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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

Food · Medication · Supplements · Mood · Energy · Cycle logs

3 illustrative designs · Original illustrative photography

Example / Multimodal extraction

Food, beyond a calorie count.

Combine meal photos, spoken descriptions and timing in a repeatable food diary.

Inputs, labels & delivery
Inputs
Photographs, participant descriptions, reported portions and meal times
Reference labels
Reported ingredients; reviewed extraction; estimates marked as derived
Delivery concept
Media + JSONL event logs

Example / Medication timeline extraction

The plan. The reported intake.

Separate a documented medication plan from what a participant reports taking.

Inputs, labels & delivery
Inputs
Permitted medication records, product names, reported dose and timing
Reference labels
Prescribed versus reported; missed doses and unknowns explicit
Delivery concept
JSONL events + source references

Example / Routine and exposure logging

Supplements, in the timeline.

Record products, ingredients and reported intake alongside changes in daily experience.

Inputs, labels & delivery
Inputs
Product or label photos, ingredients, dose units, intake and symptom logs
Reference labels
Reported use; source-linked ingredients; no causal effect labels
Delivery concept
Event logs + permitted media

What does your model need to learn?

Start with the task. Define the collection together.

Scope a pilot