Resident doctors represent nearly half the medical workforce and range from doctors fresh out of university through to those with up to a decade of experience.
Rivas Hernandez, from Lake Elsinore in California, had been missing and was last seen in April 2024, according to a missing person flyer cited by CBS, the BBC's US news partner.
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Initially, I used Packer to generate a virtual machine image, which I would then clone onto the disk of the machine I wanted to configure. It worked very well for server templates, but for a dev machine, it was a bit of a patchwork solution. On top of that, I decided to look for a Packer alternative because of Hashicorp’s licensing changes (a decision I still struggle to accept!).
SSIM was chosen over CNN-based approaches for a deliberate reason: reproducibility without infrastructure. SSIM is a deterministic mathematical function. No training data, no model weights, no GPU, no framework dependencies. Anyone with fontconfig and node-canvas can reproduce these exact numbers on the same platform.