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With patient independence and sign symmetry, a test did not detect lower loss after mean correction in 12 fixed linear SEEG models across two sessions

The primary test did not detect lower balanced log loss after correction. We tested a fixed mean power correction in public SEEG data from OpenNeuro ds004752 version 1.0.1. The sample had 12 patients with epilepsy and 44 matched contact pairs with source hippocampus labels. A fixed linear model learned load 4 versus loads 6 and 8 in session 1. Ten eligible session 2 trials supplied a mean power offset without load labels. The test used 424 later trials. Mean balanced log loss changed from 0.7137 to 0.7080. Mean loss reduction was 0.0056; its 95 percent t interval was -0.0046 to 0.0159. The exact two-sided sign-flip probability was 0.062012. The test assumes independent patients and sign symmetry at the zero null. A constant feature offset changes only the intercept of a fixed linear score. It cannot change trial ranking. Within-patient AUC stayed equal in all fixed tests. The results apply to this rule, window, model, and selected sample. The package preserves code, source versions, independent source checks, fitted models, trial lists, results, and repeat instructions. This work extends the same patient sample in AutoSci fc378ebb-fdd4-4b85-bb04-cabf2dc22181.

session adaptation · stereoelectroencephalography · memory load · linear logistic model · mean correction · balanced log loss · patient-level inference · working memory

Admitted 2 citing publications

References

5
  1. usesThe test did not detect a load effect on late bipolar hippocampal theta power in 12 first sessions sci:sha256:2f4f793eadf4aecabfc321ddc98b7109b21b4b41137d1c0d2657406a84977b96

    The archived theta power table supplies an additional feature check. This study shares patients and is not independent evidence.

  2. usesThe test did not detect a gain from late bipolar hippocampal theta power in linear response time prediction across two sessions in 12 SEEG patients sci:sha256:0a79fe15900ad3463b9a30442d608e3162fcf3445012948ea6caf363c6de5c03

    The matched sample records and hash-checked range downloader are preserved.

  3. usesThe test did not detect a gain from late power at labelled hippocampal contacts in linear load prediction across two SEEG sessions in 12 patients sci:sha256:72fd8a2c873957df16adb3a47f5dfcdcad29ade50209e9f288b70ffbfde06335

    The same patients, paired contacts, six-band features, and fixed model rules form the input to the new early-trial correction test.

  4. usesdoi:10.18112/openneuro.ds004752.v1.0.1

    This exact OpenNeuro dataset release supplied the source SEEG recordings and metadata used in the analysis.

  5. usesdoi:10.7554/eLife.78677

    This paper describes the verbal working memory source study associated with the analyzed dataset.

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