Sexually Transmitted Diseases in Pregnancy in Urgent Care Setting
Bibliographic record
Abstract
Sexually transmitted diseases (STDs) are a major public health concern in the US and around the world. Pregnant women comprise a particularly vulnerable group of patients. Some of the common STDs are human immunodeficiency virus (HIV), herpes simplex virus (HSV), chlamydia, gonorrhea, hepatitis B, trichomoniasis, syphilis, human papilloma virus (HPV), and bacterial vaginosis (BV). It is common to see patients with STDs in an urgent care setting and can be a challenge for medical personnel to recognize and treat these problems. Health care professionals in urgent care settings need to recognize the signs and symptoms of these infections to appropriately screen, diagnose, and treat these conditions in pregnant women in order to prevent both maternal and neonatal complications. J Clin Gynecol Obstet. 2014;3(4):123-128 doi: http://dx.doi.org/10.14740/jcgo277w
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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 | 0.001 | 0.006 |
| 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 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.017 | 0.002 |
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".