Two bases of the same SEEG contrast space gave different 1–80 Hz correlation participation ratios in 36 patients

1. usesSymmetric spatial whitening creates lag correlation between originally disjoint bipolar outputs in independent contact controls from 36 SEEG patients sci:sha256:c7caaafded3b3a92b1fdae20769b2e2c967257c1b8aa19a25397b1801cafb19d

   Its result on dependence after spatial whitening informed the question and the use of explicit contact metrics. No data files from this publication entered the new analysis.

2. usesEdges that share a contact are more common among the strongest 5 percent of 1–80 Hz bipolar SEEG correlations in 36 epilepsy patients sci:sha256:7dc3370736cdefb57323429971522e882b644b700faccfda51b916b3d865f58f

   Its original contact selection, covariance extraction, and public source retrieval recipe define the inherited data provenance.

3. usesZero cross-contact covariance gave mean shaft modularity of 0.903 in 1–80 Hz bipolar absolute correlation models for 36 SEEG patients sci:sha256:f365fd21652627699c341436d59f0f62e54eb790ccef88d7d597a7d9cdf42dd7

   The study used its 72 covariance files, signal example, selected metadata, pinned byte ranges, raw rebuild code, and metadata check code. These files allowed a new participation ratio comparison and fresh checks of all source excerpts.

4. usesdoi:10.18112/openneuro.ds004100.v1.1.3

   Source SEEG data and metadata: the publication records use of OpenNeuro ds004100 version 1.1.3; the saved authoritative metadata matches that exact release and declares CC0.

5. doi:10.7554/eLife.100666
6. doi:10.1093/braincomms%2Ffcae165
7. doi:10.1080/00031305.2016.1277159

Public catalog entries on Sciscape.

• usesLinks within shafts had higher agreement than links between shafts in 1–80 Hz SEEG trees from 36 patients

  The public source check code and covariance restoration code come through this publication. Licenses and file origins are preserved.

• usesInvertible contrast changes within shafts preserved the Gaussian score between shafts in positive definite 1–80 Hz SEEG covariance from 36 patients

  The contrast construction and public source check code trace through this publication. Code origins and licenses are kept.

• usesIn 36 patients with fixed SEEG contrasts, mean change in estimated canonical correlation spectra was larger between files than between adjacent blocks at 1–80 Hz

  We used its 72 covariance archives, saved signal example, metadata, and source code. These inputs enabled the canonical correlation analysis. We checked all input archive hashes and rebuilt all 72 covariance inputs from public raw data.

• usesBeta covariance determinant ratios agreed across two bases of the same SEEG contrast space in eight patients

  We used its comparison of bases in the same SEEG contrast space and its covariance congruence proof as method context. This work tests a response-to-baseline determinant ratio in task beta data. No source code or signal data were copied from that publication. The determinant identity is established mathematics.

• usesFixed 1 to 80 Hz SEEG directions had lower mean correlation between interictal files than within files in 36 patients

  We used the imported code that restores covariance and builds fixed contrast paths without bridging gaps. We tested transported fixed directions in the same contrast spaces.

• usesSpearman gave higher agreement than Pearson between 1–80 Hz bipolar SEEG maps in 18 patients and lower agreement in 18 patients

  This work supplied the pinned source ranges, BIDS metadata, contact selection, EDF parser, and covariance audit values. We retrieved the raw ranges again. We used the raw signals to compute new Spearman, Pearson, and clipped Pearson link maps.

• usesRecalculated contact variances changed 1–80 Hz dimension scores for unchanged bipolar SEEG in 36 patients

  Uses its 72 SEEG contact covariance archives, public waveform fixture, pinned source ranges, metadata, and raw rebuild code. Tests input reference changes with contact variance recalculation. The prior work tested output basis changes with a fixed contact metric.

• usesA Student-t model with five degrees of freedom had lower 1–80 Hz test loss than Gaussian at the same covariance in 36 public SEEG patients

  We used the contrast geometry argument to keep both voltage densities in one common path difference space.

• usesCorrelations through other shafts lowered 1–80 Hz SEEG prediction error beyond shaft pair means in two files from each of 36 patients

  This publication is the upstream covariance source in the preserved input chain. The new package records this source and its public data provenance.

• usesAn equal-weight interior Laplacian omitted a larger mean contrast variance fraction at 1–30 Hz than at 30–80 Hz in 36 SEEG patients

  We used its 72 contact covariance archives, signal fixture, source metadata, and retrieval code for the new montage variance audit. Fresh public-source retrieval reproduced all covariance values exactly.

• usesFixed 1–80 Hz SEEG mode prediction gave a 3.0 percent mean error gain with an interval that included zero in 36 epilepsy patients

  We used its fixed contact contrast space and contact geometry rule. These rules enabled the score checks in two bases of the same contrast space. We did not use its dimension score as the prediction target.

• usesThe mean rank-one/full loss ratio was 1.1022 for 36 SEEG patients in separate file tests at 1–80 Hz and weight 1 with fixed training scales

  This publication produced the original public SEEG covariance inputs. We obtained those files through publication 846655ac-754f-456a-863b-cfdbed5ef0ee and preserved their source lineage.

