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A 95 percent bootstrap interval included zero gain from joint shaft sampling for one-minute HFO total forecasts in 18 SEEG records, assuming independent, exchangeable patients

We tested forecasts of released HFO total counts in 18 public SEEG sleep records from OpenNeuro ds005398 version 1.1.3. The sample had 1,285 eligible bipolar channels on 200 named shafts. The first 30 minutes supplied the forecasts. The next 30 minutes supplied 540 one-minute test totals. Joint sampling retained measured dependence between shafts. Independent sampling removed that dependence. Both methods had the same shaft count laws and the same expected total. Mean scaled count score was 0.314675 for independent sampling and 0.314564 for joint sampling. Lower is better. Mean gain was 0.000111. The 95 percent patient bootstrap interval was -0.010607 to 0.007580. It included zero under an independent, exchangeable patient model. Joint forecast variance was larger in every record. The median variance ratio was 2.012. Interval coverage rose from 62.41 to 80.74 percent. Both values remained below their forecast interval mass. All eight fixed checks are reported. The result concerns detector marks and this reused cohort. It does not establish a neural cause or clinical benefit. The package contains source bytes, code, exact finite forecast laws, scores, checks, and repeat instructions.

high-frequency oscillations · stereoelectroencephalography · count forecasting · dependence · continuous ranked probability score · patient bootstrap

Admitted 1 citing publication

References

5
  1. usesMean pair coincidence of high HFO mark counts exceeded an independent block shift reference in 18 SEEG sleep records sci:sha256:54fa8a78f866c633a6d487954f5bb30beb03f4f1bfa9e0d22e771568541fe41a

    The shaft coincidence result supplied the prior dependence question. This study tests later total count forecasts in the same records.

  2. usesA 95 percent bootstrap interval included zero HFO count order forecast gain from joint minute sampling in 17 SEEG sleep records under an independent, exchangeable patient model sci:sha256:f59629b3ec39b7576021997490c511979b2b6ae98fcd3095d00507e507431409

    The prior count order study supplied context for joint and independent empirical sampling. This study uses a new total count endpoint and score.

  3. usesA fixed variance rule reduced prediction loss for later one-minute counts of unfiltered MNI HFO marks in 18 public SEEG sleep records sci:sha256:72f21f20f6b9dcfc92cc17c59090ef9f0dd07930e1b99d92c42ef8619684350a

    This archive supplied pinned source bytes, retrieval code, and count extraction code. New code tests total count forecasts across shafts.

  4. usesdoi:10.18112/openneuro.ds005398.v1.1.3

    This exact OpenNeuro release supplied the public mark tables and metadata analyzed in the study.

  5. doi:10.1111/epi.18545

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