Early Alzheimer's Detection with NeuProScan AI
Predicting Dementia from MRI Scans
Dementia is a formidable adversary, often lurking in the shadows of our minds, gradually eroding cognitive abilities. Alzheimer’s, in particular, stealthily affects the brain years before symptoms become noticeable, robbing patients of precious time to combat its progression. The challenge lies in the absence of a consistent, robust, and non-intrusive method for diagnosing Alzheimer’s in its early, preclinical stages. Or is there…
The NeuProScan Solution
Preclinical Alzheimer’s harm to the brain is often elusive on standard MRI scans. Its manifestation varies significantly from person to person, making detection challenging for even the most experienced doctors. Enter artificial intelligence, a realm where patterns and indicators hidden to the human eye are unveiled. With the wisdom gained from thousands of scans, AI can identify subtle yet crucial patterns, extracting information from every pixel.
The NeuProScan Promise
Introducing NeuProScan, the innovative Artificial Intelligence platform that empowers doctors to predict their patients’ future health. By generating precise forecasts regarding Alzheimer’s development, it serves as a valuable second opinion for physicians. Most importantly, NeuProScan is incredibly accurate, providing a ray of hope in the early diagnosis of this debilitating disease.
The Power of Accuracy
Our models boast an astonishing accuracy rate of over 85% in predicting whether a seemingly healthy patient will succumb to dementia in the future. More impressively, they achieve an F1 score of around 0.8, even when working with imbalanced datasets. In a case study, our models identified 15 true positives, 6 false negatives, 84 true negatives, and 0 false positives out of 105 scans initially labeled as healthy. This high accuracy arises from detecting individuals in the preclinical stage, a task that often eludes conventional diagnosis due to the subtlety of early-stage brain changes caused by the disease.
Unlocking NeuProScan’s Potential
Built on the Google TensorFlow library and trained using the OASIS3 dataset, NeuProScan is your gateway to early dementia prediction. This user-friendly tool allows you to upload nifti files, which it then analyzes using our advanced prediction models. These models vary in accuracy and F1 scores, catering to the unique needs of each case.
How It Works:
Choose your nifti file and configure the slice geometry as needed.
Click “Make Predictions” and let our system analyze the data.
Access an array of prediction models, each with its own accuracy and F1 score, giving you valuable insights into the likelihood of the subject developing dementia.
Don’t let Alzheimer’s go unnoticed until it’s too late. Join us on the journey to early diagnosis and improved patient outcomes with NeuProScan.
