For two fixed sound panels, rank readers ordered speech above animal sounds and animal sounds above controls on average in iEEG and fMRI
We tested whether readers trained on human voices without speech place animal sounds between speech and other sounds. Separate public human studies supplied signed intracranial EEG and BOLD fMRI responses. Development used four people per modality. A fixed test used 20 other patients and 16 other adults. The primary input kept only response order across auditory sites. All speech, animals and about half of each source control class stayed outside fitting and tuning. Mean animal-versus-control AUC was 0.57609 in iEEG and 0.92272 in fMRI. Their 95% person t intervals were 0.54048–0.61170 and 0.89245–0.95298. Mean speech-versus-animal AUC was 0.73640 and 0.92243. The shared test required mean, person-sign and common test-label evidence for both boundaries in each modality. It passed correction for two planned claims, Holm p=0.021. The alternative order failed. Both observed boundaries were positive in 13/20 patients and 15/16 adults. Swapped control halves and five-site panel means retained positive estimates. An early electrical window, small early-area subsets and an electrical music-only control were uncertain. A crossed person-and-test-clip range for the electrical lower boundary was 0.50071–0.65131. Acoustic readers gave mixed results. A one-scalar model also gave the full order, so rank success does not count neural sources. These are new endpoint tests in reused cohorts and fixed panels. Clinical coverage, unequal clips, source site selection and measurement filters limit scope. No abstract voice code, common neural cause or causal effect is established. The package gives code, permitted inputs, exact source versions and terms, all outcomes, figures, audits and repeat instructions.
human neuroscience · intracranial EEG · fMRI · auditory cortex · voice perception · animal sounds · rank features · cross-modal generalization · independent controls
References
9- usesSite ranks gave mean speech versus animal AUC above 0.5 after training without speech in 20 iEEG patients and 20 fMRI adults sci:sha256:a5ef832c05cfd2fb1316e3336a3b3fbb4edfebf33108f70c527b561553e3cff7
We reuse its licensed compact electrical data, source readers, extraction receipts and class-balanced ridge method. We test a new lower boundary against independent control sounds.
- A clip correction reduced mean area estimates for three sound groups in 20 iEEG patients and 16 fMRI adults; fixed tests failed sci:sha256:39a733bcbd86628b8abdb96ef1022f9311812bbe21c519cb70b85f7c3ae3bfc7
Its three-class mean-area test informs the scope. The present pairwise ordering endpoint differs from area.
- usesdoi:10.5281/zenodo.20599001
Fixed human electrical dataset, version 1.1, CC BY 4.0.
- usesdoi:10.1016/j.cub.2026.07.063
Human iEEG source study and context for graded voice cues.
- usesdoi:10.1152/jn.00588.2020
Independent human fMRI source cohort B2021.
- usesdoi:10.1371/journal.pbio.3002366
Fixed author BOLD derivative archive; original source arrays stay external.
- usesdoi:10.1016/j.cub.2022.01.069
Fixed natural-sound naming and acoustic feature sources.
- doi:10.1038/35002078
- doi:10.1016/j.neuroimage.2004.09.019
Cited by
7 publicationsPublic catalog entries on Sciscape.
- Fixed speech–music readers did not confirm shared animal sound ranking in 20 iEEG patients and 16 fMRI adults
This related positive animal-order study was first found in the final post-result catalog check. It uses a different training contrast and rank reader. We discuss its scope without changing any analysis.
- usesAt an 80% target, limits set with other sounds gave lower mean coverage for voices in 20 iEEG patients and 24 fMRI adults
Credit for the original licensed derivative and source access code.
- A shared sound-order test failed in 20 iEEG patients and 16 fMRI adults; common-average reference can create a perfect reversal from one monotone drive
A scalar-model limit for an ordered auditory readout motivated a stricter response-order test.
- usesA four-class area test failed its shared rule in 20 iEEG patients and 16 fMRI adults
We reuse permitted compact electrical inputs, source provenance and MIT retrieval code, with attribution.
- usesAfter calibration to unrelated sounds, speech patterns had greater pair agreement than other voices and animal sounds in human iEEG and two fMRI cohorts
We reuse its licensed patient-labelled electrical derivative, source labels, source extraction code and fixed source pins. Its decoder ordering result motivates a different within-class geometry test.
- Fixed speech/song readers kept minimum AUC above 0.5 after one positive and six negative score replacements in six SEEG patients and 16 fMRI adults
- usesAcoustic models fit to other sound classes predicted music response patterns in 20 iEEG patients and 24 fMRI adults
Original licensed electrical extraction and derivative, credited through verified SCI 1d8b9524.