CSF Findings in Relation to Clinical Characteristics, Subtype, and Disease Course in Patients With Guillain-Barré Syndrome
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
<h3>Objective:</h3> To investigate cerebrospinal fluid findings in relation to clinical and electrodiagnostic subtypes, severity, and outcome of Guillain-Barré syndrome based on 1500 patients in the International GBS Outcome Study. <h3>Methods:</h3> Albuminocytological dissociation was defined as an increased protein level (>0.45 g/L) in absence of elevated white cell count (<50 cells/µL). We excluded 124 (8%) patients due to other diagnoses, protocol violation or insufficient data. CSF was examined in 1231 patients (89%). <h3>Results:</h3> In 846 (70%) patients CSF examination showed albuminocytological dissociation, which increased with time from weakness onset: ≤4 days 57%, >4 days 84%. High CSF protein levels were associated with a demyelinating subtype, proximal or global muscle weakness and a reduced likelihood of being able to run at week 2 (OR: 0.42 (95% CI 0.25-0.70; <i>p</i> = 0.001) and week 4 (OR: 0.44 (95% CI 0.27-0.72; <i>p</i> = 0.001). Patients with the Miller Fisher syndrome, distal predominant weakness and normal or equivocal nerve conduction studies were more likely to have lower CSF protein levels. CSF cell count was <5 cells/µL in 1005 patients (83%), 5-49 cells/µL in 200 patients (16%) and ≥50 cells/µL in 13 patients (1%). <h3>Interpretation:</h3> Albuminocytological dissociation is a common finding in Guillain-Barré syndrome, but normal protein levels do not exclude this diagnosis. High CSF protein level is associated with an early severe disease course and a demyelinating subtype. Elevated CSF cell count, rarely ≥50 cells/µL, is compatible with GBS after thorough exclusion of alternative diagnoses. <h3>Classification of evidence:</h3> This study provides Class IV evidence that CSF albuminocytologic dissociation (defined by the Brighton Collaboration) is common in patients with GBS.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it