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.

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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
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article

Pilot deployment of a machine-learning enhanced prediction of need for hemorrhage resuscitation after trauma – the ShockMatrix pilot study

Charles D. Collard, Clélia Colas, Anatole Harrois, Étienne Escudier et al.
9 citations
BMC Medical Informatics and Decision Making
Trauma and Emergency Care Studies
6.22
article

Pilot deployment of a machine-learning enhanced prediction of need for hemorrhage resuscitation after trauma – the ShockMatrix pilot study

Charles D. Collard, Clélia Colas, Anatole Harrois, Étienne Escudier, Julien Pottecher, Nathalie Delhaye, Arthur James, Tobias Gauss, Delphine Garrigue, Hatem Kallel, Benjamin Bijok, Benjamin Popoff, Jean Marc Pujo, Nouchan Mellati, Thomas Geeraerts, Éric Meaudre, Alain Meyer, Christophe Quesnel, Thomas Clavier, Benjamin Cohen, Julie Rotival, Marie Werner, Gary Duclos, Samuel Gay, Philippe Gosset, Alexandre Bourgeois, Mathieu Boutonnet, Jean Pasqueron, Mathieu Willig, Jean‐Luc Hanouz, Mathieu Raux, Caroline Jeantrelle, Jean-Denis Moyer, Benjamin Rieu, Anne Godiér, Paer Abback, Marc Léone, Thierry Floch, Lynn Malec, Véronique Ramonda, Julie Josse, Gérard Audibert, Fanny Vardon‐Bounes, Nicolas Higel, Marion Scotto, Alexis Frémery, 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
article en
9 citations

Abstract

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.

BMC Medical Informatics and Decision MakingVol. 24(1)
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)
Openalex Percentile: Top 3%
Trauma and Emergency Care Studies
6.22
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