Research & capabilities

Your science.
A workflow built around it.

Neuroscience imaging and analysis are our starting point. We bring processing, researcher judgment, and the history of an analysis into one connected workflow.

Current focus

The capabilities to
move analysis forward.

Two starting modalities. A connected approach to processing, review, and provenance.

Image-based analysis

Calcium imaging

Recording preparation, candidate regions, trace extraction, and researcher review. Specific methods are selected for the preparation.

Signal-based analysis

Fiber photometry

Align channels, apply correction and normalization, and compare event-aligned activity. Retain acquisition settings and method choices for researcher review.

Across the workflow

Analysis orchestration

Connect processing stages and their inputs, parameters, and derived artifacts.

Versioning & provenance

Keep source data, method versions, parameters, and review decisions connected to the outputs.

Experimental design & acquisition

Know how the data
was collected.

An analysis starts before the first processing step. Connect the experiment, the recording and the researcher’s decisions so the result retains a useful history.

01 / Experiment

Know the setup.

Start with the scientific question and the conditions that give a recording meaning. Connect the project and preparation to the lab, instrument setup and relevant profiles.

The question and the setup belong to the same research record.

What stays connected
Experimental design
Project, experiment, preparation and protocol
Instrument setup
Site, equipment and instrumentation profile
The recording links experimental design to the instrument profile used for acquisition.ProjectStudyExperimentTarget, sensor & preparationRecording A
The recording links experimental design to the instrument profile used for acquisition.

02 / Acquisition metadata

Record the acquisition.

Retain channels, sampling rates, exposure, and event timestamps where relevant to the recording. Link those acquisition settings to source files and lab notes so researchers can check how the measurements were made.

Acquisition settings describe how the data were collected. Processing settings describe what happens next.

What stays connected
Acquisition
Channels, exposure and sampling
Alignment
Clock, triggers and companion streams
Source record
Experiment and setup references, source files and researcher notes
Signal, optional reference, and event timestamps belong to the same recording. Shared equipment profiles remain distinct from settings captured for an individual acquisition.Recording ASignalReference, when usedEventsExperiment & setup referencesSource files & researcher notesRecord revision 2
Signal, optional reference, and event timestamps belong to the same recording. Shared equipment profiles remain distinct from settings captured for an individual acquisition.

03 / Reviewed work

Make the work reusable.

Select the recordings and interval needed for the question. Carry methods and parameters into processing, then connect scientific review and agreed analyses to their outputs.

Trace a result to the reviewed outputs, source recording, and acquisition settings.

What stays connected
Analysis scope
Selected recordings and intervals
Method
Run profile, versions and parameters
Scientific judgment
Review decisions and the reasons behind them
Selected recordings pass through a defined method and researcher review. The resulting output retains links to the inputs and analysis decisions.Recording ARun profileScientific reviewAnalysis resultA result with a route back.
Selected recordings pass through a defined method and researcher review. The resulting output retains links to the inputs and analysis decisions.

Validated workflow state

Know what was run.
Know what was accepted.

A completed process becomes an accepted workflow through scientific review. Retain the technical state and the basis for acceptance, so the next analysis has a clear reference.

The analysis record

Source & acquisition

Recording identity, acquisition details, and the selected subset.

Method & version

Workflow version, processing code, and model version where used.

Parameters & configuration

The explicit settings used for this analysis.

Researcher review

Decisions, exclusions, and the responsible reviewer.

Accepted state & history

The accepted configuration and its relationship to later versions.

Follow the record behind a result

Capabilities grow
through the work.

Additional neuroscience workflows are added as they are implemented and validated.

If your modality or analysis is not represented here, a conversation can establish what fits an existing workflow and what would need further development and evaluation.

How a workflow becomes operational

Research operations

The operation behind the science.

Bring acquisition records, processing jobs, and reviewed outputs into an environment your lab can operate and your institution can support.

A conversation, grounded in your work

Let’s start with your science.

Bring your research question, your current workflow, and the part that needs to work better.

Discuss your workflow