A Case of Delayed and Immediate Hypersensitivity Reactions Induced by Corticosteroids
Bibliographic record
Abstract
Dermatitis®Ahead of Print LettersA Case of Delayed and Immediate Hypersensitivity Reactions Induced by CorticosteroidsBlake Van Noord, Christen Samaan, and Alexandra FlammBlake Van NoordLiberty University College of Osteopathic MedicineSearch for more papers by this author, Christen Samaanhttps://orcid.org/0000-0001-5024-8301Penn State Hershey Medical Center, Hershey, PA, USA. Search for more papers by this authorEmail the corresponding author at [email protected], and Alexandra FlammPenn State Hershey Medical Center, Hershey, PA, USA.Search for more papers by this authorPublished Online:20 Jul 2023https://doi.org/10.1089/derm.2023.0146AboutSectionsView articleView Full TextPDF/EPUB Permissions & CitationsDownload CitationsTrack CitationsAdd to favorites Back To Publication ShareShare onFacebookTwitterLinked InRedditEmail View article"A Case of Delayed and Immediate Hypersensitivity Reactions Induced by Corticosteroids." Dermatitis®, , pp. FiguresReferencesRelatedDetails Volume 0Issue 0 Information© 2023 American Contact Dermatitis Society. All Rights Reserved.To cite this article:Blake Van Noord, Christen Samaan, and Alexandra Flamm.A Case of Delayed and Immediate Hypersensitivity Reactions Induced by Corticosteroids.Dermatitis®.ahead of printhttp://doi.org/10.1089/derm.2023.0146Online Ahead of Print:July 20, 2023PDF download
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.003 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.007 | 0.006 |
| Insufficient payload (model declined to judge) | 0.007 | 0.002 |
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 source (direct Gemma or distilled Codex), 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".