This release contains only the music track from Base by Base Episode 316.

Song title: Weight the Night
Original Base by Base episode: 316: Inclusion bias in UCLA ATLAS: enrollment models, weighting, and effects on GWAS and PGS
Original episode link: https://basebybase.com/episodes/inclusion-bias-ucla-atlas

Article metadata:
Article title: Inclusion bias affects common variant discovery and replication in a health-system linked biobank
Journal: The American Journal of Human Genetics
DOI: 10.1016/j.ajhg.2026.02.011
Reference: Pimplaskar A, Qiu J, Lapinska S, Tozzo V, Chiang JN, Pasaniuc B, Olde Loohuis LM. Inclusion bias affects common variant discovery and replication in a health-system linked biobank. The American Journal of Human Genetics. 2026;113:1–13. https://doi.org/10.1016/j.ajhg.2026.02.011

Lyrics:
Verse 1
I watched the numbers drift to the ones who showed up
Opt-in shadows leaning on the light
A clean little dataset, but it tells a crooked story
So I trace the missing people in the night

Pre-Chorus
Build a forest out of visits and codes
Let it whisper who’s likely to enroll
Then I flip the lens with a careful hand
So the truth fits the whole

Chorus
Weight the night, bring the bias to the scale
Make the old signals ring out clear again
We lose some size, but we gain a truer trail
Finding what holds up when it meets the world outside our pen
Weight the night—let it tell the tale

Verse 2
A curve that climbs—yeah, the classifier sees us
Probabilities blooming on the screen
Known variants come back louder when we listen different
But the edges get strange in the tails between

Bridge
And every score that promised “this is who you are”
Can change its map when the crowd shifts shape
Some arrows turn, some patterns fall apart
When we stop mistaking a sample for fate

Final Chorus
Weight the night, bring the bias to the scale
Make the old signals ring out clear again
We lose some size, but we gain a truer trail
No more borrowed certainty—no more convenient friends
Weight the night, till the echoes don’t fail
Weight the night—let it tell the tale