Maternal Hemodynamics by Thoracic Impedance Cardiography for Normal Pregnancy and the Postpartum Period
Bibliographic record
Abstract
OBJECTIVE: To establish normative impedance cardiography values for the second half of pregnancy and up to 48 hours postpartum after either vaginal or cesarean delivery. METHODS: A single-center prospective observational institutional review board-approved study of normotensive women (n=168) using thoracic impedance cardiography performed at specific times during gestation. Antepartum testing was performed at three time periods: 20-27 weeks, 28-33 weeks, and 34-40 weeks of gestation. Postpartum testing was undertaken after the immediate puerperium at 6-23 hours and 24-48 hours after vaginal or cesarean delivery. Data analysis was performed using STATA software; data are expressed as mean±standard deviation. RESULTS: All seven of the patient groups studied were comparable with regard to demographic features; 80% of the study participants were African American. Group means obtained between 20 and 40 weeks of gestation and postpartum after vaginal and cesarean delivery fell within the "normal range" of the hemodynamic graph that was developed to associate mean arterial pressure and systemic vascular resistance. The thoracic fluid content group means in both vaginal and cesarean delivery groups were higher than the antepartum patient groups. The thoracic fluid content mean after cesarean delivery at 48 hours is significantly higher than the mean value recorded between 20 and 27 weeks of gestation (P<.05). The systemic vascular resistance systemic vascular resistance means in each of the postpartum groups were significantly higher than the late second-trimester group means recorded at 20-27 weeks of gestation (P<.05). CONCLUSION: The normative values reported in this investigation can be used to interpret and assess similarly tested patients with hypertensive or otherwise complicated pregnancy. LEVEL OF EVIDENCE: III.
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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 | 0.007 |
| 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 | 0.000 |
| 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".