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from qualia import ehr cohort = ehr.build_cohort("icu_2025", age=18+) cohort.head()
| patient_id | age | los | readmit |
|---|---|---|---|
| P-9230 | 62 | 3.4 | 0 |
| P-9112 | 71 | 1.1 | 1 |
| P-8731 | 58 | 4.8 | 0 |
qc = ehr.quality_check(cohort, batch="2025-Q4") qc.flag_anomalies("sequencing")
Research needs its own agent workforce.
Qualia runs hundreds of agents in parallel to surface actionable insights in record time.
Speed on Kaggle problems
From idea to investigation.
Qualia tirelessly explores every possible research direction to ensure no possible solution is untouched.
Stay in the loop 24/7.
Results are announced where your teams already work: Slack, email, or custom connectors.
Every finding, fully sourced.
Each discovery is grounded in source code, organizational data, and citations. Export auditable writeups of results to share with your peers.
From idea to investigation.
Qualia tirelessly explores every possible research direction to ensure no possible solution is untouched.
Stay in the loop 24/7.
Results are announced where your teams already work: Slack, email, or custom connectors.
Every finding, fully sourced.
Each discovery is grounded in source code, organizational data, and citations. Export auditable writeups of results to share with your peers.
Your workflow, supercharged.
Qualia lets you pick up exactly where you left off.
Bring your agent skills.
Import your existing research skills from Cursor or Claude Code to elevate your workflows.
Built around the way you work.
Connect your codebase, notebooks, data warehouses, and the enterprise tools your team already uses.
Which sequence models best predict 30-day mortality from time-series vitals?
Compared 3 sequence models on 12,847 patients (held-out AUROC):
| Model | AUROC | Brier |
|---|---|---|
| Q-T (Transformer) | 0.890 | 0.072 |
| GRU-D | 0.830 | 0.087 |
| LSTM | 0.770 | 0.103 |
What about patients with sparse vitals?
AUROC drops to 0.83 on patients with <30 readings. Adding the irregular-sampling adapter from Che ’18 recovers most of it (0.87). Pushed the comparison to cell 17.
Collaborate like it’s your colleague.
Launch experiments, ask follow-up questions, and generate results all from your Slack workspace.
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