Bibliographic record
Abstract
Scabies and lice occur worldwide. In infants and young children scabies nodules and vesiculopustular lesions on the palms and soles are frequently present in addition to widespread excoriated papules, and secondary staphylococcal or streptococcal impetigo is common. A diagnosis of scabies is established by clinical detection of the characteristic burrows and, if possible, microscopic identification of the mite, eggs and scybala. The current treatment of choice is topical permethrin 5% cream, with oral ivermectin an alternative option for recalcitrant cases. Head lice are found commonly in schoolchildren. Extensive use of insecticide treatment has resulted in selection of lice with resistant mutations. As a consequence, there has been considerable interest in development of alternative and physical treatments. Folliculitis caused by the Demodex mite is primarily seen in children with acute lymphoblastic leukaemia on maintenance chemotherapy. The papulopustular eruption on the face and scalp may be resistant to 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 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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.009 | 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
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".