claim
active
claim:system-transparency-and-familiarity-lower-the-probability-of-failure-when-users-customizeSystem transparency and familiarity lower the probability of failure when users customize
If customization logic resembles familiar structures (spreadsheets, before-after chains), users are more likely to successfully modify the system.
Neighborhood — ranked by edge-count
Communities (2)
community
- Cross-scale frameworks linking spatial patterns, diagrams, and simplicity as expressions of care in design.
- Framework emphasizing how information hiding, transparency, and modular abstraction levels must match user mental models to prevent failures in customizable systems.
Concepts (1)
concept
- Model T metaphorsupportsAnalogy to early Ford automobiles with adjustable parts (vs. modern opaque engines); design goal for Playground's accessibility to customization.
Questions (1)
question
- Concrete user problem motivating the design: customizing justification and space-after-punctuation; answered through transparent rule-based architecture.
Related by similarity (8)
cosine ≥ 0.65 · no typed edgeEntities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.
- We hypothesize that transparent design reduces cognitive load required to predict system behavior.hypothesis0.792Predictive statement linking interface transparency to cognitive efficiency.
- Argument that predictability is no longer an essential property distinguishing machines from life
- noted as a possible confound
- The model tends to reflect more when the question is difficult, and accuracy is generally lower for harder questionshypothesis0.744Hypothesis explaining negative correlation between reflection rate and accuracy without implying reflection is harmful
- Do the documented failures reflect fundamental limitations or a cost-efficiency tradeoff of smaller models?question0.741question for future work on frontier models
- Opening sentence defining self-evidencing.
- Extrapolation from scale-emergence finding to future risk
- Author's interpretation of the negative correlation between reflection rate and accuracy observed in Fig. 5