Data Collection
What is Healthcare AI Data Collection?
Every healthcare AI model starts with data. Before a single annotation can be applied, the right data must be sourced — in the right modality, language, clinical context, demographic composition, and volume. SCILabel's Data Collection service gives healthcare AI builders access to a growing global network of clinical data partners and a bespoke collection infrastructure that can find, acquire, and prepare virtually any healthcare dataset.
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How We Acquire Data
Data Types We Collect
| Category | Examples |
|---|---|
| Medical Imaging | DICOM CT, MRI, X‑ray, ultrasound, mammography, whole‑slide pathology, retinal fundus, OCT, dental OPG, surgical video |
| Clinical Text & EHR | De‑identified clinical notes, discharge summaries, SOAP notes, operative reports, referral letters, lab reports |
| Medical Speech & Audio | Doctor–patient consultations, clinical dictations, multilingual ambient recordings for ambient scribe models |
| Conversational & Dialogue | Symptom‑triage dialogue, patient intake transcripts, consent‑collected health conversations |
| Genomic & Biomedical | VCF files, sequencing outputs, biomarker assay data, pharmacogenomics records |
| Physiological Signals | ECG, EEG, PPG, CGM traces, accelerometry, multi‑parameter wearable streams |
| Pharmaceutical & Biomedical Text | PubMed abstracts, adverse event narratives, clinical trial documents, drug labels |
| Structured Clinical Data | HL7 FHIR resources, claims records, prior authorisation data, structured survey datasets |
Ethical Sourcing — Our Non‑Negotiables
- Consent — Every dataset is collected under explicit, informed participant or institution consent.
- De‑identification — All data is de‑identified to HIPAA Safe Harbor or Expert Determination standards before leaving partner custody.
- Provenance — Full provenance documentation accompanies every dataset — source institution, collection date, consent framework, and de‑identification method.
- Contractual Protection — Partners sign a Data Contribution Agreement covering licensing terms, de‑identification obligations, and revenue‑share terms.