Invasion of the leukocytes into the fetal-maternal interface during pregnancy
Bibliographic record
Abstract
Abstract Review of mechanisms of uterine leukocyte infiltration and the potential roles of each subpopulation of leukocytes in relation to pregnancy and parturition. No other organ in the body undergoes such an invasion of selective cells (leukocytes) and release of homing molecules, CAMs, proinflammatory cytokines, and mediators or undergoes similar extensive remodeling of tissues over such a short period of time as the pregnant uterus. This is especially interesting, as an infectious process involving microorganisms does not exist in a healthy pregnancy and delivery. Furthermore, after delivery of the baby and placenta, the uterus involutes and returns to its normal monthly cycling, and most of the leukocytes are swept away or leave. In this review, we discuss leukocyte infiltration and recruitment and the potential roles of each subpopulation of leukocytes in relation to pregnancy and the problems of preterm birth, pre-eclampsia, and intrauterine growth restriction.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".