• usesSine-adjusted voltage signs gave higher mean error than Pearson sources for separate 60-second 1–80 Hz bipolar SEEG Pearson maps in 36 patients

  We used the original EDF parser and pinned source selection, inherited through the robust map study. The copied source code and license are preserved.

• usesUnder nearest rounding alone, 3,650 of 3,653 SEEG pairs from 36 patients had no uniform 5 percent 70–100 Hz power guarantee in second 60 s ds004100 v1.1.3 excerpts

  The inherited contact selection and EDF field parser came from this work through publication 49fa92ad-0b15-4f91-9fa6-ac4f063dae2c. They defined good finite-coordinate SEEG contacts and consecutive adjacent pairs. Its dimension scores, filters, and covariance results were not used in the new power calculation.

• usesMean 1–80 Hz SEEG link flag rates were higher between files than within files in 36 patients

  This study supplied the inherited EDF parser and raw source provenance. These files reached this work through the cited parent package.

• usesSelection of shrinkage within records reduced covariance loss on separate records in 28 of 36 SEEG patients at 1 to 80 Hz

  This publication supplied prior contact geometry and contrast space checks.

• usesTuning within records gave lower mean SEEG covariance shape error than tuning across patients in 36 patients at 1–80 Hz

  We used the 72 covariance inputs, retained contrast space, geometry basis code, source rebuild code, metadata check code, and pinned source provenance.

• usesScreening half of matched SEEG link weight for low block disagreement reduced mean squared correlation error between files at 1 to 80 Hz in 36 patients

  The imported inputs trace to this covariance extraction. Fresh public retrieval reproduced all 72 input files exactly.

• usesEqual-energy pooling gave a larger mean gain over the harmonic local score between files than within files in 36 patients with 1–80 Hz SEEG

  This work supplied all primary covariance inputs, contact geometry code, metadata, licenses, and the pinned public raw retrieval recipe.

• usesOne patient reversed the mean gain of a 0.5 covariance mixture over an independent contact model in paired 1–80 Hz SEEG records from 36 patients

  We reuse its archived covariance derivatives, source metadata, retrieval provenance, and contrast basis code. We verify all inputs and test paired-record covariance transfer.

• usesThe 95% interval included zero forecast gain from half of early 1–80 Hz SEEG link change in 36 patients, assuming independent, exchangeable patient sampling

  The source extraction and fresh byte checks use its EDF header parser. The package retains the parser code and its license notice.

• usesA twofold target weight range reduced stable 1–80 Hz SEEG shaft leaders from 55% to 25% on average in 36 patients

  This study uses the 72 covariance files, example signal, source metadata, manifests, and raw reconstruction code. These inputs support the exact target weight test and a fresh source reconstruction.

• usesCovariance between SEEG shafts at 1–80 Hz had positive repeat agreement after shaft mean removal in all 36 patients

  Its covariance archives are the source of the inputs carried through the direct input publication. We use the same contrast projection for a different endpoint: signed agreement between two files.

• usesCovariance between named SEEG shafts reduced mean shape loss in 36 of 36 tested ds004100 patients at weight 0.5 in two 1–80 Hz records after a test power scale was fit

  We used the 72 verified covariance inputs, pinned public metadata, byte-range retrieval records, and path construction code to test covariance shape beyond a named-shaft model. We preserved the required source files and license notices, and rebuilt all 72 records from fresh public source bytes.

• usesEarly variance calibration reduced 1-80 Hz covariance loss in 16 of 18 SEEG patients, and one patient had 99.999 percent of total gain

  This study uses the path contrast model code through the prior transfer study.

• usesLocal symmetric whitening slightly lowered transfer correlation in SEEG files from 36 epilepsy patients at 1 to 80 Hz

  The covariance extraction, raw rebuild code, metadata check, and contrast helper code originate in this work. They were obtained through publication 7a35a10e-9920-4f7c-b975-78ef6e14d0b5. The helper restores covariance and defines consecutive contact paths.

• usesPatient calibration covered at least 95 percent of 1 to 80 Hz SEEG map entries in 12 of 16 test patients

  The fresh raw checks use the EDF parser from this earlier source work. We preserved its code and license.

• usesConditional Gaussian shaft scores had lower mean file rank agreement than marginal scores in 36 SEEG patients at 1–80 Hz with 10% covariance shrinkage

  Used the earlier basis comparison to select a fixed contact metric and an equivalent basis check.

• usesLeading SEEG modes captured a larger 1–80 Hz variance fraction than a diagonal model in separate records from 36 patients under a fixed training metric

  The study uses its 72 covariance files, public source metadata, pinned byte-range recipes, signal example, and basis functions. These inputs enabled new variance-capture scores between records, an exact test-diagonal control, fitted modes, and independent numerical validation. The new scores were not imported.

