Irritant Contact Dermatitis Due to <i>Euphorbia milii</i> : No Rose Without a Thorn
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
From the ∗Department of Dermatology, Chang Gung Memorial Hospital †College of Medicine, Chang Gung University ‡Department of Cosmetic Science, Chang Gung University of Science and Technology §Center of Tissue Engineering, Chang Gung Memorial Hospital, Taoyuan, Taiwan. Address reprint requests to Chun-Yu Cheng, MD, Chang Gung Memorial Hospital, 199, Tun-Hwa North Rd, Taipei 105, Taiwan. E-mail: [email protected]. The authors have no funding or conflicts of interest to declare. Author contributions: Y.-T.H. and C.-Y.C. contributed to the conception and design of the study, analysis and interpretation of data, literature search, drafting of the article and manuscript revision, and final approval of the version to be submitted. Y.-C.C. contributed to manuscript revision and final approval of the version to be submitted. All 3 authors have reviewed the final version.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.003 |
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