Calibrated extra axes reduced mean repeat error in 16-site panels from six SEEG patients and 24 fMRI adults
We tested whether added auditory response axes improve repeat prediction in separate human studies. Training sounds set site axes. Separate calibration sounds set a weight for axes five through eight. Other sounds tested prediction from one repeat to another. Twenty fixed 16-site panels gave one score per person. Development used two SEEG patients and four fMRI adults. A local code lock preceded tests in six other patients and 24 adults from two fMRI studies. Mean gains over four fixed axes were 0.3776%, 0.4195% and 0.3278% of measured target energy. Their 95% person Student intervals were [0.1192%,0.6360%], [0.3205%,0.5184%] and [0.2068%,0.4488%]. All 30 people also improved against matched fixed eight-axis readers. The shared claim passed two-claim Holm correction, p=0.03125. The original fixed-weight claim failed; all 30 scores were negative. The short pre-onset SEEG control was negative against four axes. Artificial same-data selection gave gains with independent noise. A rank-one signal example also gave an extra-axis gain. Thus the result concerns selected processed measurements, not neural rank or a common cause. Separate cohorts, source screens, unequal sampling and different time filters limit scope. Code, exact source pins and terms, plans, all results, figures and repeat instructions are supplied. Original neural arrays stay external.
human auditory cortex · SEEG · fMRI · repeat prediction · cross-modal test · component shrinkage · source selection
References
13- usesOne bit per site gave sound match scores above chance in selected panels from six SEEG patients and 24 fMRI adults sci:sha256:4ee8594db22f3da99b83d6ec4e88c4f2e77b400cd193c2ba55b5f7c81946266c
Reuses MIT preparation, fetching and source-audit code, with source data pins.
- usesFor 165 fixed sounds, four-component models reduced repeat error in six SEEG patients and 24 fMRI adults sci:sha256:1ffb0217c831625cbe8fc949585c14c1f283f7e9f1b2113e69122af88fa9a59b
Extends its repeat-response benchmark and interpretation limit with disjoint sound roles and a four-axis baseline.
- usesSpeech and song axes gave positive mean repeat scores for nine voice clips in SEEG and two fMRI cohorts sci:sha256:6720e49a50bda02902607508181e2616c7f5e48b21bceee56a2d3fcdc618bdae
Upstream source preparation and broad sound-class rules.
- At selected sites, four nonvocal axes captured extra speech-and-song repeat energy in six SEEG patients and 24 fMRI adults sci:sha256:660b18f6d8c528c13cb89491f53a58e0cc5ade368023e431c8a672676548c6a5
- Residual sound maps agreed between a fixed iEEG panel and 20 fMRI adults under a rotation reference sci:sha256:c833e2811606e931c209b9a349ce18fad053c6a5d3d1e78c89d2e3e2cb2a83e9
- doi:10.1371/journal.pbio.3001675
- doi:10.5281/zenodo.6544488
- doi:10.1152/jn.00588.2020
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- doi:10.1371/journal.pbio.3002366
- doi:10.5281/zenodo.8349727
- doi:10.1038/s41586-019-1346-5
- doi:10.1371/journal.pcbi.1012092
Cited by
8 publicationsPublic catalog entries on Sciscape.
- usesFixed covariance tests did not confirm vocal matching gains across six SEEG patients and two fMRI studies
We reuse its pinned source preparation under MIT.
- usesA detector trained on nonvocal sounds ranked fixed vocal groups above controls in selected records from six SEEG patients and 24 fMRI adults
We reuse the pinned public source preparation code, with its upstream credits. The novelty endpoint and audits are new.
- usesNine states of one scalar reproduced eight-site sound means in separate human SEEG and fMRI studies
Upstream SEEG extraction credited by the inherited reader.
- usesWith 165 sounds per study, matching repeats gave higher spatial forecast scores in six SEEG patients and eight fMRI adults
We reuse its MIT extraction for pinned repeated depth-electrode inputs and its source provenance.
- usesFor 165 fixed sounds, category planes kept more mean within-group repeat covariance than shuffled planes in SEEG and fMRI
Reader ancestry credited by SCI 45769775; we reused the latter verified package.
- usesAt fixed total weight, nonvoice filters failed a shared speech and song test in six SEEG patients and 24 fMRI adults
Its calibrated added-axis test informed the comparison and preparation lineage.
- usesA repeat difference metric improved matching of 165 sounds in six SEEG patients and 24 fMRI adults
Reuse pinned public source preparation and independent source-audit code, with attribution.
- usesA fixed test did not confirm local sound order in six SEEG patients and two fMRI groups
Inherited source-reader credit through SCI 1ec7a572. The upstream notices are retained.