Is Periocular Dermatitis an Early Sign of COVID-19 Infection in Children?
Bibliographic record
Abstract
DermatitisVol. 32, No. 6 LettersIs Periocular Dermatitis an Early Sign of COVID-19 Infection in Children?Giulia Calabrese, Gaetano Licata, Alessio Gambardella, Roberto Alfano, and Giuseppe ArgenzianoGiulia CalabreseDermatology Unit, Department of Mental and Physical Health and Preventive Medicine, University of Campania Luigi Vanvitelli Naples, ItalySearch for more papers by this author, Gaetano LicataDermatology Unit, Department of Mental and Physical Health and Preventive Medicine University of Campania Luigi Vanvitelli Naples, Italy Search for more papers by this authorEmail the corresponding author at [email protected], Alessio GambardellaDermatology Unit, Department of Mental and Physical Health and Preventive Medicine, University of Campania Luigi Vanvitelli Naples, ItalySearch for more papers by this author, Roberto AlfanoDermatology Unit, Department of Mental and Physical Health and Preventive Medicine University of Campania Luigi Vanvitelli Naples, ItalySearch for more papers by this author, and Giuseppe ArgenzianoDermatology Unit, Department of Mental and Physical Health and Preventive Medicine, University of Campania Luigi Vanvitelli Naples, ItalySearch for more papers by this authorPublished Online:1 Dec 2021AboutSectionsView articleView Full TextPDF/EPUB Permissions & CitationsPermissionsDownload CitationsTrack CitationsAdd to favorites Back To Publication ShareShare onFacebookXLinked InRedditEmail View article"Is Periocular Dermatitis an Early Sign of COVID-19 Infection in Children?." Dermatitis, 32(6), pp. e150–e151FiguresReferencesRelatedDetailsCited bySelf-Assessment Marjorie E. Montañe-Wiscovich and Lawrence S. Feigenbaum1 October 2021 | Dermatitis, Vol. 32, No. 1S1 Volume 32Issue 6Dec 2021 Information© 2021 American Contact Dermatitis Society. All Rights Reserved.To cite this article:Giulia Calabrese, Gaetano Licata, Alessio Gambardella, Roberto Alfano, and Giuseppe Argenziano.Is Periocular Dermatitis an Early Sign of COVID-19 Infection in Children?.Dermatitis.Dec 2021.e150-e151.http://doi.org/10.1097/DER.0000000000000748Published in Volume: 32 Issue 6: December 1, 2021PDF 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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 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".