Skip to main content
MedVellum
QuestionsVideosPricing

MedVellum

Fellowship exam preparation across every specialty: source-verified topics, questions in every format, and videos.

Product

  • Specialties
  • Questions
  • Videos
  • Exam tools
  • Pricing

Verification & policy

  • Verified register
  • Editorial policy
  • Privacy
  • Terms

Account

  • Sign in
  • Create account
  • Dashboard
  • Account & billing

© 2026 MedVellum. For education only — not a substitute for clinical judgement.

llms.txtPsychiatry LLM catalogSitemap

Anaes VivasMeasurement & monitoring physics

Anaes Vivas · Measurement & monitoring physics

Data viva — the confounder triangle and the funnel plot

A data viva on the two diagrams at the heart of bias and confounding. The confounder triangle: a confounder is associated with both exposure and outcome but not on the causal pathway, so it manufactures an apparent association that disappears once controlled; the boundary with a mediator. The funnel plot: symmetry means no publication bias; asymmetry (missing small negative studies) signals publication bias. Defences — randomisation as the only control for unknown confounders; trial registration and CONSORT against publication bias.

data2 min readVerification in progress

Target exams

ANZCAFRCAABAEDAIC
On this page
Study tools

Target exams

ANZCAFRCAABAEDAIC
Prompt
A two-panel figure. The left panel shows the confounder triangle: Exposure and Outcome at the base with a third variable, the Confounder, at the apex, arrows from the confounder to both the exposure and the outcome demonstrating how it distorts the apparent exposure-outcome relationship. The right panel shows two funnel plots side by side: a symmetric scatter of studies (no publication bias) and an asymmetric scatter missing its small-study negative half (publication bias).

Stimulus

A two-panel figure. The left panel is the confounder triangle: Exposure and Outcome at the base, a third variable — the Confounder — at the apex, with arrows from the confounder to BOTH the exposure and the outcome, showing how it distorts the apparent exposure-outcome relationship. The right panel shows two funnel plots side by side: a symmetric scatter of studies (no publication bias) and an asymmetric scatter missing its small-study negative half (publication bias).

Anaesthesia Pro

Continue reading

You have read the opening of this viva. The complete unit — every section and its primary-source references — is part of the Anaesthesia fellowship library.

Sign in to continueSee pricing
References4ShowHide
  1. [3]Peng K, et al. Safety of biologic and targeted synthetic disease-modifying antirheumatic drugs in rheumatoid arthritis: a longitudinal analysis. Drug Saf, 2026.PMID 42360669
  2. [5]Khan Z, et al. Does early surgical intervention for type II dens fractures improve survival in octogenarians? A propensity-matched analysis. Br J Neurosurg, 2026.PMID 42364088
  3. [8]Yang Z, et al. Effects of acupuncture on cancer-related fatigue and quality of life in breast cancer survivors: a systematic review and meta-analysis of randomised controlled trials. Medicine, 2026.PMID 42363469
  4. [42364089]Bersten AD, Soni N (eds) Oh's Intensive Care Manual. 8th edition, Elsevier, 2018.
Anaesthesia Pro

$29/ monthor $279 / year

The complete Anaesthesia library, every exam format, one subscription.

  • Complete library for one chosen specialty
  • Timed MCQ mock exams and spaced review
  • Clinical cases & cross-table vivas
See pricingSign in
PreviousData viva — the capnogram waveformMeasurement & monitoring physicsNextData viva — the gas lawsMeasurement & monitoring physics