Do lower antenatal blood pressure cut-offs in pregnant women with obesity identify those at greater risk of adverse maternal and perinatal outcomes? A secondary analysis of data from the UK Pregnancies Better Eating and Activity Trial (UPBEAT)
Bibliographic record
Abstract
BACKGROUND: Obesity is a major risk-factor for adverse pregnancy outcomes. While the 2017 American College of Cardiology/American Heart Association (ACC/AHA) classification of normal and abnormal blood pressure (BP) outside pregnancy has been suggested for use in pregnancy, the impact on adverse outcomes has not been examined specifically in women with obesity. METHODS: . In secondary analyses, maximal antenatal BP was categorised by 2017 ACC/AHA criteria: 'Normal' BP (systolic [sBP] <120 mmHg and diastolic [dBP] <80 mmHg), 'Elevated' BP (sBP 120-129 mmHg and dBP <80 mmHg), 'Stage 1 hypertension' (sBP 130-139 mmHg and/or dBP 80-89 mmHg), and 'Stage 2 hypertension' (sBP ≥140 mmHg and/or dBP ≥90 mmHg, non-severe [sBP 140-159 mmHg and/or dBP 90-109 mmHg] and severe (sBP ≥160 mmHg and/or dBP ≥110 mmHg). Main outcomes were preterm birth, postpartum haemorrhage (PPH), birthweight <10th centile (small-for-gestational age, SGA), and neonatal intensive care unit (NICU) admission. Associations with adverse outcomes were adjusted for UPBEAT intervention, maternal age, booking BMI, ethnicity, parity, smoking, alcohol, and previous pre-eclampsia or gestational diabetes. Diagnostic test properties (positive and negative likelihood ratios, -LR and +LR) were assessed as individual categories (vs. 'Normal' BP), and as threshold values. RESULTS: Severe 'Stage 2 hypertension' (vs. BP < 160/110 mmHg) was associated with PPH (RR 2.57 (1.35, 4.86)) and SGA (RR 2.52 (1.05, 6.07)) only in unadjusted analyses. No outcomes were associated with 'Stage 1 hypertension' or 'Elevated BP'. All +LR were <5.0 and -LR ≥ 0.20, indicating that no BP threshold was useful as a diagnostic test to detect preterm birth, PPH, SGA, or NICU admission. CONCLUSIONS: Among pregnant women with obesity, we found no evidence that lowering the antenatal BP considered to be abnormal (from 140/90 mmHg) would assist in identifying women and babies at risk.
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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 | 0.003 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.003 |
| Bibliometrics | 0.001 | 0.001 |
| 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 | 0.000 |
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".