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This fixes the fixed-effect covariance calculation for taxa with missing observations. In ANCOM-BC2, the default
pseudo = 0treats zero counts as missing on the log scale, so this can also affect count tables without anyNAs in the original data.Previously, missing contributions were replaced with
0.1, and the covariance used the full design rather than the observations actually fitted for each taxon. The fix uses those observations consistently and keepsNAuncertainty for non-estimable coefficients. The shared helper affects both ANCOM-BC and ANCOM-BC2; mixed-model code is unchanged.I checked the covariance against
sandwich::vcovHC(type = "HC0")and verified consistency under reference reversal and covariate rescaling. All existing tests pass after updating two expected values.Related to #338 and #339.