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A fixed test did not confirm shared concavity of load responses in EEG and fNIRS from 20 reserved participants

We tested whether a workload measure calibrated at 0-back and 2-back follows a straight line at 3-back. Public simultaneous EEG and fNIRS data supplied two distinct signals in the same people. Six people supplied development. A local code lock preceded tests in 20 reserved people. EEG used posterior alpha suppression. fNIRS used frontal oxygenated-haemoglobin change. Each person model adjusted session and block order. Curvature was A3-1.5*A2+0.5*A0, in person block-SD units. Mean EEG and fNIRS curvatures were -0.343 and 0.03491, with 95% person t intervals [-0.5563 to -0.1298] and [-0.2851 to 0.355]. A shared claim also required positive 2-back-minus-0-back responses in both signals. The fixed rule failed, p=1. All controls and failures remain, including a previous-load check and the initial failed EEG quality rule. Two behavior folders had different internal person IDs and were excluded from that check. Exploratory different-session person agreement was -0.03835, with bootstrap range [-0.2202,0.1444]. A curve below a straight line does not prove a flat response or a memory limit. One study, paired people, different sensors, eye signals, scalp blood flow, task rules and carryover limit scope. No common neural cause or separate-study transfer is established. The package gives new block results, source pins and terms, all statistics, figures, code and repeat instructions. Original neural arrays remain external.

working memory · n-back · EEG · fNIRS · calibration · concavity · replication

Admitted 2 citing publications

References

5
  1. supportsdoi:10.1093/cercor/9.1.20

    Prior work on nonlinear load responses; it does not supply data to this analysis.

  2. supportsdoi:10.1038/s41598-022-10044-y

    Prior simultaneous EEG/fNIRS workload and plateau evidence; no claim of a first saturation discovery.

  3. usesdoi:10.14279/depositonce-5830.2

    Source human EEG/fNIRS and behavior data; author mirror member pins define the exact files used.

  4. usesdoi:10.1038/sdata.2018.3

    Source acquisition, task, marker and channel documentation.

  5. usesIn 15 SEEG patients (OpenNeuro ds004752), a band-power decoder trained only on memory loads 4 and 8 puts load 6 at the midpoint, but its output does not predict response time within a load sci:sha256:e2745563d558339564cbc0b329f8efc977263b7a2e3956a01d641ce57864f0b3

    Motivates testing numerical load scales directly. Its data and code are not reused.

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