Autoregulation hemodynamics in pregnancies complicated by hypertensive disorders
Bibliographic record
Abstract
In the article the comparative analysis parametres of haemodynamics and features of autoregulation of haemodynamics in patients with uncomplicated pregnancy and pregnancy with hypertension is carried out.Complex investigation of central haemodynamics in 196 patients in the third trimester of pregnancy (65 - with physiologically proceeding pregnancy, 66 - with chronic arterial hypertensia, 65 patients with the pregnancy complicated by preeclampsia) by means of noninvasive bioimpedance technology with calculation of oscillatory activity and the spectral analysis of the three parametres of haemodynamics was carried.Authentic differences of parameters of central haemodynamics and the data of the spectral analysis between healthy pregnant women and pregnant women with hypertensive the disorders were received, the most expressed deviations are noted in preeclampsia.Considering compromised haemodynamics regulation in patients with preeclampsia the differentiated approach to therapy and choice of anesthesiological protection is required at operative delivery in this group of pregnant women.
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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 | 0.002 |
| 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) | 0.001 | 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".