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LifeFromData

Collection possibilities

Start with an example.
Make it your study.

From DNA and bloodwork to a meal photo, a voice note or a night of sleep. Combine clinical tests, device signals and everyday logs around your research question.

Illustrative study designs, not available inventory. Source access, integrations and clinical collection are scoped for each study.

Inputs to scope

Bloodwork · Clinical records · Lab panels · Repeat tests

3 illustrative designs · Original illustrative photography

Example / Biomarker trajectories

Bloodwork, over time.

Connect repeat blood panels to the routines and measurements between tests.

Inputs, labels & delivery
Inputs
Source reports, analytes, units, reference intervals, collection dates
Reference labels
Source-checked observations; separate clinical interpretations
Delivery concept
JSONL or Parquet + report manifest
Scope this study ↗Data details ↗

Example / Longitudinal reasoning

A record that continues.

Link an initial clinical record to repeat labs and participant follow-ups.

Inputs, labels & delivery
Inputs
Source reports, structured observations, follow-up context
Reference labels
Source-linked fields; task-specific reference answers
Delivery concept
JSONL + source manifest
Scope this study ↗Data details ↗

Example / Model evaluation

A held-out health history.

Build case questions from permitted records with reviewed reference answers.

Inputs, labels & delivery
Inputs
A defined input window and source-linked case context
Reference labels
Qualified review, task rubrics and answer provenance
Delivery concept
JSONL + scoring specification
Scope this study ↗Data details ↗

Several inputs.
One participant timeline.

Combine the modalities your task needs. Define the sources, cadence and follow-ups together, with each observation linked to its origin.

Scope a collection

What does your model need to learn?

Start with the task. Define the collection together.

Scope a pilot