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Record W2130910132 · doi:10.1086/520684

Gemcitabine-Related "Pseudocellulitis": Report of 2 Cases and Review of the Literature

2007· review· en· W2130910132 on OpenAlex
Darrell H. S. Tan, Paul E. Bunce, W. Conrad Liles, Wayne L. Gold

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueClinical Infectious Diseases · 2007
Typereview
Languageen
FieldMedicine
TopicChemotherapy-related skin toxicity
Canadian institutionsUniversity of TorontoUniversity Health Network
Fundersnot available
KeywordsGemcitabineMedicineCellulitisAntibioticsDermatologyInternal medicineOncologyChemotherapyMicrobiology

Abstract

fetched live from OpenAlex

Gemcitabine is a chemotherapeutic agent whose cutaneous toxicities are easily mistaken for infections. We describe 2 patients, 1 with gemcitabine-induced radiation recall dermatitis and 1 with gemcitabine-related erysipeloid reaction, who received misdiagnoses of infectious cellulitis and were given empirical antibiotics. Recognition of these syndromes is important to avoid unnecessary antibiotic use.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.013
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.578
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.013
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0040.003
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.055
GPT teacher head0.423
Teacher spread0.368 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it