Principia

Principia CC — Resilience

Principia (generated) · 2026 · Resilience — capacity to recover, adapt, and grow through adversity

Principia CC Instrument · license CC0-1.0 · calibration pending
L1-generated (PRN-157): LLM-authored from construct + design rules + public-domain exemplars; passed the item-quality linter (≥B) + anti-derivative novelty gate. NOT yet empirically calibrated (PRN-158). Design-quality gated, not yet empirically validated — reliability and validity are earned from data. Pilot it via POST /api/v1/methods/item-calibration to calibrate.

Anatomy

Principia CC— ResilienceI bounce back quickly after fac…I find it hard to move on after…I learn valuable lessons from c…I often feel overwhelmed by tou…I adapt my plans when things do…Resiliencecontainsmeasuresitems
Fig. Principia CC — Resilience → its items → the construct(s) they measure. Click a construct to follow it.

Measures this construct

Items

Each item shows its design grade (item-quality linter) and keying. Discrimination/difficulty appear once the instrument is calibrated on pilot data.

  1. I bounce back quickly after facing difficulties. grade A (positive-keyed)
  2. I find it hard to move on after setbacks. grade A (reverse-keyed)
  3. I learn valuable lessons from challenging experiences. grade A (positive-keyed)
  4. I often feel overwhelmed by tough situations. grade B (reverse-keyed)
  5. I adapt my plans when things don’t go as expected. grade A (positive-keyed)
  6. I struggle to cope with unexpected changes. grade A (reverse-keyed)
  7. I feel stronger after overcoming a challenge. grade A (positive-keyed)
  8. I often doubt my ability to handle stress. grade A (reverse-keyed)
  9. I stay focused on my goals even when times are tough. grade A (positive-keyed)
  10. I avoid facing problems instead of dealing with them. grade A (reverse-keyed)

Reliability & validity

Reliability
Not recorded
Validity
Not recorded

Items measuring this instrument

No canonical survey items linked to this instrument yet. Item-level dedup (PRN-050) derives canonical items from instruments that carry sample_items[]; coverage fills as the curator enriches instrument rows with item text.

Cited in

Citation linkage pending — no citations carry an explicit linked_entities.instruments reference to this row yet. See the general citation search for keyword matches.