DEMODEMO graph: 51 sample follows. Not anyone's real X following. X does not give Mila that graph without OAuth.

Fingerprint v2.1

@field_ion

Caleb Orth · scientist · US

Mass spec. Dirt under the fingernails. Colorado.

Open on X

Followers

2,700

Posts / day

1.2

Active months

90d growth

How they post

Scores from 0 to 1. Higher density and citations = more signal. Farm score is how robotic the posting looks — not a court verdict.

Information density0.80

Citation rate0.55

Substantive replies0.74

Technical depth0.77

Originality0.60

Explanatory depth0.69

composite 0.70

Spam check

farm 0.04 · looks humanno coordination flags

Timing entropy: 0.82
Cadence regularity: 0.19
Duplication: 0.04
Follow churn: 0.06
Promo frequency: 0.02
CTA patterns: 0

Uncalibrated heuristic. Inputs: cadence regularity, timing entropy, duplication, follow churn, promo frequency. No labeled precision/recall/Brier. Not a verdict. Not grounds to punish an account.

Network

Communities: working-scientists

bridge_score 0.12

Topics

science0.88
environment0.44

Why this person — source posts

INDEXED SAMPLE posts. Internal ids, snapshot time, quoted text. These are not live X permalinks.

“Blank subtraction is where most environmental datasets quietly die.”
id field_ion-1 · original · created 2026-09-15T11:39:00Z · retrieved 2026-09-17T22:00:00Z · source indexed · no live permalink

Signed receipt

This is Mila's file on @field_ion — a hash, not a vibe. You don't need the raw JSON. Open them on X, or copy the file if you're auditing.

sha256:7f6b9989