MétaCan
Menu
Back to cohort
Record W4411947143 · doi:10.3138/cjgim.2024.0034

Approach to dyspnea, palpitations, and headaches in pregnancy

2025· article· en· W4411947143 on OpenAlexaffvenue
Bader Almazyad, Chelsea Kubinec, Winnie Sia, Jordan Marit, Erinjit Toor, Katherine Ross

Bibliographic record

VenueCanadian Journal of General Internal Medicine · 2025
Typearticle
Languageen
FieldMedicine
TopicCardiovascular Issues in Pregnancy
Canadian institutionsRoyal Alexandra HospitalUniversity of Alberta
Fundersnot available
KeywordsPalpitationsMedicineHeadachesPregnancyInternal medicinePsychiatry

Abstract

fetched live from OpenAlex

Pregnant individuals commonly experience symptoms such as dyspnea, palpitations, and headache. While often benign and physiologic, these symptoms can also signal serious conditions that require urgent investigation and treatment. General Internists are increasingly called upon to assess such concerns in both outpatient and acute care settings. This review offers a symptom-based, practical approach to evaluating these presentations during pregnancy, with emphasis on balancing maternal and fetal safety. Dyspnea is frequently reported and usually reflects normal respiratory and cardiovascular adaptations. However, clinicians must be vigilant for life-threatening causes such as pulmonary embolism, peripartum cardiomyopathy, or preeclampsia-associated pulmonary edema. Palpitations are common due to increased heart rate and cardiac output, but may reflect arrhythmias that require prompt assessment and, in some cases, pharmacologic therapy. Headaches may be due to primary headache disorders like migraine, but new or worsening headache in pregnancy warrants careful evaluation for preeclampsia, stroke, or cerebral venous thrombosis. Throughout this review, we highlight key physiological adaptations in pregnancy, discuss relevant differential diagnoses, and provide practical guidance on investigations and treatment options that balance maternal and fetal safety. This article aims to equip internists with the tools to recognize when symptoms require further workup and to ensure pregnant individuals receive timely, evidence-informed care.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.308
Threshold uncertainty score0.869

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.020
GPT teacher head0.292
Teacher spread0.271 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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

Citations1
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueCanadian Journal of General Internal MedicineSame topicCardiovascular Issues in PregnancyFrench-language works237,207