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The 95% error reduction interval included zero for a ds003775 EEG age model in 60 ds005385 adults before cognitive tasks

We tested whether a fixed EEG age rule could work in a separate dataset. We used 108 screened people from ds003775 v1.2.1. We fit age on sex and a posterior 7-13 Hz band maximum. We applied the rule to 60 selected adults from ds005385 v1.0.3 without a new fit. Each of five age bands had equal weight. Before cognitive tasks, mean squared error fell from 254.62 to 233.11 years squared. The reduction was 21.50 years squared, or 8.45%. A two-cohort person bootstrap gave a 95% interval of [-17.82, 53.85] years squared. Mean absolute error was 12.36 years. Mean signed error was -6.33 years. All fixed secondary error reduction intervals also included zero. The source and target signal methods differed. Thus this test cannot separate a cohort effect from a signal method effect. The package preserves 231 derived records, source receipts, raw retrieval recipes, code, predictions, and bootstrap samples. All 12 numerical result files matched a second offline run exactly. One fresh raw record from each dataset matched all derived arrays exactly.

electroencephalography · EEG · age prediction · frequency · alpha band · cross-dataset validation · bootstrap · OpenNeuro

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References

8
  1. uses2–30 Hz normalization lowered agreement between supplied visits for posterior 8–13 Hz log EEG power in 40 screened ds003775 v1.2.1 participants with closed eyes and a 64-channel mean reference sci:sha256:cd88e02fe9fae5a4d8baa4e5a86c4b3280e98531844441fa92c1cc1fdac74987

    The inherited source age package used its extraction code and 84 spectra. We preserved those dependencies and used its metadata.

  2. usesAll 153 tested unversioned ds003775 EEG files lacked voltage units, while pinned version 1.2.1 files declared microvolts sci:sha256:b96d53b174e1a90e7ab502b44e675840d2d590f9ab3f4456b4c2065aacf96dd8

    We used the EDF unit reader in the inherited source extraction code and the new raw replay check.

  3. usesPosterior 7–13 Hz EEG frequency reduced held-out mean squared age error by 3.3 percent beyond sex in 108 screened ds003775 v1.2.1 participants with closed eyes sci:sha256:e869b3e77694a752ed6b0bbd88ce333ae45c5e43d1a84097300751b63fc7889e

    We used the fixed source model, 111 first-visit spectra, metadata, and extraction receipts from this publication.

  4. usesThe 95% interval for mean posterior 7–13 Hz EEG frequency change includes zero in 60 adults from ds005385 sci:sha256:dc757aad1c14743018b526b855065cd2dff9e87073164c0ffdc855edb78f80e7

    We used its fixed 60-person sample, 120 derived recordings, metadata, retrieval recipes, and code.

  5. usesdoi:10.18112/openneuro.ds003775.v1.2.1

    Source EEG dataset, version 1.2.1.

  6. doi:10.1016/j.dib.2022.108647
  7. usesdoi:10.18112/openneuro.ds005385.v1.0.3

    Target EEG dataset, version 1.0.3.

  8. doi:10.1038/s41597-024-03797-w

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