Yin and Yang revisited: CCN3 as an anti-fibrotic therapeutic?
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
Fibrotic diseases are a significant cause of mortality. It is being increasingly appreciated that the cellular microenvironment plays a key role in promoting pathological fibrosis. A previous Bits and Bytes described an elegant series of experiments published by Bruce Riser and colleagues (Am J Pathol. 2009: 174:1725-34) that showed that CCN3 (nov) antagonizes the fibrogenic effects of CCN2.and hence could represent a novel anti-fibrotic therapy. They have continued their excellent work and have recently used the ob/ob mouse as a model of obesity and diabetic nephropathy to show that CCN3 could block the induction of profibrotic gene expression, fibrosis and loss of kidney function (Am J Pathol. 2014;184:2908-21). Also, reversal of fibrosis was observed. Thus this paper provides strong evidence that CCN3 may be used as a novel therapy to treat diabetes caused by obesity.
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 | 0.000 |
| 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) | 0.000 | 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