Human Building Interaction and Design for Climate Change
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
Climate change poses unique challenges and opportunities for the design of human-centered smart buildings. Developments in innovative programmable materials can address some of the challenges of creating passive buildings whilst cultivating more responsible human-climate relationships. Yet, their potential in the context of climate change remains relatively underexplored by the Human-Computer Interaction and Human Building Interaction research communities. This workshop invites proposals that rethink the design of physical human-data interactions in our built environment in the increasingly urgent context of climate change. The workshop will include opportunities to present and discuss participants’ research and design work, followed by a ‘mapping the research landscape’ exercise, and a video design-fiction prototyping session. The anticipated outcome of the workshop will be a new design agenda for HCI/HBI research in response to climate change, which will be of critical relevance to people designing and developing smart buildings, cities and urban infrastructures.
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.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.003 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it