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 the Company of Trees” article describes a collaborative project that was undertaken by two first-year Fine Arts program students who have a passion for art and for nature. More specifically, they have an intuitive connection with trees; hence, the name “Tree Installation.” The article focuses on the research techniques artists use when creating a piece, and demonstrates how the application of such techniques combines and employs both artistic and academic knowledge to inform a creative project. The article discusses the research techniques used when the artists decided on what type of installation to create, what shape it would take, what its dimensions would be, and what materials would be selected and used. A discussion regarding creativity and spontaneity that is essential to art is also included. Also discussed throughout the article is the concept that some research that artists do while creating a piece of art, whether it be an installation, painting or sculpture, is done instinctively rather than overtly as the art work is evolving. Considerable effective research is done through experimentation and the “Tree Installation” embodies this method. The “Tree Installation” is not only beautiful art, but is a project that involved influential and meaningful research about the nature of trees.
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 | 0.000 |
| 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) | 0.009 | 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