I “Like” Design: Participatory Web Sites and Design Lessons for the Masses
Bibliographic record
Abstract
In North America, published advice literature and design-based television and radio programming served as prominent vehicles for communicating lessons about what or what not to do when making their own interior design decisions to the general public in the twentieth century. This passive approach to teaching the lessons of design has been supplemented in recent years by a more interactive model: the participatory web site. This research is a qualitative analysis of social media platforms, independent web sites and blogs that monitor and promote new contemporary works from around the world and this paper focuses on the content of four: designsponge.com, apartmenttherapy.com, clippings.com, and houzz.com. By providing platforms that use imagery and text as persuasive devices to promote new designs, such sources present the qualities of “good design” to be potentially absorbed by the general public. By linking site readers to design professionals or by addressing direct inquiries about solutions to design problems, today’s participatory sites enable non-designers to envision improvements to their own environments. The invitation to comment on designed products and spaces provides a valuable vehicle for formulating and sharing critical perspectives on the qualities of design that matter most to those who participate.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".