Reformulating a smart home system for the Indian context: Diu Island
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
In a fast urbanizing world, the Smart City concept driven by leading technologies can be a saviour to the many urban, environmental and economic issues among other problems being faced by governments and citizens. The smart city concept is discussed in conjunction with long explored urban and architectural theories of utopia and ideal city design. further expanding the conversation on the role of the home as a tool by which to live life, which has been understood as the current concept of Smart Homes (SH) and ambient assistive living (aal) systems. This paper focuses on a recently announced Smart city in India, Diu Island, which is the primary case study in the paper. Within the context of Diu Island, the issues faced by the elderly native population are investigated to propose a smart home living system that can help improve the quality of their daily lives. a hybrid approach is proposed that leverages edge and cloud computing paradigms to become self-powering, energy-efficient and reduces delays in aiding the elderly.
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 | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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 it