Bibliographic record
Abstract
The pathogenesis of organ specific, cell mediated autoimmune alopecia areata (AA) has substantially progressed in the last decade. These advances are partly based upon advances in immunology and genetics, improved technological methodology in RNA, DNA, proteomics, and computer analyses, as well as the development of the C3H/HeJ mouse model of AA. The discovery that full thickness skin grafts transfer AA from C3H/HeJ mice that spontaneously develop AA to multiple non-affected C3H/HeJ mice greatly shortened the time of AA onset and provided many more affected mice in this highly reproducible model of AA. These methodological and genetic advances combine to form practical bases for identifying subtypes of human and mouse AA, characterizing disease mechanisms, improving currently available treatments, and developing new, more effective therapies. In the next decade even more exciting new insights into the pathogenesis of subtypes of human AA, their genetic bases, and therapy development will become available based on in-depth data on specific gene mutations and signaling pathways involved. Other organ specific autoimmune diseases will surely benefit from the rapid progress in understanding AA.
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.
How this classification was reachedexpand
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) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".