcified pleural plaques(...TRUNCATED)
Mesothelioma
Asbestosis
Pleural effusion
Calcified pleural plaques
Normal X-ray image
Pneumology and Thoracic Surgery
D
https://www.radiologymas…1/question_2.jpg
What finding is present in this detailed image of the left lung?
Medical Imaging
{"path":"img_1_question_2.jpg","bytes":"\\xFF\\xD8\\xFF\\xE0\\x00\\x10JFIF\\x00\\x01\\x01\\x00\\x00\(...TRUNCATED)
mmmed_images\img_1_question_2.jpg
"Calcified pleural plaques\n\n{'bytes': '\\\\xFF\\\\xD8\\\\xFF\\\\xE0\\\\x00\\\\x10JFIF\\\\x00\\\\x0(...TRUNCATED)
null
"Prompt: Clinical Case Analysis:\nWhat finding is present in this detailed image of the left lung?\n(...TRUNCATED)
"Clinical Case Analysis:\nWhat is the most likely diagnosis? 68-year-old man with fever and chest pa(...TRUNCATED)
Postpericardiotomy Syndrome
null
"Based on the clinical presentation of a 68-year-old man with fever and chest pain, the most likely (...TRUNCATED)
Pulmonary Embolism
Tuberculosis
Rheumatoid Arthritis
Postpericardiotomy Syndrome
Pneumonia
Pneumology and Thoracic Surgery
D
http://learningradiology.com/caseofweek/caseoftheweekpix2011 460-/cow464-1.jpg
What is the most likely diagnosis? 68-year-old man with fever and chest pain.
Medical Imaging
{"path":"img_238_cow464-1.jpg","bytes":"\\xFF\\xD8\\xFF\\xE0\\x00\\x10JFIF\\x00\\x01\\x01\\x01\\x00\(...TRUNCATED)
mmmed_images\img_238_cow464-1.jpg
"Postpericardiotomy Syndrome\n\n{'bytes': '\\\\xFF\\\\xD8\\\\xFF\\\\xE0\\\\x00\\\\x10JFIF\\\\x00\\\\(...TRUNCATED)
[-0.0004377951263450086,0.012670962139964104,-0.02712656743824482,0.02337881736457348,-0.00143886811(...TRUNCATED)
"Prompt: Clinical Case Analysis:\nWhat is the most likely diagnosis? 68-year-old man with fever and (...TRUNCATED)
"Clinical Case Analysis:\nWhat is the most likely diagnosis? 23-year-old woman with pain in both wri(...TRUNCATED)
Madelung deformity
null
"Based on the clinical case of a 23-year-old woman with bilateral wrist pain, the most likely diagno(...TRUNCATED)
Barton fractures
Negative ulnar variance
Madelung deformity
Fong disease
Scapho-lunate advanced collapse
Pathology
C
http://learningradiology.com/caseofweek/caseoftheweekpix2009-340/cow350-1.jpg
What is the most likely diagnosis? 23-year-old woman with pain in both wrists.
Medical Imaging
{"path":"img_312_cow350-1.jpg","bytes":"\\xFF\\xD8\\xFF\\xE0\\x00\\x10JFIF\\x00\\x01\\x01\\x01\\x00\(...TRUNCATED)
mmmed_images\img_312_cow350-1.jpg
"Madelung deformity\n\n{'bytes': '\\\\xFF\\\\xD8\\\\xFF\\\\xE0\\\\x00\\\\x10JFIF\\\\x00\\\\x01\\\\x0(...TRUNCATED)
null
"Prompt: Clinical Case Analysis:\nWhat is the most likely diagnosis? 23-year-old woman with pain in (...TRUNCATED)
"Clinical Case Analysis:\nFall on the outstretched hand. Painful and sensitive forearm. AP and later(...TRUNCATED)
Injury
null
"Based on the clinical case narrative provided:\n\n1. **Mechanism of Injury:** The patient suffered(...TRUNCATED)
No injury
Injury
null
null
null
Traumatology
B
https://www.radiologymas…b/question_4.jpg
Fall on the outstretched hand. Painful and sensitive forearm. AP and lateral views.
Medical Imaging
