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AI for medicine and the life sciences

How research teams, hospitals and companies put MindCODE agents and models to work.

Youth mental health

Studies of adolescent mental health, from school cohorts to the AI products that teens use.

Typical project

A school-based cohort study that needs an analysis plan, longitudinal models and a manuscript.

What we deliver

  • Study design and analysis plans for longitudinal cohorts
  • Analysis of surveys, speech and wearable data
  • Safety testing for chatbots and apps used by teens
  • Research Agents
  • Autonomous Runs
  • Verify
  • Research services

Brain science

Neuroimaging and connectome analysis at the scale of modern brain datasets.

Typical project

A lab with resting-state fMRI and diffusion MRI from several hundred participants that needs reproducible pipelines and publication figures.

What we deliver

  • fMRI and diffusion MRI preprocessing with quality control
  • Brain network and connectome analysis
  • Reproducible pipelines and publication-grade figures
  • Autonomous Runs
  • Research Agents
  • Verify

Clinical AI models

Diagnostic, prognostic and treatment-response models, developed and validated on your clinical data.

Typical project

A hospital research unit with records and imaging data that wants a prognostic model, external validation and a TRIPOD+AI style report.

What we deliver

  • Model development on structured, imaging and text data
  • Internal and external validation, calibration and subgroup checks
  • Reporting to TRIPOD+AI, with code that reruns end to end
  • Custom models
  • Research Agents
  • Verify
  • Private deployment

Psychiatry and digital phenotyping

Speech, facial expression, movement and sleep turned into measurable signals of mental health.

Typical project

A clinical research team collecting interviews and wearable data that needs features, models and a paper.

What we deliver

  • Feature pipelines for speech, video and wearables
  • Digital cognitive tasks that run in the browser
  • Multimodal models linking signals to clinical scales
  • Research Agents
  • Autonomous Runs
  • Custom models

Medical language models

Language models that read clinical text, running inside the hospital network.

Typical project

A hospital that wants to structure discharge notes for research without sending data outside.

What we deliver

  • Clinical text structuring and information extraction
  • Fine-tuning and evaluation on your own records
  • Private deployment with a log of every request
  • Model API
  • Custom models
  • Private deployment

Multi-omics and precision medicine

From expression data and gene lists to biomarkers and pathways.

Typical project

A team with RNA-seq from a patient cohort looking for biomarkers of treatment response.

What we deliver

  • Differential expression and pathway analysis
  • Gene annotation with sources for every entry
  • Volcano plots, heatmaps and pathway figures
  • Research Agents
  • Autonomous Runs
  • Verify

Working in another field?

The same agents and models serve epidemiology, public health and other quantitative sciences.

Tell us about your project

Bring us your next study

Start with a pilot on a real project: a manuscript, a dataset or a model.