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
BackgroundCronkhite-Canada Syndrome (CCS) is a rare gastrointestinal (GI) polyposis syndrome first described in 1955 [1].Although the etiology is unknown, fatigue and stress are often contributing factors, while other risk factors include surgery, pregnancy, radiotherapy, and alcohol use [2].In addition, autoimmune diseases such as systemic lupus erythematosus, hypothyroidism, and rheumatoid arthritis may be accompanied [3,4].The male to female ratio is 3:2 and CCS is often detected between the ages of 50-60 [5].The dermatological triad is alopecia, skin hyperpigmentation, and onychodystrophy, although it is also characterized by chronic diarrhea, malnutrition, and protein loss due to chronic inflammatory changes in the intestinal mucosa [6][7][8].Common presentations of CCS include hypogeusia (40.9%), diarrhea (35.4%), abdominal discomfort (9.1%), alopecia (8.2%), and xerostomia (6.4%), and the diagnosis is made by a combination of clinical, en-
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.010 | 0.012 |
| Science and technology studies | 0.001 | 0.005 |
| Scholarly communication | 0.002 | 0.008 |
| Open science | 0.010 | 0.007 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.282 | 0.083 |
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