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Lint: natural-language-processing

natural-language-processing
Acronyms
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"Increasing research in artificial neural networks has sparked an interest in topic modeling algorithms of natural language processing which can be used to automate the labelling of images. Examples include the NIH chest x-ray data set ChestX-ray8 3."

Line 3:214 · 'NIH' has no definition. Spell it out if it's unfamiliar to the audience.
Emphasis
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"Increasing research in artificial neural networks has sparked an interest in topic modeling algorithms of natural language processing which can be used to automate the labelling of images. Examples include the NIH chest x-ray data set ChestX-ray8 3."

Line 3:239 · Italics should be used only in exceptional circumstances: '<em>ChestX-ray8<sup> </sup></em>'
Headings Case
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"Practical Points"

Line 9:5 · 'Practical Points' should use sentence-style capitalization.
Headings Valid
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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

"Large language models"

Line 6:1 · "Large language models" is not a recognised heading for this article type.

"Practical Points"

Line 9:1 · "Practical Points" is not a recognised heading for this article type.
Semicolons
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"The first area of natural language processing to gain wide usage in radiology was speech recognition. In earlier literature, speech recognition was often referred to as voice recognition 1-3; however, the trend in nomenclature is towards differentiating between voice recognition and speech recognition, with the latter implying the use of dictated recordings to create reports. In many radiology practices, radiologists routinely use speech recognition programs to create reports."

Line 2:205 · Use semicolons judiciously.
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