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Diagnostic difficulties of Addison's disease in children: a case report

2020· article· en· W3043967346 on OpenAlexaff
Celeste Casto, Giorgia Pepe, Tommaso Aversa, Mariella Valenzise, Małgorzata Waśniewska

Bibliographic record

VenueMessanae Universitas Studiorum (University of Messina) · 2020
Typearticle
Languageen
FieldMedicine
TopicAdrenal Hormones and Disorders
Canadian institutionsEducation and Early Childhood Development
Fundersnot available
KeywordsAddison's diseaseMedicineAdrenal insufficiencyFludrocortisoneAdrenal crisisIrritabilityPrimary Adrenal InsufficiencyHydrocortisoneEndocrinologyVomitingInternal medicineNauseaPediatricsDiseaseMenopause

Abstract

fetched live from OpenAlex

Addison’s disease is a rare chronic endocrine disorder resulting from primary adrenal insufficiency. Symptoms are non-specific and can arise insidiously, including asthenia, muscular weakness, weight loss, irritability, depression, loss of appetite, dyspepsia, nausea and vomiting. A peculiar clinical sign of Addison’s disease is hyperpigmentation of skin and mucous membrane due to overproduction of pro-opiomelanocortin (POMC), precursor of ACTH and MSH (melanocyte stimulating hormone). Without therapy or in the course of triggering events such as infections, surgery or trauma the presentation can be dramatic and may cause an adrenal crisis, a potentially lethal medical emergency. Biochemical investigations are essential for diagnosis and commonly reveals electrolyte abnormalities (hyponatraemia and hyperkalaemia), hypoglycaemia, reduced cortisol levels and increased levels of ACTH. The lack of response to ACTH stimulation test confirms the primary adrenal insufficiency. Treatment for Addison's disease is based on replacing missing cortisol, the most commonly used drug is hydrocortisone often in association with fludrocortisone as replacement for the missing aldosterone. Due to its non-specific presentation, identification of this condition is difficult and can be confused with other disorders, for example eating disorders. We report a case of a young boy with Addison’s disease mistaken for anorexia nervosa.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Case report · Consensus signal: Case report
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.017

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0040.002
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0050.003
Science and technology studies0.0040.003
Scholarly communication0.0030.004
Open science0.0020.004
Research integrity0.0070.006
Insufficient payload (model declined to judge)0.0030.001

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 head0.010
GPT teacher head0.206
Teacher spread0.196 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designCase report
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".

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Citations0
Published2020
Admission routes1
Has abstractyes

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