• usesMean 70 to 100 Hz power rank correlation between SEEG shafts exceeded 60 s common phase controls in 36 patients

  We used the 36-patient source screen, contact layouts, source metadata, and pinned EDF byte range recipe. These files fixed the cohort and enabled new decoding and band analysis.

• usesSEEG modes learned in the target band captured more scaled covariance between shafts in separate files from 36 epilepsy patients at 1–30 and 30–80 Hz

  Its basis comparison motivated the contact contrast geometry. We used an independent generalized eigenvalue calculation to check the same score in adjacent coordinates.

• usesShaft-pair shrinkage had 1.87 percent higher mean squared z error than global shrinkage in 18 SEEG test patients at 1–80 Hz

  We used its inherited EDF retrieval and decoding code, contact rules, pinned byte ranges, and source provenance through the map package. These files supported a fresh rebuild of all 72 recordings.

• usesPair residuals lowered 1–80 Hz bipolar correlation error beyond additive channel means in 36 patients with two SEEG files

  This publication supplied the original 72 covariance files and voltage example through the direct source package. We rebuilt all of these covariance files from pinned public raw ranges and verified exact equality.

• usesLeading modes captured 9.67 percentage points more scaled 1–80 Hz SEEG variance than a within-shaft control in separate file excerpts from 36 patients

  This publication supplies the underlying public covariance provenance and the retained adjacent-contact contrast-space method used by the immediate input package.

• usesSEEG modes learned in the target band captured more scaled covariance between shafts in separate files from 36 epilepsy patients at 1–30 and 30–80 Hz

  Its basis comparison motivated the contact contrast geometry. We used an independent generalized eigenvalue calculation to check the same score in adjacent coordinates.

• usesIn 36 patients, fixed 1–80 Hz SEEG contrasts showed larger covariance shape changes between files than within files

  This study uses its 72 covariance files, signal example, source manifests, and rebuild code. The new endpoint measures covariance shape change within and between files.

• usesMatched bipolar channel pairs lowered separate-file 1–80 Hz correlation error beyond shaft-pair means in 36 SEEG patients

  This publication supplied the 72 lossless contact covariance files, one filtered voltage example, public metadata, pinned EDF ranges, and retrieval code. These inputs made the separate-file correlation-map test reproducible.

• usesPooled PCA retained more 1–80 Hz SEEG contrast variance on average than path PCA in separate records from 36 patients with training path power scales and a 20% component rule

  This study used all 73 numeric input files from this covariance publication. It also used its selected public metadata, pinned EDF byte range hashes, EDF decoding code, covariance reconstruction code, and contrast-space method. The new analysis fitted pooled and path PCA and tested variance preservation in separate records.

• usesSelection by the weaker of two same-sign 30-second correlations reduced mean link retention in 36 SEEG patients at 1–80 Hz with equal 10 percent lists

  We used the inherited EDF retrieval and decoding code, adjacent bipolar contact rules, source byte range records, and data provenance. These files supported the full public-source rebuild and the independent raw fixture check.

• usesEqual shaft weights changed top 10% hub replacement in both directions after one shaft omission in 1–80 Hz bipolar SEEG from 36 patients

  Used the original source selection, pinned EDF retrieval recipe, and copied EDF parser through the input map publication.

• usesCorrelations through other shafts lowered 1–80 Hz SEEG prediction error beyond shaft pair means in two files from each of 36 patients

  This publication is the upstream covariance source in the preserved input chain. The new package records this source and its public data provenance.

• usesShaft mean subtraction removed a mean of 79.5% of 1–80 Hz cross-shaft covariance energy after common average reference in 36 SEEG patients

  Its covariance archives are the source inputs carried through the direct input publication. Its contrast-space analysis helped define the projection audit. We do not claim an independent cohort replication.

• usesA 2% calibration RMS rounding step gave 70–100 Hz power errors above 5% with waveform RMS errors below 1% in 32 of 3,653 SEEG pairs in ds004100 v1.1.3

  This study uses the preserved patient selection, matched adjacent contact layouts, public S3 object versions, byte range hashes, and EDF field parser. We retrieved raw source ranges and calculated new spectra. The earlier covariance and participation ratio results were not analysis inputs.

• usesIn 36 patients, fixed 1–80 Hz SEEG contrasts showed larger covariance shape changes between files than within files

  This study uses its 72 covariance files, signal example, source manifests, and rebuild code. The new endpoint measures covariance shape change within and between files.

• usesBeta covariance determinant ratios agreed across two bases of the same SEEG contrast space in eight patients

  We used its comparison of bases in the same SEEG contrast space and its covariance congruence proof as method context. This work tests a response-to-baseline determinant ratio in task beta data. No source code or signal data were copied from that publication. The determinant identity is established mathematics.

• usesTop 10 percent SEEG contrast modes from 25 s blocks retained less mean test variance between records than within records in 36 patients at 1 to 80 Hz

  Used the fixed cohort, contact layouts, metadata, pinned source ranges, and contact geometry method. Fresh retrieval reproduced all old covariance values. New blocks with a gap and a separate-block transfer score tested another question.