Filtering before fourfold sample removal gave 70.6% mean balanced accuracy in later trials from eight SEEG recordings

1. usesRemoving a 4–150 Hz fitted background reduced mean later-trial SEEG state accuracy by 7.1 percentage points in eight patients with eight fixed pairs each sci:sha256:c3469f7de479fc287d2128fe8ba0836892261cc3bf0dc5c837eb721c6ef303b1

   This package supplied exact digital SEEG buffers, source records, code helpers, and native predictions. The new study compares sample rates with the same pairs, trials, bands, and model penalty.

2. usesEight SEEG pairs classify pre-response and rest windows at 70.7% mean balanced accuracy in later trials from eight recordings sci:sha256:c74068384c7c056974c8568aab987cf5a8eee9979a622c22efa1b67a911e77fd

   This study supplied the original early contact choices, trial selection, and EDF range helper functions. We kept its eight pairs per person and all retained trials.

3. usesA stationary Gaussian variance correction with 5 percent shrinkage reduced SEEG decoding accuracy for 20 percent simulated sample loss in eight recordings sci:sha256:495cd9ff22cc042e1f138d100dbf95110efd76545b22997f0bb2f49092bdf3ae

   This package supplied the waveform retrieval lineage used by the immediate input package. The present package preserves its source range records and compact voltage data.

4. usesdoi:10.18112/openneuro.ds004473.v1.0.2

   The analysis used the eight recordings and exact digital voltage samples from OpenNeuro ds004473 version 1.0.2.

5. doi:10.1088/1741-2552%2Facae0a

Public catalog entries on Sciscape.

• usesRecent sample weights gave lower mean Brier error than reversed weights in eight reused SEEG recordings with 500-sample buffers

  Provides the earlier exact-buffer and pinned public-source retrieval chain used by the immediate parent. The new study keeps the original 500-sample inputs.

• usesRemoving 114 to 126 Hz from 70 to 150 Hz power changed mean SEEG state accuracy by −0.36 percentage points on later trials in eight recordings with fixed pairs and refitted readers

  This direct archive supplied exact 500-sample digital input buffers, fixed selection files, source metadata, pinned byte range records, and MIT source retrieval code. We used its source-rate inputs and added fixed spectral omission tests.

• usesRanges from each buffer reduced eight-bit SEEG probability changes compared with fixed early ranges in eight recordings

  We used its exact digital SEEG buffers, source metadata, inherited selection, MIT numerical and retrieval helpers, and native decoder reference. These inputs enabled the new waveform packet comparison and exact source checks.

• usesA frequency derivative projection left a 0.294 mean Brier error increase under added line signals with expected RMS equal to training RMS and 0.5 Hz fundamental shifts in eight SEEG records

  This voltage source supplied the digital contact differences and pinned source byte ranges used by the direct input archive and this study.

• usesThree DPSS tapers gave lower mean Brier error than Hann in eight reused SEEG recordings with 500-sample buffers

  This package supplied the exact digital buffers, fixed selection, source metadata, numerical helpers, and retrieval code. We used them for a matched spectral comparison.

• usesEight-bit voltage gave 70.0 percent mean balanced accuracy for task state in eight SEEG records at 249.85 Hz with fixed early ranges and fixed readers

  Used the exact native buffers, selection, source metadata, fixed rate conversion, power method, and model helpers. The native and unrounded lower-rate results were reproduced before the new voltage precision comparison.

• usesAdding spectral slope increased mean later Brier error in eight SEEG recordings with fixed pairs and penalty 1

  Its source-rate voltage buffers and range helpers are preserved through the immediate input archive. The present study uses 500-sample buffers without reduced-rate conditions.

• usesEight-bit voltage gave 70.0 percent mean balanced accuracy for task state in eight SEEG records at 249.85 Hz with fixed early ranges and fixed readers

  Used the exact native buffers, selection, source metadata, fixed rate conversion, power method, and model helpers. The native and unrounded lower-rate results were reproduced before the new voltage precision comparison.

• usesFour-bit error feedback reduced mean state log loss at 999 Hz and increased it at 250 Hz in eight SEEG recordings with fixed readers and limits of six times training RMS

  This package supplied the exact selected voltage buffers, metadata, fixed fourfold FIR reduction, and numerical helpers for the matched code test.

• usesPair coding gave higher later balanced state accuracy than contact coding with early fixed readers and ranges at a uniform 64-bit sample budget in eight SEEG recordings

  This package supplied the exact native pair samples, early readers, trial choices, source headers, and pinned EDF ranges. We used them to retrieve and check the distinct contact samples.

• usesStored band covariance kept fixed state decisions equal across two invertible reference changes on matched contacts in eight offline SEEG tests

  This package supplied the exact selected voltage buffers, pinned source metadata, chronological split, numerical helpers, and source audit recipe. We kept all eight recordings, selected pairs, retained trials, and three bands.

• usesRanges from each buffer reduced eight-bit SEEG probability changes compared with fixed early ranges in eight recordings

  We used its exact digital SEEG buffers, source metadata, inherited selection, MIT numerical and retrieval helpers, and native decoder reference. These inputs enabled the new waveform packet comparison and exact source checks.

• usesAdding band correlations increased mean later log loss for rest and pre-response states in eight SEEG recordings

  This publication supplied the exact selected voltage buffers, source metadata, and numerical helpers. We checked 109 input files against its hashes. The buffers enabled a new comparison of band correlations with individual power.