Bibliographic record
Abstract
Syphilis is a sexually transmitted infection that can lead to deadly outcomes in both the male and female population if not treated appropriately and in a timely manner. This is a case of a 27-year-old Caucasian male with no past medical history who presented with a generalized, erythematous, maculopapular rash for the past 2 weeks. Patient initially presented with prodromal symptoms 2 weeks prior to rash development. After failure of multiple treatments, screening for sexually transmitted infections was performed, which returned a rapid plasma reagin (RPR) titer of 1:128. The patient was diagnosed with secondary syphilis and immediately treated with three injections of bicillin L-A (penicillin G) for three consecutive weeks. This case is important to current medical practice due to the rise of primary and secondary syphilis in the adult male and female population, especially those aged 20 - 29 years. According to the Centers for Disease Control (CDC), the rate of reported primary and secondary syphilis cases has increased 19% since 2001. Prompt treatment of primary or secondary syphilis can prevent progression to tertiary syphilis and potential development of neurosyphilis, decreased visual acuity, hearing loss, vascular disease leading to thrombosis, ischemia and infarction, ataxia, and paresis. Clin Infect Immun. 2017;2(2-3):31-35 doi: https://doi.org/10.14740/cii64e
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.009 | 0.003 |
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 source (direct Gemma or distilled Codex), 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".