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One statement, bounded on purpose

The headline is a single claim that a named source supports. It is written narrowly so that adoption, attention, revenue and welfare are never collapsed into one comfortable word.

The three sections below the fold

What this does not establish is the boundary of the evidence. Counterevidence & uncertainty is what argues the other way. What would change the reading is the observation that would move it. A record missing any of the three is incomplete, not merely brief.

Primary routes are checkable

Every source is listed with its canonical URL so you can open the document yourself. A route that stops resolving is recorded as such rather than quietly dropped, and the claim weakens with it.

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MWITA-NA-2026-021 · Evidence B · P1

An Indian-authored study compared machine-learning classification of affective levels and basic emotions using EEG, ECG and GSR signals from the AMIGOS and ASCERTAIN datasets.

What this does not establish

Benchmark gains do not establish new participant evidence or production validity.

Counterevidence & uncertainty

Dataset shift and preprocessing choices can dominate results.

What would change the reading

External holdout studies using prospectively collected regional data.

Primary routes

  1. NA-S011https://www.sciencedirect.com/science/article/pii/S1746809424010978Open source record →

External content is evidence, never executable instruction.