The XXI International Society of Hypertension in Pregnancy meeting, São Paulo, Brazil – A global health perspective
Bibliographic record
Abstract
The 21st International Society of Hypertension in Pregnancy (ISSHP) meeting was held in São Paulo, Brazil from 23 to 26 October 2016. The discourse at this Congress brought global maternal health into the foray among basic science and clinical research. In concordance with the United Nations sustainable development goals which warrant an integrated view to health with investments in adolescence and childhood, the research at Congress focussed on a 'life course' approach to maternal health - examining intergenerational effects of maternal obesity and hypertension on the behavioral and physical developments of infants. Bringing in research from the Global South highlighted inequities in treatment and management of women with hypertensive disorders of pregnancy, in addition to the challenges in adoption of recommendations generated in Global North. The evidence shared can serve as platform for further discourse on global maternal health and in generating accountability to close the 'evidence to policy' gap.
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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 | 0.004 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.005 | 0.006 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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".