Neuropsychiatric manifestations in the antiphospholipid (Hughes) syndrome
Bibliographic record
Abstract
The antiphospholipid syndrome (APS) is characterised by arterial and/or venous thrombosis and pregnancy morbidity in the presence of anticardiolipin antibodies (aCL) and/or lupus anticoagulant (LA). Any organ and any size of vessel can be affected in this disorder. APS can occur either as a primary disorder (PAPS) or secondary to a connective tissue disease, more frequently systemic lupus erythematosus (SLE). The full impact of APS on neurology is now becoming more widely recognised. The range of clinical manifestations of APS associated with the central nervous system (CNS) is comprehensive and includes focal symptoms attributable to lesions in a specific area of the brain as well as diffuse or global dysfunction. In this review we will attempt to high-light the broad spectrum of the neurological conditions that have been reported in association with the presence of antiphospholipid antibodies (aPL)
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How this classification was reachedexpand
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 | 0.001 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".