Works fine here...
C:\Users\H\Downloads\projects\aa\B4J\Objects\Python\Notebooks>pip install scipy
Collecting scipy
Using cached scipy-1.15.2-cp312-cp312-win_amd64.whl.metadata (60 kB)
Collecting numpy<2.5,>=1.23.5 (from scipy)
Using cached numpy-2.2.3-cp312-cp312-win_amd64.whl.metadata (60 kB)
Using cached scipy-1.15.2-cp312-cp312-win_amd64.whl (40.9 MB)
Using cached numpy-2.2.3-cp312-cp312-win_amd64.whl (12.6 MB)
Installing collected packages: numpy, scipy
Successfully installed numpy-2.2.3 scipy-1.15.2
[notice] A new release of pip is available: 24.3.1 -> 25.0.1
[notice] To update, run: python.exe -m pip install --upgrade pip
Can you post the complete output as text?