Meta-Stats
Gaps in the Global
Studying the Method
Spiking Risks
Heated
100

The exact number of health outcomes this study tracked across maternal, fetal, and neonatal health.

  • A) 10

  • B) 23

  • C) 45

What is B (23 outcomes)?

100

The fraction of total study data that came from low-income countries where heat risk is highest.

  • A) 3.1%

  • B) 12.5%

  • C) 25.0%

What is A (3.1%)?

100

The climate change organization whose confidence framework was used to target health priorities to create interventions.

  • A) WHO

  • B) IPCC

  • C) UNICEF


What is B? (IPCC)

100

The percentage risk increase for preterm birth associated with every single 1 °C rise in baseline ambient temperature.

  • A) +1%

  • B) +4%

  • C) +10%

What is B? (+4%)

100

The number of specific maternal health outcomes evaluated in the paper out of the total 23 outcomes.

  • A) 5

  • B) 10

  • C) 15

What is B? (10)

200

The percentage risk spike for preterm birth when an acute heatwave hits, compared to gradual warming.

  • A) +4%

  • B) +15%

  • C) +26%

What is C (+26%)?

200

The massive preterm birth risk increase faced by mothers in low-income countries is compared to ~10% in high-income nations.

  • A) +22%

  • B) +40%

  • C) +61%

What is C? (+61%)

200

The meta-analysis statistical model used across study extractions.

  • A) Fixed-effects model

  • B) Random-effects model

  • C) Linear regression model

What is B? (Random-effects model) 

200

The elevated risk percentage for gestational diabetes when mothers face high heat exposure.

  • A) +15%

  • B) +28%

  • C) +50%

What is B? (+28%)

200

The rank of "Hypertensive Disorders of Pregnancy" (like pre-eclampsia) among all outcomes by study volume.

  • A) 1st place

  • B) 3rd place (28 studies)

  • C) 10th place

What is B? (3rd place (28 studies))

300

The portion of the paper's total evidence that was hyper-focused on just 5 outcomes.

  • A) ~25%

  • B) ~50%

  • C) ~75%

What is C (~75%)? 

300

The two hottest global regions identified as being heavily underrepresented in heat research.

  • A) Western Europe & North America

  • B) Sub-Saharan Africa & South Asia

  • C) East Asia & Australia


What is B (Sub-Saharan Africa and South Asia)? 

300

The standardized terminology framework used to group pregnancy outcomes.

  • A) GAIA

  • B) ICD-11

  • C) PRISMA

What is A? (GAIA)

300

The percentage increase in odds for general obstetric complications during heatwaves.

  • A) +25%

  • B) +35%

  • C) +45%

What is A? (+25%)

300

The condition that ranked 2nd in total evidence concentration with 51 separate effect estimates.

  • A) Low Birth Weight

  • B) Cesarean Section

  • C) Maternal Admissions

What is A? (Low Birth Weight)

400

The percentage increase in odds for congenital anomalies under extreme heat exposure.

  • A) +12%

  • B) +28%

  • C) +48%

What is C (+48%)?

400

The most heavily researched condition in the paper, accounting for 84 separate studies.

  • A) Gestational Diabetes

  • B) Preterm Birth

  • C) Stillbirth


What is B? (Preterm Birth) 

400

The outcome that reliably increases in risk by 4% for every 1 °C rise in temperature.

  • A) Low birth weight

  • B) Preterm birth

  • C) Cesarean section

What is B? (Preterm Birth) 

400

The percentage increase in stillbirth risk identified under heat exposure.
HINT: (which did not reach statistical significance)

  • A) +5%

  • B) +13%

  • C) +30%

What is B? (+13%)

400

Out of the 23 outcomes evaluated, how many achieved a rating of "Very High Certainty" under the adapted IPCC framework?

  • A) Only 1 (Preterm Birth)

  • B) 12

  • C) All 23


What is A? (Only 1 (preterm birth))

500

The statistical I2 heterogeneity percentage shows high variability across study designs.

  • A) Up to 35%

  • B) Up to 60%

  • C) Up to 98%

What is C (Up to 98%)?

500

The statistical phenomenon of the funnel plot asymmetry in outcomes like stillbirths.

  • A) Publication Bias

  • B) Measurement Error

  • C) Selection Bias



What is A? (Publication Bias) 

500

A major unmeasured confounder when relying solely on weather outside. 

  • A) Maternal age

  • B) Air conditioning access

  • C) Hospital distance


What is B? (Air conditioning access)

500

The primary reason acute heatwaves show a +26% risk spike compared to a +4% risk per 1 °C gradual warming.

  • A) Thermal shock prevents adaptation

  • B) Heatwaves only occur at night

  • C) Gradual warming is completely harmless

What is A? (Thermal shock prevents adaptation)

500

One of the rare outcomes in Figure 3 where direction-of-effect estimates showed mixed or protective findings alongside harmful ones.

  • A) Preterm birth

  • B) Low birth weight (or hypertensive disorders)

  • C) Stillbirth

What is B? (Low birth weight (or hypertensive disorders))

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