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Models for medical work

Council 1 answers in text, with citations when you ask for them. Dahlia is coming soon and will return a probability for each answer option you give it.

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Council 1Available now

Guidelines recommend lifestyle changes for everyone with high blood pressure, then thiazide diuretics, ACE inhibitors, ARBs, or calcium channel blockers. 12

DahliaComing soon

Which clinic should see this referral?

  • Endocrinology0.78
  • Primary care0.16
  • Nephrology0.06
Illustration. Not medical advice.

Council 1 (Available now)

Language models fine tuned for clinical and biomedical text.

Call them through the Council API, or deploy them in your own cloud account so patient data stays in your environment.

  • Citations with the sources used, when you ask for them
  • The same OpenAI compatible API as the platform
  • Runs in AWS, GCP, or Azure
  • Your data is not used to train shared models
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Read the Council 1 Pro benchmark write upResearch benchmark results on synthetic cases. They do not measure clinical performance.

Sample response

Summarize first line treatment for hypertension.

Guidelines recommend lifestyle changes for everyone with high blood pressure. When medication is needed, first line options include thiazide diuretics, ACE inhibitors, ARBs, and calcium channel blockers [1][2]. The choice depends on age, other conditions, and blood pressure level [1].

  1. 1Clinical practice guidelinePublic knowledge base
  2. 2Evidence reviewPublic knowledge base

Sample response for illustration. Not medical advice.

Dahlia (Coming soon)

A probabilistic model for clinical decision support.

Dahlia will take a case and your questions about it. It will return a probability for every answer option, so your software can list the options from most to least likely.

  • Three kinds of questions

    Each question will ask Dahlia to pick one option, answer yes or no, or rate on a scale.

  • One request per case

    Every question about a case will go in a single API call.

  • A confidence score with each answer

    Your software will be able to send cases that score low to a person for review.

  • Clinical decision support

    Dahlia will support licensed clinicians and the software they use. A clinician makes the decision.

Ask about early access

Dahlia is in development, and details can change before release.

The case

Referral note: 58 year old with type 2 diabetes, A1c of 9.1 on metformin, asking for a specialist visit.

  1. Pick one

    Which clinic should see this referral?

    • Endocrinology0.78
    • Primary care0.16
    • Nephrology0.06
  2. Yes or no

    Does the note include a recent A1c result?

    • Yes0.97
    • No0.03
  3. Rate on a scale

    How complete is the referral note?

    Level 4 of 5, on a scale from missing details to complete
Confidence 0.91Illustration. Not medical advice.

Which model fits the job

Council 1Dahlia
Answers withText, with citations when you ask for themA probability for each option you define
Good forWriting drafts and answering questions about your documentsPlanned: referral routing, eligibility checks, and review queues
Where it runsThe Council API, or inside your own cloudPlanned for the Council API
StatusAvailable nowComing soon

Start with Council 1

Create an API key and send your first request today. For early access to Dahlia or a custom build, tell us what you are working on.

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Council models support the work of qualified professionals and do not replace clinical judgment.