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Completely ignorant here. What happens to individuals that are ineligible for passport issuance? Are they just extra-screwed?

There is usually a complicated list of documents that can be used.

Depending on the legal process in question, another photo ID (e.g. driving licence) may still be needed.

Pretty much. But they may have other IDs like driving licences. And they are introducing electronic visas for immigrants.