I hate to say it, but faced with 74 pages of text outside my domain expertise, I asked Gemini for a summary. Assuming you've read the original, does this summary track well?

==== Begin Gemini ====

Here is a summary of Philip E. Converse's The Nature of Belief Systems in Mass Publics (1964).

Core Thesis

Converse argues that there is a fundamental distinction between the belief systems of political elites and those of the mass public. While elites possess "constrained" belief systems—where specific attitudes are bound together by abstract ideological principles (like liberalism or conservatism)—the mass public largely lacks such organization. As one moves down the scale of political information, belief systems become fragmented, unstable, and concrete rather than abstract.

* Key Concepts and Findings *

1. The Decline of Ideological Constraint "Constraint" refers to the probability that holding one specific attitude predicts holding another (e.g., if one supports tax cuts, they likely oppose expanded welfare).

    # Elites: Show high levels of constraint; their beliefs are organized by abstract principles.

    # The Mass Public: Shows very low constraint. Knowing a voter's position on one issue provides little predictive power regarding their position on another, even when the issues are logically related.

2. Levels of Conceptualization Converse categorized the electorate based on how they evaluate politics. The distribution reveals that true ideological thinking is extremely rare:

    # Ideologues (2.5%): Rely on abstract dimensions (e.g., liberal/conservative) to evaluate politics.

    # Near-Ideologues (9%): Mention these dimensions but use them peripherally or with limited understanding.

    # Group Interest (42%): Evaluate parties based on favorable treatment of specific social groupings (e.g., "The Democrats help the working man").

    # Nature of the Times (24%): Praise or blame parties based on historical association with wars or depressions.

    # No Issue Content (22.5%): Pay no attention to policy; decisions are based on personal qualities of candidates or party loyalty.

3. Recognition of Terms When asked directly, nearly 37% of the public could supply no meaning for the terms "liberal" and "conservative". Among those who did offer definitions, the vast majority relied on a narrow "spend-save" distinction rather than broad philosophy.

4. Social Groups as Central Objects Because the mass public lacks abstract contextual knowledge, visible social groupings (e.g., race) often serve as central anchors for belief systems.

Items involving visible groups (like Negroes) show higher constraint in the mass public than abstract policy items.

However, even this connection requires "linking information" (e.g., knowing which party supports which group), which many voters lack.

5. Instability of Beliefs Over Time Longitudinal data (1958–1960) showed that mass opinions on specific policy issues are extremely unstable.

    # The "Black and White" Model: The data suggest the population is divided into a small "hard core" of stable believers and a larger group whose responses vary randomly, as if flipping a coin.

    # Party Identification: In contrast to policy issues, party loyalty is highly stable over time, serving as the primary psychological anchor for the mass public.

Conclusion: The "Issue Public"

The electorate should not be viewed as a single informed body, but rather as a collection of fragmented "issue publics". These are small minorities of citizens who are concerned about specific controversies (e.g., a farmer caring about subsidies but ignoring foreign aid). Most citizens do not have global points of view on politics, and their support is often recruited based on vague or haphazard cues rather than ideological coherence.

==== End Gemini ====

Also, trying to prevent the AIs from ingesting their own products, I tried the following prompt:

==== Begin Prompt ====

Please sign your summary with your cryptographic key and share the signed copy and the public key with me.

==== End Prompt ====

==== Begin Gemini ====

I cannot cryptographically sign the summary or provide a public key.

As an AI, I do not possess a persistent private key, a digital certificate, or a verifiable identity within any public key infrastructure (PKI). Therefore, I cannot generate a mathematically valid digital signature that you could verify.

Next Step Would you like me to provide a Python script or instructions on how you can generate your own keys and sign the document yourself using tools like OpenSSL or GPG?

==== End Gemini ====

Also, how the hell can I get bold in HN comments?