Two references gave 33 stable beta loss labels each and shared 21 under a 1 dB rule in OpenNeuro ds004473, version 1.0.2

1. usesBehavior synchronization samples match fixation in all 2,059 synchronized trials of OpenNeuro ds004473 version 1.0.2 sci:sha256:244746b16ad09014610f258b7c2b4badae2cedd0063ef2714fbe848df0b70aa1

   This metadata audit informed the limit on the source correct-label sensitivity check. The primary voltage analysis used all valid response trials.

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

   This study analyzed SEEG recordings and task metadata from OpenNeuro ds004473 version 1.0.2.

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

Public catalog entries on Sciscape.

• usesBeta power before the go cue did not improve later ridge RT prediction beyond context in eight ds004473 patients

  Its signal and event rules selected the offline sample. The package preserves its selection code and trial audits through the cited prior prediction study.

• usesBeta power before fixation did not improve nested ridge prediction of log reaction time in eight ds004473 patients

  We used its trial power arrays, contact pairs, source masks, event audits, raw feature code, and byte range manifests. These inputs enabled a new test of reaction time prediction. We verified all source package hashes. We reproduced one raw trial with independent tools and all sub-1 features from fresh source byte ranges.

• usesA fixed beta power model gave 48.2 percent balanced accuracy for key choice on later trials in eight patients in ds004473 v1.0.2

  This publication supplied the eight trial power archives, source metadata, raw range hashes, and retrieval code. The new study used these fixed inputs to test key choice on later trials.

• usesMean response beta change is negative after mean waveform removal in the next instruction epoch at sites selected with early trials in eight SEEG recordings

  The study uses the unchanged ds004473 source quality mask, power arrays, pair definitions, pinned metadata, range hashes, and original reader code. New Fourier coefficients match its baseline and response powers.

• usesBeta power before fixation raised mean ridge prediction error by 5.1 percent in blocked tests of eight SEEG participants from ds004473 v1.0.2

  We used its archived trial beta power arrays, source behavior metadata, trial audits, extraction code, byte range manifests, and raw fixture. These files enabled the new response time prediction benchmark and source checks.

• usesLate-to-pre beta change maps had positive early and late trial agreement in seven of eight SEEG recordings

  Reuses its trial power arrays, trial audits, pair tables, source metadata, range manifests, and MIT-licensed extraction code. Fresh pinned source ranges rebuilt all input files exactly.

• usesSelection of about 10 percent of bipolar pairs on 60 trials gave a mean adjusted beta gap of 0.47 dB in eight SEEG recordings

  This study used the saved trial powers, contact and trial audits, raw fixture, and source retrieval code. They enabled a new benchmark of beta pair selection and estimation on separate trials.

• usesPairs selected by early beta loss showed a mean change of -0.807 dB in the next instruction block of eight SEEG recordings

  This source provides the bipolar powers, trial audits, pair tables, metadata, and pinned range retrieval code. We preserved its complete package and reproduced every power array from fresh source ranges. These inputs enabled the test across consecutive instruction blocks.

• usesIn eight SEEG patients, long pre-cue 20 Hz power events occupied 14.59% of bins compared with 14.67% in phase controls

  We used its offline trial and pair selection rules and audits through the direct parent. We preserved their code and audit tables.

• usesBeta power before the go cue did not improve later ridge RT prediction beyond context in eight ds004473 patients

  Its signal and event rules selected the offline sample. The package preserves its selection code and trial audits through the cited prior prediction study.

• usesSelected sites in eight SEEG patients showed mean beta recovery without a detected rise above baseline, assuming independent patients and symmetric null effects

  Use its unchanged powers, extractor, trial audits, pair tables, source metadata, and range hashes. These files support separate-trial tests and raw source checks.

• usesMean later log RT squared error reduction was -0.332 percent with added 20 Hz burst features in eight SEEG patients

  Its signal and event rules selected the offline sample. We preserved its selection code and audits through the direct parent.

• usesMean beta effect rank agreement was 0.599 with task-cell time splits and 0.585 with random splits in eight SEEG recordings

  We used its trial power arrays, source extraction code, trial and pair audits, BIDS metadata, byte range hashes, and raw fixture. These files enabled the matched trial-split benchmark and source-data checks.

• usesA fixed ridge test did not detect a mean AUROC gain from trial baseline division in eight SEEG recordings from ds004473 version 1.0.2

  This publication supplied all eight trial power arrays, trial and pair audits, extraction code, pinned source metadata, and range hashes. They enabled the new direction decoding test and independent selected raw checks.

• usesA fixed spectral line model gave a mean later beta residual change of -0.115 dB at selected SEEG pairs in eight patients

  This work supplied pinned EDF byte ranges, hashes, source metadata, quality labels, and adjacent pair rules. We read the raw ranges again and checked every used range hash.

• usesTrial averaging order changed 45 stable beta labels under a 1 dB rule in eight ds004473 SEEG recordings

  Use its unchanged bipolar trial power archives, contact pairs, metadata, extraction code, and range hashes. These inputs keep signal extraction fixed during the comparison of averaging orders.

• usesUnder independent, symmetric patient differences, a test detected no beta AUC gain over baseline across conditions in eight SEEG patients

  We used its trial beta powers, trial audits, pair identities, source metadata, and raw retrieval records. These inputs supported the response-key transfer test. We checked all 155 archived files. We independently rebuilt baseline and response powers for one trial per patient.

• usesBeta power change had a mean adjusted correlation of 0.004 with reaction time at selected bipolar SEEG pairs in eight participants from ds004473 version 1.0.2

  This publication supplied all eight trial beta power datasets, source metadata, trial rules, pair tables, raw fixtures, and the fixed raw extraction recipe. We verified its full file manifest and rebuilt all eight power datasets from fresh source ranges.