CD163 Expression in Chronic Intervillositis of Unknown Etiology and SARS-CoV-2 Placentitis
Bibliographic record
Abstract
Chronic intervillositis of unknown etiology (CIUE) is an aberrant maternal inflammatory infiltrate comprised primarily of macrophages that collect in the intervillus space and is associated with poor outcomes including recurrent pregnancy loss. An abnormal maternal Th1-type response to pregnancy may be the basis for pathogenesis of CIUE but macrophage in the maternal infiltrate of CIUE have been reported to have an anti-inflammatory M2 phenotype characterized by increased expression of CD163. This study assesses expression of CD163 in CIUE and SARS-CoV-2 placentitis, which has a similar histopathological presentation, using an automated approach to minimize observer-related variability. The data show that the maternal inflammatory infiltrate of CIUE contains a blended population of high and low CD163 expressing macrophage with a prominent bias towards an anti-inflammatory M2 phenotype when compared to normal control tissue. A similar pattern is seen in SARS-CoV-2 placentitis, suggesting pathophysiologic similarity with CIUE, although SARS-CoV-2 also appears to promote decreased CD163 expression in Hofbauer cells, which is not seen in CIUE.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".