the way my boss handles his men

CITM_4052409902ca · 1 source instrument · 1 surface variant

Normalized stem

the way my boss handles his men

Normalization rule (PRN-050): lowercase, strip non-word/space punctuation, collapse whitespace, trim. Used for fast dedup matching across the instrument corpus.

Normative benchmark

No normative benchmark yet for this item. Item-level norms require per-respondent response distributions; they populate from published norms where available and sharpen as anonymized, aggregated deployment responses are contributed (the benchmark flywheel).

Surface variants

The verbatim item text as it appeared in each source instrument. Cross-instrument variation is preserved here; the normalized form above is the dedup key.

  1. The way my boss handles his men

Appears in

Programmatic access: this row is also available via the registry REST surface at /api/v1/items/CITM_4052409902ca and via the MCP gateway as principia.items.lookup.