Polyneuropathy: a poetic diagnosis
Bibliographic record
Abstract
A 60-year-old woman presented with subacute progressive lower extremity weakness. This was associated with a 40lb weight loss and fevers. She was previously healthy, aside from renal transplantation 9 years earlier for end stage renal disease resulting from IgA nephropathy. On examination, she had clubbing, a single lymph node in the right cervical chain, and objective findings of lower extremity weakness with lower motor neuron findings. Investigations revealed a thrombocytosis and elevated CSF protein. Electromyographic evidence of diffuse polyradiculopathy with demyelination was documented. On imaging, she had a large lytic/sclerotic lesion in the right scapula measuring 8 cm, a pericardial effusion, and borderline splenomegaly. Pathological assessment of the excised lymph node revealed Castleman-like changes; biopsy of the right scapular lesion revealed λ-restricted plasma cells, in the absence of a monoclonal protein in the bone marrow or periphery. A diagnosis of POEMS (polyneuropathy, organomegaly, endocrinopathy, monoclonal gammopathy and skin changes) with plasmacytoma was established; a post-transplant lymphoproliferative disorder was suspected.
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 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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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 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".