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Questions and Discussion

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Comparative word embeddings are computed from public corpora like Wikipedia, NYT, WSJ, BBC and tracked over 22 time points to measure covariance and similarity; analysis finds a few abrupt shifts (about five notable change points) but no causal claim, only post‑hoc matching to historical events. Validation uses citizen‑science surveys and Census metadata; recommendations include automated flag flawed categories in legacy datasets and noting that the Human Cell Atlas lacks donor‑sampling transparency for downstream fairness work.

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