SUBSIDENCE PREDICTION CAUSED BY THE OIL AND GAS DEVELOPMENT
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
Fifty-one patients with rheumatoid arthritis (RA) were examined for their immune response potential to human collagen type II and III. It was found that T cells of 57% of patients with RA proliferated to collagen type III whereas only 27% of T cells of patients with osteoarthritis (OA) and healthy controls responded to this antigen by proliferation (p less than 0.04). A lower percentage (38%) of patients with RA had proliferative responses to collagen type II in comparison to 17% of responders in healthy controls. The capability to produce T cell helper factors specific to collagen type III was found to be significantly higher in patients treated with nonsteroidal antiinflammatory drugs (NSAID) (60%) in comparison to patients with OA (16%) and healthy controls (13%). Immunoregulatory drugs affected the specific T helper function in response to collagen type III but did not change the proliferative responses to collagen type II and III in patients with RA. HLA analyses revealed a significant difference in the frequency of HLA-DRw10 between our sample of patients with RA and healthy controls.
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