NEURALCUP

Competition on Stroke Outcome Prediction

Welcome to NEURALCUP, an exciting competition and crowd-sourcing initiative aimed at revolutionizing stroke outcome prediction! Whether you're a seasoned data scientist or just curious about machine learning, we invite you to dive into our rich dataset and showcase your predictive skills.


Our dataset to share is comprised of detailed information from nearly 200 stroke patients, including demographic details (age, gender), various brain imaging modalities (T1, DWI, FLAIR), disconnectivity maps, and neuropsychological scores (covering motor, cognitive, and emotional outcomes). 


Your challenge? Develop a model to predict neuropsychological scores, test its generalizability on a set of 50 out-of-sample patients, and climb the leaderboard.


The best part? All methods are welcome. What matters is the overall average R^2 score across all neuropsychological domains from your out-of-sample predictions.


Join us in this collaborative effort to push the boundaries of stroke prediction. Request the dataset, submit your predictions, and be a part of groundbreaking science. 

Leaderboard

RANK

TEAM

AVERAGE

COGNITIVE

EMOTIONAL

MOTOR

1

Freiburg Predicts (3)

0,302

0,136

0,116

0,128

0,145

0,131

0,033

0,072

0,169

0,302

0,213

0,157

0,123

0,056

0,168

0,096

0,006

0,014

0,048

0,135

0,103

0,018

0,000

0,002

EMOTIONAL

0,188

0,541

0,079

EMOTIONAL

0,031

2

LetsCureAphasia (2)

EMOTIONAL

0,003

0,171

0,230

0,541

0,278

0,235

0,264

0,266

0,413

0,140

0,145

0,145

0,136

0,211

0,295

0,176

0,067

0,119

0,140

0,018

0,187

0,048

0,066

0,079

0,015

EMOTIONAL

3

EMOTIONAL

0,032

Freiburg Predicts (1)

0,146

EMOTIONAL

4

EMOTIONAL

Spaghetti4two (2)

0,125

EMOTIONAL

0,084

5

Stanford Predicts (2)

EMOTIONAL

0,123

EMOTIONAL

0,040

5

6

MedMax (2)

0,117

0,052

7

Ploras

EMOTIONAL

0,114

EMOTIONAL

0,001

8

Los Cerebros (1)

EMOTIONAL

0,112

EMOTIONAL

0,017

9

Los Cerebros (2)

0,110

EMOTIONAL

EMOTIONAL

0,020

10

Freiburg Predicts (1)

TEAM

0,108

MOTOR

COGNITIVE

EMOTIONAL

MOTOR

COGNITIVE

EMOTIONAL

0,031

11

Freiburg Predicts (2)

0,103

MOTOR

COGNITIVE

EMOTIONAL

MOTOR

COGNITIVE

EMOTIONAL

0,036

12

Windy Brain (1)

0,318

EMOTIONAL

0,091

EMOTIONAL

0,020

13

LetsCureAphasia (1)

0,091

EMOTIONAL

EMOTIONAL

0,041

14

0,090

EMOTIONAL

Spaghetti4two (1)

EMOTIONAL

0,018

15

0,089

0,043

Team V

16

Lasagna4one

0,069

EMOTIONAL

EMOTIONAL

0,023

17

EMOTIONAL

Team H&G

0,057

EMOTIONAL

0,004

18

EMOTIONAL

Stanford Predicts (1)

0,054

EMOTIONAL

0,012

19

A-Team

EMOTIONAL

EMOTIONAL

0,050

0,027

20

Los Cerebros (3)

0,049

EMOTIONAL

EMOTIONAL

0,007

21

Kassandra

0,046

EMOTIONAL

EMOTIONAL

0,000

17

Windy Brain (2)

0,035

22

0,013

18

Cupcake

0,030

23

0,003

24

Team Random

0,030

0,024

25

MedMax (1)

0,024

0,019

NEWS

Consortium Paper: 

NEURAL 2023 Bordeaux

At the NEURAL 2023 conference, 15 international teams showcased their innovative models for predicting long-term stroke outcomes using our curated dataset. This competition marked the first systematic analysis of stroke outcome prediction models, culminating in the insightful paper, "Benchmarking Stroke Outcome Prediction through Comprehensive Data Analysis," put together by Anna Matsulevits et al., currently under review but openly already available as a preprint. 

Contact

CLICK HERE

Request Dataset