Gestational diabetes after infertility treatment for polycystic ovarian syndrome
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
P ovarian syndrome (PCOS) and gestational diabetes (GDM) are both insulin resistant conditions. Women with PCOS are at least twice as likely to develop GDM; they may be infertile and need to seek medical assistance to conceive. Fetal and maternal outcomes of assisted pregnancies in the setting of PCOS are unknown. We propose to document in a retrospective study, pregnancy outcomes in women with PCOS who delivered term pregnancies after infertility treatment. Women with PCOS as defined by the National Institute of Health (NIH), who had attended an infertility clinic between August 2000 and August 2006 at the University Hospital of the London Health Sciences Centre, Ontario, Canada, were sent a letter requesting permission for us to contact them by telephone. Upon receipt of their written consents, the women were contacted by telephone and were requested to answer a questionnaire. This questionnaire documented maternal and neonatal demographic data; permission were requested from the mothers to examine their medical records, as well as their infant’s neonatal records. We only recorded outcome from singleton pregnancies. Outcomes of interest include: maternal birth weight, types of medications used for conception along with cycles of infertility treatment needed until conception, week of onset of GDM, need for insulin, infant birth weights, duration of hospitalization, post natal diagnosis of diabetes, hypertension, and dyslipidemia. We obtained ethical approval of the study from the University of Western Ontario. The student t test was used in the statistical analysis. Twenty-seven women were identified as having PCOS and had attended the clinic, but 3 were excluded from any analysis, as they do not have singleton pregnancies. The mean age was 36.4 ± 4.7 years. The mean time to conceive was 10.6 ± 18.6 months. Infertility treatments included; 14 women used Metformin, 25 used Clomid, one used Femara, 17 used Pergonal, and 18 women required intrauterine insemination. Gestational diabetes were diagnosed in 6 women (25%) and 2 were treated with insulin. Gestational diabetes and non-GDM women were similar in age, years on birth control pills, months to conception, and week of delivery. No significant differences were found between infant birth weights or infant length of stay in the hospital, when comparing GDM and non-GDM pregnancies. More women with GDM had cesarean section deliveries (50% versus 25%, p=0.05). They also reported significantly lower personal birth weights than women without GDM (2830.2 ± 611.6 g versus 3430.3 ± 505.1 g, p=0.02). No significant correlations were found between maternal birth weight and infant birth weight, or between maternal birth weight and months taken to conceive (Table 1). Within one year after delivery, 2 women had been diagnosed with diabetes, 2 with hypertension, and the other 2 with dyslipidemia. Women with PCOS have a significant higher chance of developing GDM and abnormal glucose tolerance test independent of their body mass index (BMI).1 Both conditions represent insulin resistance states, with relative impairment of insulin secretion occurring in women with GDM.2 Previous studies have shown no important differences in women treated for infertility in singleton infant outcomes evaluated for premature delivery, Apgar scores, pre-eclampsia, and neonatal malformations. A recent meta-analysis by Boomsma et al3 that includes 778 pregnancies, they observed that there were significant association between PCOS and maternal GDM, pregnancy induced hypertension, pre-eclampsia, and delivery by cesarean section. It also demonstrated a higher risk of neonatal admission to the neonatal intensive care unit, as well as premature deliveries among offspring born to women with PCOS. Birth weights of the infants of PCOS women were significantly lower compared with controls, in spite of higher incidence of GDM in this group, although it is possible that a higher incidence of pregnancy induced hypertension and pre-eclampsia causing placental insufficiency explained this observation.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| 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) | 0.004 | 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 it