How Food Processing Impacts Hyperkalemia and Hyperphosphatemia Management in Chronic Kidney Disease
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
Food processing has a unique impact on patients living with chronic kidney disease who may need to restrict dietary sodium, potassium, and phosphorus intake. Canada is the second largest consumer of processed food in the world. Highly processed foods tend to be more nutrient dense, contain less fibre, and are higher in sodium than unprocessed foods. To reduce the amount of sodium in processed food, Health Canada has encouraged food producers to reduce the sodium in their food. Potassium additives have been identified as an attractive alternative to sodium and their use in food processing is expected to increase. Phosphorus additives have been reported to be present in about 44% of processed foods. Given the changes in the nutrient profiles of processed foods, dietary advice on ways to reduce sodium, potassium, and phosphorus intake may be best achieved by recommending minimally processed food and encouraging unprocessed foods more often.
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 | 0.002 |
| 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 | 0.001 |
| 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