yoda
09Open Science Portal

Open Science

Science grows when it is shared.

YODA believes that the future of intensive care depends on transparent methods, reproducible science, shared resources, and global collaboration.

Explore Resources →Contribute
01Philosophy

Open science is better science.

Transparency is not an aesthetic. It is the mechanism by which science corrects itself. When methods are visible, errors become findable. When datasets are shared, results become testable. When code is open, conclusions become reproducible.

Intensive care is a discipline of consequence. Decisions unfold in minutes; their weight lasts a lifetime. A field that carries this responsibility cannot afford closed knowledge, hidden pipelines, or unverifiable claims.

Collaboration multiplies rigour. A protocol reviewed across continents is stronger than a protocol read within a single institution. A model validated in ten health systems is safer than a model tuned on one.

Every dataset shared has the potential to save lives.

02Open Resources

A library built for the world's ICUs.

Datasets, protocols, code, models, simulations, calculators, algorithms, and teaching material — versioned, licensed, cited.

R-01v0

Datasets

De-identified ICU cohorts, waveform archives, ventilation logs.

LicenseCC BY 4.0
UpdatedPending
Downloads—
R-02v0

Clinical Protocols

Bedside protocols with full methodological transparency.

LicenseCC BY-SA 4.0
UpdatedPending
Downloads—
R-03v0

Statistical Code

Reproducible R and Python pipelines for critical care analytics.

LicenseMIT
UpdatedPending
Downloads—
R-04v0

Machine Learning Models

Interpretable models with training cards and validation reports.

LicenseApache 2.0
UpdatedPending
Downloads—
R-05v0

Simulation Files

Lung, circulation, and ventilator interaction simulators.

LicenseCC BY 4.0
UpdatedPending
Downloads—
R-06v0

Interactive Calculators

Physiology-grounded bedside calculators, open source.

LicenseMIT
UpdatedPending
Downloads—
R-07v0

Clinical Algorithms

Decision pathways with references, limitations, and provenance.

LicenseCC BY 4.0
UpdatedPending
Downloads—
R-08v0

Educational Material

Slide decks, figures, and teaching modules — freely reusable.

LicenseCC BY 4.0
UpdatedPending
Downloads—
03Reproducibility Center

From question to bedside — nothing hidden.

  1. 01

    Question

    A clinical problem, sharply framed.

  2. 02

    Protocol

    Pre-registered. Peer-reviewed. Public.

  3. 03

    Dataset

    FAIR: findable, accessible, interoperable, reusable.

  4. 04

    Analysis

    Versioned code. Deterministic pipelines.

  5. 05

    Validation

    External cohorts. Independent replication.

  6. 06

    Publication

    Open access. Full transparency of methods.

  7. 07

    Clinical Translation

    Back to the bedside — where knowledge belongs.

04YODA Toolbox

Instruments for the physiological ICU.

A growing suite of open, physiology-grounded tools — free to use, inspect, and improve.

T-01In design

Respiratory Pyramid Interface

T-02In design

Acid–Base Interpreter

T-03In design

Mechanical Power Explorer

T-04In design

Ventilation Simulator

T-05In design

DIC Intelligence

T-06In design

PhysioICU Engine

T-07In design

Clinical Calculators

T-08Roadmap

Future Apps

05Open Data Policy

The rules that keep openness trustworthy.

P-01

FAIR Principles

Every resource — findable, accessible, interoperable, reusable.

P-02

Data Governance

Clear stewardship, provenance, and lifecycle for every dataset.

P-03

Privacy

Rigorous de-identification. Patient dignity is non-negotiable.

P-04

Ethics

IRB oversight, informed consent, transparent conflicts of interest.

P-05

Licensing

Creative Commons for content · permissive OSI licences for code.

P-06

Citation Policy

Persistent identifiers — DOI, ORCID, ROR — for every artefact.

06Contribute

Openness is a practice. Join it.

C-01

Submit Dataset

Contribute a de-identified cohort, waveform archive, or registry.

C-02

Submit Protocol

Share a bedside or research protocol for community review.

C-03

Submit Software

Publish code, models, or notebooks with a DOI.

C-04

Submit Educational Resource

Slides, figures, or modules for open teaching.

C-05

Report Issue

Help us fix errors, ambiguities, or reproducibility gaps.

C-06

Become Contributor

Join the editorial and stewardship community.

07Global Open Science Network

A commons — held together by people.

Universities, hospitals, research groups, and open-source contributors — one shared infrastructure for critical care knowledge.

UniversitiesNode · Active
HospitalsNode · Active
Research GroupsNode · Active
Open-source ContributorsNode · Active
08Resource Impact

The pulse of the commons.

Datasets—
Downloads—
Contributors—
Protocols—
Repositories—
Software—
Global Users—

Counters activate as the commons grows.

"Knowledge hidden cannot improve patient care."

Share.
Validate.
Collaborate.
Improve Lives.
Begin

The commons is open. Walk in.

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