Sustained improvement in clinical measures of psoriatic arthritis in infliximab-treated patients: 1 year results from impact 2
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
Univ Calif San Diego, Div Rheumatol Allergy & Immunol, La Jolla, CA 92093 USA. Univ Erlangen Nurnberg, Erlangen, Germany. Univ Utah, Hlth Sci Ctr, Dept Dermatol, Salt Lake City, UT USA. Toronto Western Hosp, Toronto, ON M5T 2S8, Canada. Univ Massachusetts, Sch Med, Worcester, MA USA. Ctr Rheumatol & Bone Res, Wheaton, IL USA. Houston Inst Clin Res, Houston, TX USA. Univ Hasselt, Diepenbeek, Belgium. Univ Hosp, Maastricht, Netherlands. Univ Hosp Leuven, Louvain, Belgium. Guys Hosp, Dept Rheumatol, London SE1 9RT, England. Centocor Res & Dev Inc, Malvern, Worcs, England. Swedish Med Ctr, Seattle, WA USA.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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