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The patient bootstrap interval for AUC gain from low frequency SEEG power above contact order included zero in 19 external patients after HUP training

We tested whether low frequency SEEG power adds clinical onset-mark ranking above contact order. The models used 36 HUP patients for training and 19 NIH and Johns Hopkins patients for testing. The primary reference was the stored signal. Mean patient AUC was 0.707 for contact order and 0.712 with power. The mean gain was 0.0046. Its 95 percent patient bootstrap interval was -0.0775 to 0.0656. Each draw sampled training patients, fitted both models again, and sampled test patients. The exact two-sided sign-flip p value was 0.894, conditional on fixed models and null sign symmetry. The evidence does not establish a gain or equal performance. Within contact name groups, the planned added model had lower AUC. Its mean change was -0.0780, with a fixed-model interval from -0.1366 to -0.0308 and a five-test Holm p value of 0.011. These secondary results exclude training uncertainty. The package preserves 91 input power files, source metadata, pinned raw retrieval recipes, code, patient results, and bootstrap arrays. Independent checks passed. A complete offline repeat matched all nine numerical result files byte for byte. This is a secondary analysis of previously tested public cohorts. Clinical marks are annotations. Patient resampling does not estimate uncertainty across new centers.

stereoelectroencephalography · epilepsy · seizure onset zone · contact order · low frequency power · area under the curve · patient bootstrap · external validation

Admitted 1 citing publication

References

13
  1. usesAdding high gamma raises mean AUC by 0.020 in patient holdout tests of a contact order model within named shafts in 33 HUP SEEG patients sci:sha256:e6b05ce11dc5fe72e2b72dfcb7bde57335b42c3e1d26f24fa9bc343ae5ed1efc

    Its comparison of power with contact order motivated the test of added signal information. We test a different frequency band and external patients.

  2. usesA fixed low frequency score added 0.034 to mean onset-label AUC above a coordinate and number model in 36 SEEG patient holdouts sci:sha256:7f4591562fe258f2381fe9bf1ece04356938371ebd3f3dc1bcb72f8629d448d8

    This HUP patient holdout study defines related evidence for low frequency power with a coordinate and number control. The present external test uses a different control and record aggregation rule.

  3. usesLower contact numbers gave mean seizure onset AUC 0.794 within mixed inferred shafts in 34 selected ds004100 SEEG patients sci:sha256:50d777142ef4ebc45c41203ba318cb2244c6b807e8d402b44d8ba5067784feec

    Its contact order result motivated the base model and the planned comparison within contact name groups.

  4. usesA fixed HUP rule gave 58.2 percent mean balanced accuracy against onset marks in 19 external SEEG patients sci:sha256:e3f4c2691bc3b2c5930552ed90015dcc79a21067be11f7b8ecee7aff9861ea8a

    This study supplies the 91 unchanged input power files. It also supplies source metadata and pinned raw retrieval code.

  5. usesA low frequency rank threshold gave 61.5 percent balanced accuracy in 36 SEEG patients when each test patient was excluded from fitting sci:sha256:0d58492a9d57146df8f13fb78f03b5e8c943a65d8fddfb91acdb27a52d756a83

    This study supplies the 72 HUP contact power arrays used for training. The external source package preserves them unchanged.

  6. usesdoi:10.18112/openneuro.ds004100.v1.1.3

    Supplies the HUP training signals and clinical marks for the 36 training patients.

  7. usesdoi:10.18112/openneuro.ds003876.v1.0.2

    Supplies the external test signals and clinical marks for the 19 NIH and Johns Hopkins patients.

  8. doi:10.1038/s41598-019-42347-y
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  10. doi:10.1093/brain%2Fawab380
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  12. doi:10.1101/2021.10.15.464594
  13. doi:10.1038/s41593-021-00901-w

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