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
This charming 1895 bungalow remodel in Colorado Springs focuses on honoring the historical Craftsman style while modernizing the space to suit Lydia's needs. A retired professor of Anthropology, Lydia enjoys hosting old colleagues and shares the home with her precious Labrador Retrievers. To enhance the kitchen’s functionality, we entirely reworked the layout, swapping the kitchen and office spaces. This change not only increased square footage but also created an open-concept design perfect for cooking and entertaining. Above the Fisher & Paykel range stovetop, a pot filler has been installed to easily fill pots with water, particularly helpful for large pots to prevent spills and reduce strain from lifting. Another standout feature is the Fisher & Paykel double DishDrawer dishwasher, offering two independent drawers for smaller loads and an ergonomic design that’s mindful of aging. The color palette combines cool wood tones with navy blue cabinetry, creating a stylish and functional atmosphere. In conclusion, this kitchen design blends practicality, elegance, and comfort, making it an ideal space for both daily use and entertaining. With a focus on layout, storage, and ease of use, it creates a seamless environment that caters to both practical needs and aesthetic desires.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.001 | 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