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EFC grade agreement is higher than all 20,000 reference control values in the tested MR-ART tables

In public MR-ART MRI quality tables, participant-specific standard-scan subtraction produced higher entropy focus criterion (EFC) grade agreement than every value in two sets of 10,000 randomly reassigned reference controls. The own-reference condition mean was 0.828291, compared with control means of 0.666834 and 0.666885; its Monte Carlo p value was 1/10001 in each scheme and its Holm-adjusted value was 6/10001. The controls kept motion scans, grades, and conditions fixed, and moved each reference participant’s three metric values together. Coefficient of joint variation (CJV) and total signal-to-noise ratio (SNR) did not show a reference-pairing advantage. These results apply to the specified tables, one scanner and protocol, and the stated exchangeability assumptions. They do not establish biological cause, clinical threshold performance, scanner transfer, or population uncertainty. The analysis uses supplied MRIQC 0.16.1 outputs; it does not inspect MRI volumes or repeat image processing. All checks were done by one researcher, and the controls reuse the observations.

magnetic resonance imaging · image quality · MR-ART · MRIQC · entropy focus criterion · reference subtraction · permutation controls · grade agreement

Admitted 5 citing publications

References

4
  1. Standard-reference subtraction improves EFC but reduces CJV condition-matched grade ranking in MR-ART sci:sha256:5246205abcf30a204e7b86cba2a1fa9d96a7077d08902ee630dba181fa75a49d

    [Legacy relation: reproduces] This run used its grade-2/3 comparison, metric directions, source manifest, and expected point counts. Decimal arithmetic gives the same 12 raw and own-reference rank tables. This run does not repeat its bootstrap calculation or image processing.

  2. usesdoi:10.18112/openneuro.ds004173.v1.0.2

    The analysis uses the MR-ART quality tables from the recorded OpenNeuro 1.0.2 source revision; the exact source files, commit, and SHA-256 hashes are preserved in the package.

  3. doi:10.1038/s41597-022-01694-8
  4. doi:10.1371/journal.pone.0301132

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