Elevated Serum β-Human Chorionic Gonadotropin in Nonpregnant Conditions
Bibliographic record
Abstract
UNLABELLED: Positive serum beta-human chorionic gonadotropin (beta-hCG) in reproductive-age women generally indicates a pregnancy, and to a lesser extent, gestational trophoblastic disease, ovarian or peripheral germ cell tumor. Besides gynecologic conditions, nongynecologic cancers can be associated with beta-hCG positivity as well. The hormone in these tumors varies from detection by the immunohistochemistry studies of the tumor tissue only to a high serum level. This is illustrated by our case report of a 26-year-old woman who was diagnosed with a spindle cell osteosarcoma of the shoulder. The serum beta-hCG became undetectable after chemotherapy. TARGET AUDIENCE: Obstetricians & Gynecologists, Family Physicians Learning OBJECTIVES: After completion of this article, the reader should be able to recall that elevated serum hCG can be related to pregnancy, gestational neoplasias, and ovarian and nongynecologic tumors and explain that it is important to appreciate that the hCG detected in these conditions may differ in type and be a marker of the success of treatment.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".