Are Physicians Obligated to Recommend a Plant-Based Diet? A Response to Maximilian Storz
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
Maximilian Storz argues that physicians have an ethical obligation to recommend a plant-based diet to patients because such a diet: relieves certain chronic conditions, outperforms the Western diet (e.g. a diet containing animal products, among other things), and is ecologically sustainable. Contrary to these claims, I argue that a plant-based diet alone may not relieve chronic conditions, but potentially does so in combination with other lifestyle factors. With respect to the environment, I illuminate the landscape by discussing agricultural factors consistent across animal and plant farming such as energy and water. I conclude that physicians ought to recommend a diet that follows the science; such a diet as I have claimed is exclusionary: it excludes processed foods, especially added sugars. Lifestylfe factors also deserve to be discussed in the medical encounter as their incorporation may lead to even better health outcomes.
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 | 0.001 |
| 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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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