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Record W2334277275 · doi:10.1086/515405

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2007· article· en· W2334277275 on OpenAlexafffund
P. A. Mackowiak, Alireza Nateghian, Joan Robinson, Anne Fanning

Bibliographic record

VenueClinical Infectious Diseases · 2007
Typearticle
Languageen
FieldMedicine
TopicLeprosy Research and Treatment
Canadian institutionsStollery Children's HospitalUniversity of Alberta
FundersUniversity of Alberta
KeywordsMedicineDermatology

Abstract

fetched live from OpenAlex

Diagnosis: borderline leprosy. The diagnosis of was suspected on the basis of the presence of erythematous annular skin lesions associated with hypoesthesia in a woman originating from the Philippines, where Mycobacterium leprae infection is endemic. It was confirmed by punch biopsy of an active skin lesion on the forehead (figure 1), which revealed granulomatous dermatitis, neural inflammation, and easily identifiable acidfast bacilli (AFB) (figure 2). Bacterial and fungal cultures were sterile. Leprosy, also known as Hansen disease, is a chronic granulomatous infection of the skin and peripheral nerves by the noncultivable obligate intracellular pathogen M. leprae. Globally, the majority of cases occur in India, South America, and Southeast Asia [1], In North America, it is usually seen among immigrants from regions where the disease is endemic and typically occurs within the first year after arrival [2]. Unfamiliarity with this disease may lead to delayed diagnosis, as in this case. Humans are the major reservoirs of M. lepraey although infection can occur in other animals (e.g., the 9-banded armadillo and monkeys) [3]. The proposed major route of human transmission is by aerosolized nasal droplets. Direct skin contact plays little, if any, role [1]. After exposure, 95% of individuals do not develop overt disease; the remainder progress to an leprosy stage, characterized by a single, ill-defined, hypopigmented skin lesion [2]. Most of these persons then experience spontaneous resolution of their lesions. However, approximately 25% of individuals who experience indeterminate progress to one of the classical forms of leprosy, which form a clinical spectrum that reflects the interplay between host immune response and pathogen. Tuberculoid leprosy, which is characterized by a robust Thl-like cell immunity with scant or no AFB in the lesions, and lepromatous leprosy, which is characterized by a predominant Th2-like humoral immunity with abundant AFB in lesions, are at the extremes of the clinical spectrum; the intermediate variants (borderline tuberculoid, midborderline, and borderline lepromatous) complete the gradient [2]. It is speculated that our patient's initial response to the topical corticosteroid therapy was related to an attenuation of the inflammatory response in the skin. The identification of AFB on skin biopsy sections stained by the modified Ziehl Neelsen stain (Wade-Fite) can confirm the

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.

How this classification was reachedexpand

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)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.061
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.001

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 head0.051
GPT teacher head0.443
Teacher spread0.392 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations1
Published2007
Admission routes2
Has abstractyes

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