The Prevalence of Chronic Deciduitis in Cases of Preterm Labor without Clinical Chorioamnionitis
Bibliographic record
Abstract
Preterm labor is a major cause of perinatal mortality and morbidity, and in approximately 30% of cases a clinical cause is not identified. Acute chorioamnionitis is found histologically in a significant percentage of placentas from preterm deliveries, and the mother is often asymptomatic. Although such subclinical acute chorioamnionitis is known to play a role in preterm labor, this study explores the hypothesis that chronic deciduitis with plasma cells is seen more frequently in cases of preterm labor than in control placentas. Thirty-nine singleton placentas from patients with idiopathic preterm labor were examined microscopically and compared in a blinded fashion with 39 gestational age-matched control placentas. Cases of clinical acute chorioamnionitis and known chronic maternal diseases were excluded. Thirty-nine control singleton placentas were obtained from patients undergoing induction of labor for fetal structural abnormalities, excluding aneuploidy. The presence or absence of acute chorioamnionitis, acute fetal inflammatory response, chronic deciduitis, chronic villitis, infarction, and decidual vasculopathy was noted. Immunohistochemical staining was undertaken to further define leukocyte subtypes. Forty-one percent of cases and 15% of controls showed chronic deciduitis (P = 0.022). Forty-six percent of cases and 18% of controls showed histologic acute chorioamnionitis (P = 0.015). There were 8 cases demonstrating acute fetal inflammatory response but only 1 control (P = 0.029). Little difference was seen in the distribution of lymphocyte subsets between cases and control placentas. Our findings suggest that chronic deciduitis plays a role in the etiology of some cases of preterm labor.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".