yoda
00 · PublicationsPeer-reviewed · Open · Reproducible

Publications

Knowledge that advances intensive care.

Every publication reflects our commitment to physiology, scientific rigor, transparency and better patient care.

Browse PublicationsResearch Programs
01 · Editorial

A stance

Science becomes meaningful only when it is shared.

At YODA, publications are not academic metrics. They are how physiology, engineering and clinical judgement enter the record — where they can be examined, contested and improved.

A paper's value is not the number attached to it, but whether another team can read it, reproduce it, and use it to treat a patient better tomorrow than today. We publish so that knowledge becomes public infrastructure — versioned, cited, and available to the people who need it, not held inside a single institution.

Every method, dataset, and model we can responsibly release is released — with the code that produced the figures and the protocol that produced the data. Publication becomes a contract: a claim that others can verify, extend, or refute.

Every publication is an invitation to question, reproduce and build further.

02 · Featured

Featured publications

A rotating selection of work we want you to read first.

P-01Original Research

Placeholder — Respiratory mechanics under variable assist ventilation

YODA Research Collective · — · In press

This slot is reserved for a forthcoming manuscript. Publications will populate through the YODA editorial pipeline as peer review completes.

respiratory mechanicsassisted ventilation
Altmetric · —  ·  Citations · —

Clinical Takeaway

Variable assist may reduce patient-ventilator asynchrony without compromising lung-protective targets. Consider driving pressure and inspiratory effort together, not either alone.

A YODA signature — one bedside idea per paper.

P-02Validation

Placeholder — Explainable models for haemodynamic decompensation

YODA AI Lab · — · In press

Reserved. Method, dataset and code links will be published together, following YODA's open-science protocol.

explainabilityhaemodynamicsAI
Altmetric · —  ·  Citations · —

Clinical Takeaway

A model is only clinically useful when its reasoning is visible. Trust the drivers of the prediction, not the score. Escalate on physiology, not on probability.

A YODA signature — one bedside idea per paper.

P-03Concept Paper

Placeholder — Physiology-first framework for critical illness

YODA Physiology Working Group · — · In press

Reserved for a concept paper defining the physiology-first stance of the PhysioICU programme.

physiologyframework
Altmetric · —  ·  Citations · —

Clinical Takeaway

Diagnose the mechanism, then choose the intervention. Physiology-first care makes therapies reversible, explainable and specific to the patient in front of you.

A YODA signature — one bedside idea per paper.

03 · Library

Publication library

Search and filter every YODA output. Metadata is ready for CMS and index integration.

8 results
P-01Mechanical Ventilation

Placeholder — Respiratory mechanics under variable assist ventilation

YODA Research Collective · — · In press

This slot is reserved for a forthcoming manuscript. Publications will populate through the YODA editorial pipeline as peer review completes.

Original Research

Clinical Takeaway

Variable assist may reduce patient-ventilator asynchrony without compromising lung-protective targets. Consider driving pressure and inspiratory effort together, not either alone.

A YODA signature — one bedside idea per paper.

P-02Artificial Intelligence

Placeholder — Explainable models for haemodynamic decompensation

YODA AI Lab · — · In press

Reserved. Method, dataset and code links will be published together, following YODA's open-science protocol.

Validation

Clinical Takeaway

A model is only clinically useful when its reasoning is visible. Trust the drivers of the prediction, not the score. Escalate on physiology, not on probability.

A YODA signature — one bedside idea per paper.

P-03Physiology

Placeholder — Physiology-first framework for critical illness

YODA Physiology Working Group · — · In press

Reserved for a concept paper defining the physiology-first stance of the PhysioICU programme.

Concept Paper

Clinical Takeaway

Diagnose the mechanism, then choose the intervention. Physiology-first care makes therapies reversible, explainable and specific to the patient in front of you.

A YODA signature — one bedside idea per paper.

P-04Open Science

Placeholder — Reproducibility standards for critical-care AI

YODA Open Science · — · In press

Reserved. Standards, checklists and validation harnesses will be released alongside the manuscript.

Review

Clinical Takeaway

Before adopting an AI tool at the bedside, ask for its data, its code, and its external validation. If any one is missing, defer.

A YODA signature — one bedside idea per paper.

P-05Education

Placeholder — Curriculum design for the physician of 2035

YODA Academy · — · In press

Reserved for an educational research paper on longitudinal curriculum design in critical care.

Concept Paper

Clinical Takeaway

The physician of 2035 will practise with algorithms, not against them. Teach physiology deeply, and teach the limits of every model that reasons on top of it.

A YODA signature — one bedside idea per paper.

P-06Digital Medicine

Placeholder — Digital biomarkers of respiratory effort

YODA Labs · — · In press

Reserved. Study protocol will be pre-registered before enrolment.

Clinical Study

Clinical Takeaway

Continuous, non-invasive markers of inspiratory effort can surface silent patient-self-inflicted lung injury hours before conventional signs appear.

A YODA signature — one bedside idea per paper.

P-07Mechanical Ventilation

Placeholder — Bench validation of a lung-protective controller

YODA Engineering · — · In press

Reserved for an experimental study describing the test lung and validation methodology.

Experimental Study

Clinical Takeaway

Closed-loop controllers should be judged not by average performance, but by their behaviour at the physiological edges where patients actually deteriorate.

A YODA signature — one bedside idea per paper.

P-08Critical Care

Placeholder — Sepsis phenotyping through physiology-informed clustering

YODA Physiology × AI · — · In press

Reserved. Data-use agreement and code repository will accompany the release.

Original Research

Clinical Takeaway

Sepsis is not one disease. Physiology-informed phenotypes point to different resuscitation strategies for patients that today receive the same protocol.

A YODA signature — one bedside idea per paper.

04 · Translation

From publication to innovation.

A paper is a beginning, not a conclusion. Discoveries become concepts, concepts become technologies, and technologies — carefully validated — reach patients.

  1. T-01

    Scientific Publications

    Peer-reviewed knowledge.

  2. T-02

    Concepts

    Frameworks distilled from evidence.

  3. T-03

    Patents

    Protected translational IP.

  4. T-04

    Clinical Translation

    Prospective validation at the bedside.

  5. T-05

    Patient Impact

    Better outcomes, worldwide.

05 · Open science

Everything we can share, we share.

Persistent identifiers, open data, open code, and pre-registered protocols — the connective tissue of reproducible science.

O-01

DOI

Persistent identifiers for every output.

Coming soon →
O-02

Open Data

Datasets released under permissive licences.

Coming soon →
O-03

Open Code

Analysis and model code, version-controlled.

Coming soon →
O-04

Supplementary Material

Extended methods and figures.

Coming soon →
O-05

Protocols

Pre-registered study protocols.

Coming soon →
O-06

GitHub

Working repositories for reproducibility.

Coming soon →
O-07

Preprints

Early releases before peer review.

Coming soon →
O-08

Validation Resources

Benchmarks, test lungs, phantoms.

Coming soon →
06 · Impact

Research impact

Live figures will populate as the publication pipeline releases work.

—Peer-reviewed Publications
—Journal Articles
—Average Citations
—Open Resources
—Datasets
—International Collaborators
—Patents
07 · Journey of knowledge

How a question becomes better care.

  1. 01Question
  2. 02Hypothesis
  3. 03Research
  4. 04Publication
  5. 05Translation
  6. 06Clinical Practice
  7. 07Better Patient Care

Manifesto

"Knowledge only changes medicine when it is shared."

Research. Publication. Translation. Impact.