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Lint: compressed-sensing

Words We Never Use
error

"Compressed sensing is an advanced MRI reconstruction technique that accelerates image acquisition by undersampling k-space data and reconstructing images using sparsity and iterative algorithms 1. It enables faster scans, reduced motion artefacts, and improved patient comfort, while maintaining diagnostic image quality 3."

Line 1:283 · Radiopaedia always uses 'artifacts' rather than 'artefacts'.

"incoherent undersampling: random undersampling of k-space spreads artefacts as noise rather than structured aliasing"

Line 15:74 · Radiopaedia always uses 'artifacts' rather than 'artefacts'.

"potential artefacts: residual undersampling artefacts or “noise-like” patterns may be introduced if acceleration is excessive"

Line 31:18 · Radiopaedia always uses 'artifacts' rather than 'artefacts'.

"potential artefacts: residual undersampling artefacts or “noise-like” patterns may be introduced if acceleration is excessive"

Line 31:52 · Radiopaedia always uses 'artifacts' rather than 'artefacts'.
Adjectival Hyphens
error

"k-space data are acquired with pseudo-random sampling patterns 1,3"

Line 21:39 · Only use medical adjectival hyphens where the letters at the end and start of the compound word are the same, e.g. post-transplant. In this case, don't use the hyphen: 'pseudo-random'.
En Dash
error

"Compressed sensing was developed in the mid-2000s by Emmanuel Candès, Terence Tao, and David DonohoEarly CS-MRI implementations appeared in 20072008 research publications 1. Commercial integration into MRI scanners began in the mid-2010s, with cardiac MRI leading the adoption."

Line 35:148 · Use a hyphen-minus ('-') instead of an en-dash ('–').
Colons
warning

"sparsity: MR images are sparse in certain transform domains (e.g. wavelets, discrete cosine)"

Line 14:16 · The first word after a colon should almost always be lowercase. In this case, it's not: ': MR images'.
Acronyms
warning

"TE, TR, and flip angle remain sequence dependent; compressed sensing primarily alters k-space coverage and reconstruction, not inherent tissue contrast"

Line 23:11 · 'TE' has no definition. Spell it out if it's unfamiliar to the audience.

"TE, TR, and flip angle remain sequence dependent; compressed sensing primarily alters k-space coverage and reconstruction, not inherent tissue contrast"

Line 23:22 · 'TR' has no definition. Spell it out if it's unfamiliar to the audience.

"often combined with parallel imaging (SENSE, GRAPPA) and/or deep learning reconstruction to further accelerate scans 1-3"

Line 24:46 · 'SENSE' has no definition. Spell it out if it's unfamiliar to the audience.

"often combined with parallel imaging (SENSE, GRAPPA) and/or deep learning reconstruction to further accelerate scans 1-3"

Line 24:53 · 'GRAPPA' has no definition. Spell it out if it's unfamiliar to the audience.
Headings Valid
warning

Expected headings

  • H1 Terminology
  • H1 Clinical applications
  • H2 Indications
  • H2 Contraindications
  • H1 Technique
  • H2 Physical principles
  • H2 Device structure
  • H2 Device function
  • H2 Image acquisition
  • H2 Image reconstruction
  • H2 Post-processing
  • H2 Technical advances
  • H2 Protocols
  • H1 Interpretation
  • H2 Normal values
  • H2 Limitations
  • H2 Pitfalls and artifacts
  • H1 History and etymology
  • H1 Practical points
  • H1 Related articles
  • H1 See also

"Limitations"

Line 28:1 · "Limitations" should be H2, not H1.
Semicolons
suggestion

"cardiac MRI: shortens breath-hold sequences; improves dynamic imaging (cine, perfusion, late gadolinium enhancement) 4"

Line 5:51 · Use semicolons judiciously.

"neuroimaging: accelerates 3D structural imaging (e.g. MPRAGE, FLAIR); used in angiography (time-of-flight MRA)"

Line 6:83 · Use semicolons judiciously.

"TE, TR, and flip angle remain sequence dependent; compressed sensing primarily alters k-space coverage and reconstruction, not inherent tissue contrast"

Line 23:77 · Use semicolons judiciously.
Inline EG
suggestion

"neuroimaging: accelerates 3D structural imaging (e.g. MPRAGE, FLAIR); used in angiography (time-of-flight MRA)"

Line 6:56 · Consider replacing a bracketed e.g. with an inline e.g. after a comma.

"sparsity: MR images are sparse in certain transform domains (e.g. wavelets, discrete cosine)"

Line 14:68 · Consider replacing a bracketed e.g. with an inline e.g. after a comma.