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This workflow adds three conservative measurement-accountability diagnostics.
pupil_latency_sensitivity() compares a
sustained-threshold onset, maximum-slope tangent onset, and piecewise
breakpoint. Report estimator spread and the
latency_resolvability assessment rather than treating one
latency as hardware- or algorithm-independent.
event_marker_qc() evaluates corroborating channel
offsets and returns confirmed, plausible,
ambiguous, or implausible, plus a consensus
offset and uncertainty. It is explicitly not a
clock-synchronization or drift-correction routine; use the existing
timebase/synchronization tools for that layer.
validation_ladder() separates acquisition QC, analytical
QC, construct checking, within-person evidence, and held-out-person
generalization. A generalization claim cannot be marked supported unless
held-out-person validation passes.
The implementation is independent and transparent. Methodological motivation includes DOI 10.1038/s41598-026-68921-9, DOI 10.3389/fnrgo.2026.1911259, and DOI 10.1007/s12028-026-02637-6.
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
Health stats visible at Monitor.