{"path":"img_93_question_4.jpg","bytes":"\\xFF\\xD8\\xFF\\xE0\\x00\\x10JFIF\\x00\\x01\\x01\\x01\\x00(...TRUNCATED)
mmmed_images\img_93_question_4.jpg
"Injury\n\n{'bytes': '\\\\xFF\\\\xD8\\\\xFF\\\\xE0\\\\x00\\\\x10JFIF\\\\x00\\\\x01\\\\x01\\\\x01\\\\(...TRUNCATED)
null
"Prompt: Clinical Case Analysis:\nFall on the outstretched hand. Painful and sensitive forearm. AP a(...TRUNCATED)
"Clinical Case Analysis:\nWhat artifact is seen in this detailed chest x-ray image?\n\nOptions:\nA) (...TRUNCATED)
Oesophageal stent
null
"Based on the radiographic features, the artifact visible is a radiopaque, mesh-like tubular structu(...TRUNCATED)
Oesophageal stent
Aortic stent
Inhaled foreign body
Sternotomy wires
Tracheal stent
Vascular Surgery
A
https://www.radiologymas…/question_10.jpg
What artifact is seen in this detailed chest x-ray image?
Medical Imaging
{"path":"img_29_question_10.jpg","bytes":"\\xFF\\xD8\\xFF\\xE0\\x00\\x10JFIF\\x00\\x01\\x01\\x00\\x0(...TRUNCATED)
mmmed_images\img_29_question_10.jpg
"Oesophageal stent\n\n{'bytes': '\\\\xFF\\\\xD8\\\\xFF\\\\xE0\\\\x00\\\\x10JFIF\\\\x00\\\\x01\\\\x01(...TRUNCATED)
null
"Prompt: Clinical Case Analysis:\nWhat artifact is seen in this detailed chest x-ray image?\n\nOptio(...TRUNCATED)
"Clinical Case Analysis:\nWhat is the most likely diagnosis? 27-year-old man with knee pain.\n\nOpti(...TRUNCATED)
Patellar fracture
null
"Based on the clinical presentation of a 27-year-old man with knee pain and the provided options, th(...TRUNCATED)
Bi-partite patella
Baker's cyst
Femoral fracture
Patellar fracture
Gout
Traumatology
D
http://learningradiology.com/caseofweek/caseoftheweekpix2007-1/cow275.jpg
What is the most likely diagnosis? 27-year-old man with knee pain.
Medical Imaging
{"path":"img_332_cow275.jpg","bytes":"\\xFF\\xD8\\xFF\\xE0\\x00\\x10JFIF\\x00\\x01\\x01\\x01\\x00`\\(...TRUNCATED)
mmmed_images\img_332_cow275.jpg
"Patellar fracture\n\n{'bytes': '\\\\xFF\\\\xD8\\\\xFF\\\\xE0\\\\x00\\\\x10JFIF\\\\x00\\\\x01\\\\x01(...TRUNCATED)
null
"Prompt: Clinical Case Analysis:\nWhat is the most likely diagnosis? 27-year-old man with knee pain.(...TRUNCATED)
"Clinical Case Analysis:\nWhat is the most likely diagnosis? 62-year-old man with cardiac arrhythmia(...TRUNCATED)
Lipomatous Hypertrophy of the Interatrial Septum
null
"Based on the clinical presentation of a 62-year-old man with cardiac arrhythmia and the provided op(...TRUNCATED)
Left Atrial Myxoma
Metastases
Mitral Regurgitation
Lipomatous Hypertrophy of the Interatrial Septum
Asymmetric Septal Hypertrophy
Cardiology and Cardiac Surgery
D
http://learningradiology.com/caseofweek/caseoftheweekpix2010 387-/cow392-1.jpg
What is the most likely diagnosis? 62-year-old man with cardiac arrhythmia.
Medical Imaging
{"path":"img_151_cow392-1.jpg","bytes":"\\xFF\\xD8\\xFF\\xE0\\x00\\x10JFIF\\x00\\x01\\x01\\x01\\x00\(...TRUNCATED)
mmmed_images\img_151_cow392-1.jpg
"Lipomatous Hypertrophy of the Interatrial Septum\n\n{'bytes': '\\\\xFF\\\\xD8\\\\xFF\\\\xE0\\\\x00\(...TRUNCATED)
null
"Prompt: Clinical Case Analysis:\nWhat is the most likely diagnosis? 62-year-old man with cardiac ar(...TRUNCATED)
