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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.
Health stats visible at Monitor.