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Roadmap

Carolyn Chong edited this page May 7, 2024 · 10 revisions

Welcome to the CyclOps roadmap!

This page shows you what we're working on, what we're about to work on, and what we're thinking about working on.

Want to contribute? We've compiled some good first issues.

Got a feature idea? Let us know by opening a GitHub issue.

Thanks for popping by!

Apr - Jun 2024

  • Updated user guide documentation
  • Alerts
  • Confidence intervals
  • Clinician view
  • Improved plot slicing
  • Sample sizes included in plots

Responsible AI in Healthcare event in Toronto on May 13, 2024

CyclOps workshop for data scientists - June 2024, stay tuned!

Ideas for a rainy day

Additional use cases

Summary: We'd like to expand our support beyond mortality decompensation prediction.

Intended outcome: Build a library of use cases on clinical datasets.

How it will work: We are considering adding length of stay prediction, patient readmission prediction and prediction of specific pathologies.

Workflow orchestrator

Summary: The idea is to use workflow orchestration tools to build pipelines with Cyclops packages.

Intended outcome: With a workflow orchestrator, one can define each of those processes as tasks and link them in a workflow in a way that the output of one flows into the other. A workflow can be repeated, replicated, and automated.

How it will work: The orchestrator could be built using workflow orchestration tools like Flyte. An example pipeline could look something like this: query an EHR database using cyclops query API, process the data using cyclops process API, train/validate an ML model on the data using cyclops tasks API, evaluate the model using cyclops evaluate API, monitor the model using cyclops monitor API. workflowManager_diagram

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