Pilot deployment of a machine-learning enhanced prediction of need for hemorrhage resuscitation after trauma – the ShockMatrix pilot study
The ShockMatrix pilot study developed a simple ML-enhanced NHR prediction tool demonstrating a comparable performance to clinical reference scores and clinicians. Collecting the predictor variables in real-time on prealert was feasible and caused no workflow disruption.
Authors
- Charles D. Collard (ORCID: https://orcid.org/0000-0001-7238-0063)
- Clélia Colas
- Anatole Harrois (ORCID: https://orcid.org/0000-0002-5098-4656)
- Étienne Escudier (ORCID: https://orcid.org/0000-0002-9559-8628)
- Julien Pottecher (ORCID: https://orcid.org/0000-0001-6073-4354)
- Nathalie Delhaye
- Arthur James (ORCID: https://orcid.org/0000-0002-1172-6398)
- Tobias Gauss (ORCID: https://orcid.org/0000-0003-3668-8292)
- Delphine Garrigue
- Hatem Kallel (ORCID: https://orcid.org/0000-0001-5762-5835)
- Benjamin Bijok
- Benjamin Popoff (ORCID: https://orcid.org/0000-0003-2854-0909)
- Jean Marc Pujo (ORCID: https://orcid.org/0000-0001-8146-3362)
- Nouchan Mellati
- Thomas Geeraerts (ORCID: https://orcid.org/0000-0002-6938-0967)
- Éric Meaudre (ORCID: https://orcid.org/0000-0003-4345-9009)
- Alain Meyer (ORCID: https://orcid.org/0000-0003-0893-6041)
- Christophe Quesnel (ORCID: https://orcid.org/0000-0002-6800-3190)
- Thomas Clavier (ORCID: https://orcid.org/0000-0001-8630-7537)
- Benjamin Cohen (ORCID: https://orcid.org/0000-0003-1042-896X)
- Julie Rotival
- Marie Werner (ORCID: https://orcid.org/0000-0001-9019-3122)
- Gary Duclos
- Samuel Gay
- Philippe Gosset (ORCID: https://orcid.org/0000-0002-4043-6429)
- Alexandre Bourgeois (ORCID: https://orcid.org/0000-0001-7877-3191)
- Mathieu Boutonnet (ORCID: https://orcid.org/0000-0002-7334-0132)
- Jean Pasqueron
- Mathieu Willig
- Jean‐Luc Hanouz (ORCID: https://orcid.org/0000-0003-1845-8610)
- Mathieu Raux (ORCID: https://orcid.org/0000-0003-2493-9146)
- Caroline Jeantrelle (ORCID: https://orcid.org/0000-0002-5587-7534)
- Jean-Denis Moyer (ORCID: https://orcid.org/0000-0002-4244-7340)
- Benjamin Rieu
- Anne Godiér (ORCID: https://orcid.org/0000-0002-4289-6883)
- Paer Abback
- Marc Léone (ORCID: https://orcid.org/0000-0002-3097-758X)
- Thierry Floch
- Lynn Malec (ORCID: https://orcid.org/0000-0001-9173-7179)
- Véronique Ramonda (ORCID: https://orcid.org/0000-0001-8740-4064)
- Julie Josse (ORCID: https://orcid.org/0000-0001-9547-891X)
- Gérard Audibert (ORCID: https://orcid.org/0000-0001-7919-5434)
- Fanny Vardon‐Bounes (ORCID: https://orcid.org/0000-0003-2505-848X)
- Nicolas Higel
- Marion Scotto
- Alexis Frémery (ORCID: https://orcid.org/0000-0001-5365-6191)
- Theophile Sempe
- Sofiane Medjkoune
- Leslie Dussau
- Sébastien Gettes
- Emmanuelle Hammad
- Elisabeth Gaertner
- Valentin Lefrançois
- Manuel Pichon
- Etienne Montalescau
- Perrine Lepêtre
- Claire Jaillette
- Romain Mermillod Blondin
Institutions
- Université Paris-Sud (FR)
- Centre National de la Recherche Scientifique (FR)
- Université Toulouse III - Paul Sabatier (FR)
- Inserm (FR)
- École des Mines de Douai (FR)
- Université Clermont Auvergne (FR)
- Université de Montpellier (FR)
- Université Paris-Saclay (FR)
- Hôpital Beaujon (FR)
- Centre Hospitalier Universitaire de Grenoble (FR)
- Centre Hospitalier Universitaire de Lille (FR)
- Centre Hospitalier Universitaire de Toulouse (FR)
- Sorbonne Université (FR)
- HIA du Val-de-Grâce à Paris (FR)
- Assistance Publique – Hôpitaux de Paris (FR)
- Hôpital Européen Georges-Pompidou (FR)
- Centre Chirurgical Marie Lannelongue (FR)
- Hypertension pulmonaire : physiopathologie et innovation thérapeutique (FR)
- Hôpital Européen (FR)
- Centre Hospitalier Universitaire de Caen Normandie (FR)
- Pitié-Salpêtrière Hospital (FR)
- Infectious Disease Models and Innovative Therapies (FR)
- Centre Hospitalier Universitaire de Clermont-Ferrand (FR)
- Capgemini (France) (FR)
- Grenoble Institute of Neurosciences (FR)
- Institut de Pharmacologie Moléculaire et Cellulaire (FR)
- Bicêtre Hospital (FR)
- Hôpital Tenon (FR)
- Groupe de recherche clinique en anesthésie réanimation médecine périopératoire (FR)
- Imation (United States) (US)
- Université Grenoble Alpes (FR)
- Université de Caen Normandie (FR)
Publication Details
- Journal
- BMC Medical Informatics and Decision Making
- Published
- 2024-10-28
- DOI
- https://doi.org/10.1186/s12911-024-02723-9
- Citations
- 9
- Primary Topic
- Trauma and Emergency Care Studies
- Type
- article
- Field-Weighted Citation Impact
- 6.22