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With a dozen+ models the 95% CI crosses overlap into noise. Remove the whiskers from plot_value_map (clean red dots) and instead write a widest-first CI table (wvs_model_ci.md) next to the figure. The table also documents that the wide CIs are item-disagreement (a model rating different WVS items inconsistently on an axis), which more samples will not shrink -- not sampling noise. Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>