California F Scale - Form 40-45
“[Nobody ever learned anything really important except through suffering.]”
nobody ever learned anything really important except through suffering
CITM_427ad952dbc0 · 1 source instrument · 1 surface variant
Normalized stem
nobody ever learned anything really important except through suffering
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.
- [Nobody ever learned anything really important except through suffering.]
Appears in
Programmatic access: this row is also available via the registry REST surface at /api/v1/items/CITM_427ad952dbc0 and via the MCP gateway as principia.items.lookup.