The BIOS research team
Longitudinal medical context, data methodology and verifiable conclusions.
BIOS Research · Special report
Medical context between appointments
Why health histories become fragmented across documents, systems and conversations, and what helps keep them continuous and verifiable.
Full analytical report
Methodology and limitations
Findings for doctors and clinics
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ResearchResearchMedical context
between appointments
between appointments
How to keep health histories continuous and verifiable
BIOS Research2026
The research in professional discussion
Materials and discussions
Who it is for
People who work with long health histories.
The report examines the same gap from the perspectives of an individual, a doctor, a clinic and a researcher.
Practising doctors
Clinic leaders
Medical researchers
HealthTech teams
Patient organisations
Inside the report
From a problem to a testable solution.
- 01A map of medical context
What data appears between visits and where it is stored.
- 02Key points of fragmentation
Why documents, decisions and changes do not form a single history.
- 03Doctor and patient practice
How medical histories are reconstructed today and what still requires manual work.
- 04The role of longitudinal data
Why trends and event sequences matter more than an isolated observation.
- 05Design principles
Verifiability, sources, limitations and clinical oversight.
04 / CONTEXT
A health history exists in several places at once.
Documents · laboratories · observations · medical decisions
07 / CHANGE OVER TIME
A single point does not show the direction of change.
Key findings
What becomes visible when a history is assembled over time.
Each finding in the full report is accompanied by its supporting evidence, methodology and limitations.
Context is fragmented across systems
Important information exists simultaneously in documents, laboratories, apps and the patient's memory.
Trends have to be reconstructed manually
Individual results do not show the direction or speed of change without earlier values.
Missing data is discovered too late
Some questions arise during the appointment, when the supporting source cannot be obtained immediately.
The source matters more than convincing wording
Doctors need to see the path from an observation to a fact, date and original document.
The central point
“Continuity of medical context begins not with the quantity of data, but with the ability to understand where it came from and what has changed over time.”
BIOS Research · report finding
Expert perspectives
Different roles. One medical context.
In the full report, professional perspectives are published with the contributor's name, role, reasoning and approval.
Doctor
“A timeline is useful when it shortens the path to the source rather than hiding it.”
Clinical perspective
Researcher
“A negative result and a data limitation are as much a part of knowledge as a confirmed hypothesis.”
Scientific perspective
Patient
“The history should carry across specialists so that every new appointment does not start from scratch.”
Individual perspective
Methodology
A conclusion cannot be separated from how it was reached.
The full report should describe the sample, data sources, observation period, inclusion criteria, analysis method and known limitations.
- facts are separated from interpretation;
- data sources and versions are retained;
- disagreements and negative results remain visible;
- the limits of applicability are stated explicitly.
Full version
Download the BIOS research report
The report structure, key findings, expert perspectives, methodology and limitations in one document.
PDF in Russian · opens the system save dialogue