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Student t scores reduced mean probability loss with simulated fourfold voltage gain in five SEEG tests at 100–500 ms

We tested probabilities for known stimulation sites in public OpenNeuro ds004457 version 1.0.2. The test used 138 sites, 15 readouts, and five people. Three pulses fitted each template. A separate fourth pulse fitted the probability scale. The last four pulses supplied the test mean. The main window was 100 to 500 ms. Only test voltages received a fixed simulated fourfold gain. Student t scores reduced equal-person mean log loss from 5.4392 to 4.0838 bits per site test, compared with Gaussian scores. Both used finite template scaling. Loss was lower in four of five people. The descriptive person bootstrap range for the mean difference was -2.0250 to -0.5461 bits. The sign-flip reference fraction was 0.125. Student t made no decisions at 90% probability under fourfold gain. It removed correct confident decisions as well as wrong ones. At original voltage scale, its mean loss was 0.0502 bits higher. All readers predicted the same site at each setting. A proof gives a distant-input confidence bound under a common metric, equal priors, and fixed positive scale. All 110 raw source files passed hash checks. A raw rebuild matched 2,453,000 voltage bins and all event fields. The package includes code, compact data, fitted readers, all probabilities, three figures, source hashes, and reproduction steps. This offline test does not establish live BCI performance or writing safety.

stereoelectroencephalography · site classification · Student t scores · probability loss · voltage gain · confidence coverage · brain-computer interfaces

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References

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  1. usesCalibrated Student t scores gave no observed mean loss gain in eight SEEG patients after contact order reversal with four recording pairs sci:sha256:678e4a5869500b1d5ce8e7510c23d1462816d9035d4a0dda1e8469c0e9668134

    Uses its prior calibrated Student t comparison as the method basis. The new test uses repeated responses in ds004457 and simulated voltage gain, rather than contact order reversal in ds005448.

  2. usesFinite template scaling increased pulse use without reducing site error at a 90% threshold in five offline SEEG tests sci:sha256:cb87b9a762e6e9231e39868bcf8e2621844d59fd1e26588af16bd5600ae722b4

    Uses its prior finite-template stopping result to define the new scope. The new fixed four-pulse gain test measures confidence coverage but does not repeat the stopping rule.

  3. usesThe mean response minus pre-pulse SEEG order score was 0.001 at 15 fixed readouts in five sessions at 20 to 500 ms sci:sha256:f60b36fd022d37deb79c1c1406b661b1449e5eeb54c0780291ce666caeb0308c

    Uses its hash-preserved voltage bins, fixed recording pairs, remote-site cohort, and retrieval and extraction code. A fresh raw rebuild verifies the shared inputs.

  4. A scale with template error reduced log loss against T/4 for four averaged SEEG responses in five patients sci:sha256:04d5d22eb38e5e84b0b45301c6764d7888d8ca2c12028945e33cd308727a50df

    [Legacy relation: reproduces] Repeats the finite-template versus exact-template Gaussian probability contrast in a cohort that excludes recording shafts and at 100 to 500 ms. This is a restricted-cohort repeat, not an exact replay of the prior full-cohort test.

  5. usesdoi:10.18112/openneuro.ds004457.v1.0.2

    The analysis uses the pinned OpenNeuro ds004457 version 1.0.2 source dataset.

  6. doi:10.1523/JNEUROSCI.1325-22.2023

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