Clinical Data

Custom Clinical Data
for AI

Buyer-defined clinical datasets sourced through hospitals, clinics, laboratories and specialist networks. Retrospective archives, prospective collection, multimodal linkage and expert review.

Clinical Data Capabilities

Tell us the cohort, modalities, metadata and clinical endpoints you need. REMI identifies appropriate medical providers and organizes collection, extraction, structuring, de-identification, linkage, quality control and delivery.

Oncology & Digital Pathology

Pathology slides, whole-slide images, clinical and outcome data — linked at the patient level.

  • H&E pathology slides
  • Whole Slide Images (WSI)
  • Pathology reports
  • Diagnosis, tumor type, stage / grade
  • Biomarkers where available
  • Treatment and response
  • Recurrence, metastasis
  • Follow-up and survival / outcome data
Same-patient linkage of pathology + clinical data + treatment + outcomes.

Dermatology & Dermato-Oncology

Clinical and dermoscopic imagery with pathology-confirmed diagnoses. Retrospective datasets and prospective pathology-linked collection.

  • Melanoma, BCC, SCC
  • Benign lesions / hard negatives
  • Clinical photographs, dermoscopy
  • Pathology-confirmed diagnosis
  • Lesion location, dimensions
  • Age / sex, physician assessment
  • Treatment and follow-up where available
Both retrospective datasets and prospective pathology-linked collection available.

Medical Imaging

Buyer-defined imaging cohorts across modalities, with potential for same-patient multimodal linkage.

  • CT
  • MRI
  • X-ray
  • Ultrasound
  • Other clinical imaging
  • Same-patient multimodal cohorts
Example: X-ray + CT/MRI + diagnosis + treatment/outcomes linked to the same patient.

Dental Data

Structured dental records, radiographic data and clinical photography for adult and pediatric cases.

  • Dental X-rays
  • CBCT where available
  • Intraoral / clinical photographs
  • Diagnoses and treatment histories
  • Longitudinal dental records
  • Adult and pediatric cases
Historical dental archives and prospective collection can be evaluated against buyer specifications.

Clinical Records & Longitudinal Outcomes

Cohorts requiring linkage of multiple data types to the same patient over time.

  • Demographics
  • Diagnosis and pathology
  • Imaging and laboratory data
  • Treatments
  • Clinical response
  • Recurrence / progression
  • Follow-up and outcomes
The value is not only the individual modality — it is the ability to connect multiple data types to the same patient.

Expert Clinical Annotation & Review

Specialist review, annotation and ground-truth creation by relevant medical professionals.

  • Pathology review
  • Radiology review
  • Dermatology assessment
  • Clinical annotation
  • Adjudication and scoring
  • Ground-truth creation
  • AI model evaluation
Available through medical specialists recruited to the buyer's required specialty and protocol.

Historical Archives or
Prospective Collection

Two approaches to sourcing the clinical data you need.

Retrospective

Existing clinical archives can be inventoried, digitized, structured and matched against buyer requirements. REMI works with healthcare institutions to identify cases that meet the buyer's cohort definition, extract and structure the relevant data, de-identify records and prepare them for delivery.

Prospective

If the required dataset does not already exist, REMI can organize new collection through participating healthcare providers using a buyer-defined protocol, devices, software and metadata requirements. Cases are collected, tracked and delivered as they meet the agreed specification.

Example: Clinical image → Biopsy / Excision → Pathology → Linked case metadata

Built Around Patient-Level Linkage

Patient Case
↓
Clinical Data
↓
Imaging
↓
Pathology
↓
Treatment
↓
Follow-up / Outcome

REMI can organize datasets where multiple modalities and downstream outcomes belong to the same patient or clinical case — particularly valuable for oncology, digital pathology, prediction and validation applications.

How It Works

From specification to delivery.

01

Specify

You define the cohort, modalities, sample size, metadata, inclusion/exclusion criteria and intended use.

02

Feasibility

REMI checks suitable hospitals, clinics, laboratories and specialist networks against your requirements.

03

Prepare

Depending on the project: extraction, digitization, de-identification, structuring, annotation, patient-level linkage and expert review.

04

QA & Delivery

Data is validated against the agreed specification and delivered through a secure method with required documentation.

Structured for Each Project

Data projects are structured according to the applicable provider agreements, consent/legal basis, privacy requirements and intended use. REMI does not assume that access to clinical data automatically permits commercial AI use — rights, consent and compliance are verified and documented for each specific project.

Clinical Provider Network

REMI works with healthcare institutions, laboratories and medical specialists and is expanding its clinical provider network. Our initial clinical relationships are concentrated in Ukraine, including oncology, pathology, dermatology and dental care.

Tell Us What Clinical
Dataset You Need

Send us your cohort specification, modalities, target volume and required clinical metadata. We will evaluate feasibility through our provider network.

Request a Dataset