"Clinical Case Analysis:\nWhat is the most likely diagnosis? 64 years old with back pain\n\nOptions:(...TRUNCATED)
Diffuse Idiopathic Skeletal Hyperostosis
null
"Based on the patient's age and the differential diagnosis provided, the most likely diagnosis is **(...TRUNCATED)
Degenerative Disk Disease
Ankylosing Spondylitis
Juvenile Kyphosis
Flourosis
Diffuse Idiopathic Skeletal Hyperostosis
Digestive and General Surgery
E
http://learningradiology.com/caseofweek/caseoftheweekpix2013 538-/cow542-1.jpg
What is the most likely diagnosis? 64 years old with back pain
Medical Imaging
{"path":"img_285_cow542-1.jpg","bytes":"\\xFF\\xD8\\xFF\\xE0\\x00\\x10JFIF\\x00\\x01\\x01\\x01\\x00\(...TRUNCATED)
mmmed_images\img_285_cow542-1.jpg
"Diffuse Idiopathic Skeletal Hyperostosis\n\n{'bytes': '\\\\xFF\\\\xD8\\\\xFF\\\\xE0\\\\x00\\\\x10JF(...TRUNCATED)
null
"Prompt: Clinical Case Analysis:\nWhat is the most likely diagnosis? 64 years old with back pain\n\n(...TRUNCATED)
"Clinical Case Analysis:\nWhat is the most likely diagnosis? 75-year-old man with abdominal pain; Th(...TRUNCATED)
Colon cutoff sign
null
"Based on the clinical presentation of a 75-year-old man with abdominal pain and the radiological si(...TRUNCATED)
Pawnbroker's sign
Sigmoid elevator sign
Crescent sign
Rigler's sign
Colon cutoff sign
Pathology
E
http://learningradiology.com/caseofweek/caseoftheweekpix2009-340/cow352-1.jpg
What is the most likely diagnosis? 75-year-old man with abdominal pain; The sign shown is called:
Medical Imaging
{"path":"img_378_cow352-1.jpg","bytes":"\\xFF\\xD8\\xFF\\xE0\\x00\\x10JFIF\\x00\\x01\\x01\\x01\\x00\(...TRUNCATED)
mmmed_images\img_378_cow352-1.jpg
"Colon cutoff sign\n\n{'bytes': '\\\\xFF\\\\xD8\\\\xFF\\\\xE0\\\\x00\\\\x10JFIF\\\\x00\\\\x01\\\\x01(...TRUNCATED)
null
"Prompt: Clinical Case Analysis:\nWhat is the most likely diagnosis? 75-year-old man with abdominal (...TRUNCATED)
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This dataset is a remastered version of this dataset prepared using Adaption's Adaptive Data platform.

adaption-mmmed_autoscientist_gold

A refined, high-entropy multimodal clinical benchmark containing 431 perfectly aligned pairs of visual medical artifacts (X-rays, CT scans, ultrasounds, and histopathology profiles) and pre-concatenated case narratives with multiple-choice pathways. Optimized specifically for the AutoScientist Challenge (Healthcare Track) to train and evaluate generalized multi-agent reasoning models on unseen domain test sets while preserving strict clinical vocabulary integrity.

Dataset size

There are 418 data points in this dataset. This is an instruction tuning dataset.

Quality of Remastered Dataset

The final quality is B, with a relative quality improvement of 17.1%.

Domain

  • Medical (100%)

Language

  • English (100%)

Tone

  • Analytical (100%)

Evaluation Results

  • Quality Gains:

    QualityGains
  • Grade Improvement:

    Grade
  • Percentile Chart:

    Percentile Chart
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