Neurodevelopmental disorder and immunodeficiency
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.
Bibliographic record
Abstract
Background: Neurodevelopment is closely entwined with immune maturation and function during embryogenesis. While haematopoietic-derived microglia have recognized roles in a number of neurodevelopmental processes, the contribution of molecules classically involved in the immune system (including complement, toll-like receptors, and cytokines) are also emerging. To date, approximately 11% of genes known to cause primary immunodeficiency also confer varying degrees of neurological abnormalities. These can range from intellectual disability, cognitive and behavioural disorders, through to seizures, spasticity, and motor development delay. However, very rarely are sensory processing defects associated with aberrations of the immune system. Aims: To define the clinical presentation and immune phenotype of a novel syndrome encompassing immunodeficiency, neurodevelopmental abnormalities, and altered pain sensitivity in two siblings. Methods: Comprehensive retrospective review of the patient’s charts were performed, in accordance with local research ethics board approval. Results: We describe two teenage sisters who presented with recurrent sinopulmonary infections, lymphopenia affecting both B and T cells, developmental delay, learning and processing disorder, seizures, and reduced sensitivity to pain. Other features include bronchogenic cyst, microscopic hematuria, oral ulcers, papular urticaria, and keratosis pilaris. Conclusion: An underlying defect in genes known to cause primary immunodeficiency was not identified, suggesting the role of an as-yet undefined molecule at the crossroads of immunity, neurodevelopment, and sensory processing. Statement of novelty: We report on two patients, siblings, with a novel phenotype of combined immunodeficiency, neurodevelopmental delay, and reduced sensitivity to painful stimuli.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it