MétaCan
Menu
Back to cohort
Record W4411849464 · doi:10.1038/s41598-025-02870-7

Systematic screening for primary immunodeficiencies in patients hospitalized for severe infection in pediatric intensive care unit

2025· article· en· W4411849464 on OpenAlexfundno aff
Anna Deguet, Marie‐Gabrielle Vigue, Claire Lozano, Julien Baleine, Christophe Milési, Anne Sîrvent, Laura Kollen, Léa Domitien, Marjolaine Willems, Jean Donadieu, Christine Bellané‐Chantelot, Federica Defendi, Carine El Sissy, Anne Spraul, Jérémie Rosain, Capucine Pïcard, Joana Pissarra, Caroline Mollévi, Fanchon Herman, Jacinta Bustamante, Éric Jeziorski

Bibliographic record

VenueScientific Reports · 2025
Typearticle
Languageen
FieldImmunology and Microbiology
TopicImmunodeficiency and Autoimmune Disorders
Canadian institutionsnot available
FundersUniversité de MontpellierHospital for Sick Children
KeywordsMedicinePediatric intensive care unitPrimary carePediatricsIntensive care unitIntensive care medicinePaediatric intensive care unitFamily medicine

Abstract

fetched live from OpenAlex

Over 500 primary immunodeficiency diseases (PID) have been described, but immunological assessment after a severe infection is not routine. We aimed to evaluate the feasibility of a PID screening protocol and calculate PID prevalence in children admitted for severe infection in a pediatric intensive care unit (PICU). This monocentric retrospective study evaluated the feasibility of a PID monitoring protocol after severe infection in children aged 1 month to 16 years-old hospitalized in the Montpellier University Hospital from January 2018 to December 2020. Follow-up consultations at 3 and 12 months included the three main PID screening scores, comprehensive immunological and genetic screenings. Among 1125 children admitted to the PICU, 46 had severe infections and caused by bacterial (48%), viral (39%) or fungal (2%) pathogens. Before infection, none had completed any screening score recommended by dedicated societies (Jeffrey Modell Foundation, German Patients' Organization for Primary Immunodeficiencies, French Reference Center for Hereditary Immunodeficiencies). At 3 months, three patients had a PID diagnosis (6.5% prevalence, 95% CI 1.4-17.9). These were associated with a deletion of chromosomal region 22q11.21 (DiGeorge syndrome), ELANE mutation (Elastase deficiency or Severe Congenital Neutropenia 1), and C5 deficiency Forty children (87%) presented immunological anomalies without a formal PID diagnosis. These persisted in only 4/17 children tested at 12 months. The most frequent abnormalities were low NK lymphocytes (41.18%), and abnormal B lymphocyte population distribution (25%). The observed PID prevalence post-severe infection matches previous reports, even with a high rate of viral infections, often overlooked. Systematic PID investigation after severe infection, regardless of the pathogen, should be implemented to improve early detection and treatment.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.022
Threshold uncertainty score0.888

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.009
GPT teacher head0.240
Teacher spread0.231 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations2
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueScientific ReportsSame topicImmunodeficiency and Autoimmune DisordersFrench-language works237,207