Risk of bias in studies on prediction models developed using supervised machine learning techniques: systematic review

CLA Navarro, JAA Damen, T Takada, SWJ Nijman… - bmj, 2021 - bmj.com
Objective To assess the methodological quality of studies on prediction models developed
using machine learning techniques across all medical specialties. Design Systematic …

Coma prognostication after acute brain injury: a review

D Fischer, BL Edlow - JAMA neurology, 2024 - jamanetwork.com
Importance Among the most impactful neurologic assessments is that of
neuroprognostication, defined here as the prediction of neurologic recovery from disorders …

Injury patterns associated with cognitive motor dissociation

E Franzova, Q Shen, K Doyle, JM Chen, J Egbebike… - Brain, 2023 - academic.oup.com
In unconscious appearing patients with acute brain injury, wilful brain activation to motor
commands without behavioural signs of command following, known as cognitive motor …

[HTML][HTML] Bridging flexible goal-directed cognition and consciousness: the goal-aligning representation internal manipulation theory

G Granato, G Baldassarre - Neural Networks, 2024 - Elsevier
Goal-directed manipulation of internal representations is a key element of human flexible
behaviour, while consciousness is commonly associated with higher-order cognition and …

Electrocorticography reveals thalamic control of cortical dynamics following traumatic brain injury

S Mofakham, A Fry, J Adachi, PL Stefancin… - Communications …, 2021 - nature.com
The return of consciousness after traumatic brain injury (TBI) is associated with restoring
complex cortical dynamics; however, it is unclear what interactions govern these complex …

Amantadine and modafinil as neurostimulants following acute stroke: a retrospective study of intensive care unit patients

AM Leclerc, RR Riker, CS Brown, T May, K Nocella… - Neurocritical Care, 2021 - Springer
Abstract Background/Objective Neurostimulants may improve or accelerate cognitive and
functional recovery after intracerebral hemorrhage (ICH), ischemic stroke (IS), or …

Applications of advanced MRI to disorders of consciousness

D Fischer, V Newcombe… - Seminars in …, 2022 - thieme-connect.com
Disorder of consciousness (DoC) after severe brain injury presents numerous challenges to
clinicians, as the diagnosis, prognosis, and management are often uncertain. Magnetic …

Thalamo-prefrontal connectivity correlates with early command-following after severe traumatic brain injury

ME Cosgrove, JR Saadon, CB Mikell… - Frontiers in …, 2022 - frontiersin.org
Recovery of consciousness after traumatic brain injury (TBI) is heterogeneous and difficult to
predict. Structures such as the thalamus and prefrontal cortex are thought to be important in …

Explaining recovery from coma with multimodal neuroimaging

P Pozeg, J Jöhr, JO Prior, K Diserens, V Dunet - Journal of neurology, 2024 - Springer
The aim of this prospective, observational cohort study was to investigate and assess
diverse neuroimaging biomarkers to predict patients' neurological recovery after coma. 32 …

Potential surgical therapies for drug‐resistant focal epilepsy

W Shan, X Mao, X Wang, RE Hogan… - CNS Neuroscience & …, 2021 - Wiley Online Library
Drug‐resistant focal epilepsy (DRFE), defined by failure of two antiepileptic drugs, affects
30% of epileptic patients. Epilepsy surgeries are alternative options for this population …