Diabetes in People, Cats, and Dogs: Biomedicine and Manifold Ontologies
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
If people express salient beliefs and values in caring for pets then it is worth considering that dogs and housecats are routinely treated using the biomedical armamentarium. To investigate animal-human connections in the treatment of dogs and housecats for diabetes, we conducted ethnographic interviews in Canada with 12 pet owners and six health professionals in conjunction with a review of documentation on diabetes in cats, dogs, and people. Treating dogs and housecats for diabetes, we conclude, pivots on recognition of these animals as sentient selves. At the same time, treating diabetes in dogs and housecats helps to produce a named disease as a physical thing. In treating a housecat or a dog for diabetes, pet owners breach one of the foundational distinctions of Western science: human and nonhuman bodies exhibit continuity in terms of physicality, but a fundamental discontinuity exists when it comes to interiority.
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 | 0.002 |
| 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