It’s the little things that matter：A ready-to-assemble SMARTKIT to help people organize consumables at home by hacking furnishings through a do-it-yourself approach
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Democratization is broadly applied in material design and technology innovation, but little is known about democratic design in the digital context. Inspired by the practice of enchanted objects, this paper applies user-centered design as the primary research methodology to investigate what kind of democratic digital solutions might help Millennial-aged consumers streamline their home routines. SMARTKIT is a hacking toolkit created to allow individuals with little hacking ability to enchant the ordinary functionality of home furnishings and endow them with new capabilities which provide personal and social services that monitor and manage home consumables. By adding easy and affordable DIY enchantment, the democratically-designed SMARTKIT will help empower users to design the future of their homes in an accessible and affordable way that fulfills the unique requirements of each user. \nSMARTKIT makes the little things matter.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.008 | 0.001 |
| Scholarly communication | 0.003 | 0.006 |
| Open science | 0.013 | 0.004 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it