Оценка изменения степени сродства эритроцитов к кислороду при цитомегаловирусной инфекции у беременных на разных сроках гестации
Bibliographic record
Abstract
This paper presents a new approach to the assessment of blood oxygen transport function by the degree of erythrocytes affinity to oxygen in pregnant women with cytomegalovirus infection, which is based on the use of oxygen absorbing reagent followed by photometry and calculation of the coefficient of oxygenation of erythrocytes. 60 antibody-positive to cytomegalovirus pregnant women at 9-12, 18-22 and 30-34 weeks of gestation (the main group) and 60 antibody-negative pregnant women (the control group) were studied in dynamics. The study found the increase of the coefficient for erythrocyte affinity to oxygen was due to activity of cytomegalovirus infection during gestation. At the relapse of cytomegalovirus infection at 9-12 weeks the coefficient for erythrocytes affinity to oxygen was 5.62±0.03 relative units (the control 3.05±0.05 relative units, p
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.021 | 0.008 |
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".