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cs_check() now accounts for prediction error shared by
all items of a family (the unseen family’s unknown effect, or the
estimation error of a seen family’s effect). predict()
returns this as sd_shared, estimated from the
cross-validation and leave-one-family-out residuals, and
cs_calibrate() carries it as prior_sd_shared.
Previously a family unseen in training was falsely flagged 3-7% of the
time at alpha = 0.01; it is now flagged at about the nominal rate. Seen
families, detection of drifted families and calibration accuracy are
unchanged. Calibrations without the new column behave exactly as
before.cs_predictor()).cs_calibrate()).cs_plan()).cs_check(), cs_distrust()).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.