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Lint: synthetic-and-augmented-data

synthetic-and-augmented-data
Strong
warning

"synthetic data: partly or completely artificial. Synthetic data are often produced by generative adversarial networks"

Line 7:1 · Generally, don't use bold in text: '<strong>synthetic data</strong>'

"augmented data: derived from real images with some sort of minor and realistic transformation (such as translation, flipping, rotation, or the addition of noise) in order to increase the diversity of the training set"

Line 10:4 · Generally, don't use bold in text: '<strong>augmented data</strong>'
Acronyms
warning

"Criticisms of the use of augmented, and especially synthetic, data in medical AI include the potential amplification of statistical biases and a general lack of research on their consequences. Nonetheless, data augmentation is used routinely in the development of AI applications for radiology."

Line 13:82 · 'AI' has no definition. Spell it out if it's unfamiliar to the audience.

"Criticisms of the use of augmented, and especially synthetic, data in medical AI include the potential amplification of statistical biases and a general lack of research on their consequences. Nonetheless, data augmentation is used routinely in the development of AI applications for radiology."

Line 13:275 · 'AI' has no definition. Spell it out if it's unfamiliar to the audience.
Headings Valid
warning

Expected headings

  • H1 Terminology
  • H1 Usage
  • H1 Epidemiology
  • H2 Risk factors
  • H2 Associations
  • H1 Clinical presentation
  • H2 Complications
  • H1 Diagnosis
  • H2 Diagnostic criteria
  • H2 Diagnostic clues
  • H1 Pathology
  • H2 Aetiology
  • H2 Location
  • H2 Classification
  • H2 Macroscopic appearance
  • H2 Microscopic appearance
  • H2 Immunophenotype
  • H2 Markers
  • H2 Genetics
  • H1 Radiographic features
  • H2 Plain radiograph
  • H2 Mammography
  • H2 Antenatal ultrasound
  • H2 Transoesophageal echocardiography
  • H2 Ultrasound
  • H2 CT
  • H3 Dual-energy CT
  • H2 Angiography (DSA)
  • H2 MRI
  • H2 CT/MRI
  • H2 Nuclear medicine
  • H3 PET-CT
  • H3 PET-MRI
  • H1 Radiology report
  • H1 Treatment and prognosis
  • H2 Complications
  • H1 History and etymology
  • H1 Differential diagnosis
  • H2 Clinical differential diagnosis
  • H1 Practical points
  • H1 See also

"Basic principles"

Line 4:1 · "Basic principles" is not a recognised heading for this article type.

"Criticisms"

Line 12:1 · "Criticisms" is not a recognised heading for this article type.
Oxford Comma
suggestion

"In the context of radiological images, synthetic and augmented data are data that are not completely generated by direct measurement from patients."

Line 1:35 · Use the Oxford comma in 'images, synthetic and augmented'.
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