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The Medical Management of Antiphospholipid Syndrome in Pregnancy

2014· article· en· W1993012174 on OpenAlexaff
Clara Q. Wu, Vanessa E. Kustec, Richard Brown, Markus C. Martin, Kristin B. Filion

Bibliographic record

VenueObstetrics and Gynecology · 2014
Typearticle
Languageen
FieldMedicine
TopicSystemic Lupus Erythematosus Research
Canadian institutionsMcGill University
Fundersnot available
KeywordsMedicineAspirinAntiphospholipid syndromePregnancyLive birthRelative riskMeta-analysisRandomized controlled trialCochrane LibraryConfidence intervalLow molecular weight heparinObstetricsInternal medicineHeparinThrombosis

Abstract

fetched live from OpenAlex

INTRODUCTION: Controversies exist regarding the optimal medical management of antiphospholipid syndrome in pregnancy to prevent obstetric complications. We therefore conducted a systematic review and meta-analysis to evaluate the effect of different pharmacotherapies on pregnancy outcomes in women with antiphospholipid syndrome. METHODS: We searched the Cochrane Library, EMBASE, and MEDLINE from inception to June 2013. Randomized controlled trials (RCTs) examining the use of pharmacotherapies (aspirin, low-molecular weight heparin [LMWH], unfractionated heparin [UFH], intravenous immunoglobulin) in pregnant women with antiphospholipid syndrome were included. Data were extracted independently by two reviewers. Live birth data were pooled across RCTs using a random-effects model. RESULTS: Sixteen RCTs investigating pregnancy outcomes in women with antiphospholipid syndrome (n=803) were included in our meta-analysis. When data were pooled across RCTs, the combination of aspirin and UFH increased live birth rates compared with aspirin alone (relative risk [RR] 1.54, 95% confidence interval [CI] 1.25–1.89), whereas the combination of aspirin and LMWH resulted in a similar rate as aspirin alone (RR=1.07; 95% CI=0.88; 1.29). However, the combination of aspirin and LMWH did increase live births compared to IVIG (RR 1.64, 95% CI 1.21–2.22). The results of other pairwise comparisons were not statistically significant, although some estimates were accompanied by wide 95% CIs and did not rule out clinically important differences (Fig. 1).CONCLUSIONS: Our meta-analysis suggests that the combination of aspirin and UFH results in a higher live birth rate than aspirin alone, whereas the combination of aspirin and LMWH was superior to intravenous immune globulin.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.011
metaresearch head score (Gemma)0.033
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.011
Threshold uncertainty score0.056

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.033
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0080.010
Bibliometrics0.0050.005
Science and technology studies0.0000.001
Scholarly communication0.0020.001
Open science0.0010.001
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0030.000

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.

Opus teacher head0.014
GPT teacher head0.280
Teacher spread0.266 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreReview

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".

Quick stats

Citations11
Published2014
Admission routes1
Has abstractyes

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