A Reason for Reasoning? Theorizing the Function of Public Argument through an Analysis of Dissident Protest
Bibliographic record
Abstract
This paper examines Andrei Sakharov's dissident protests against the Soviet regime as arguments to a non-cooperating interlocutor. Approaching the 1970s-1980s Soviet dissident public sphere as a Toulminian ‘field’ of argumentation, I infer a field-dependent function of Sakharov's argument from an analysis of its structure and implicit assessment criteria. Besides justification, the function of Sakharov’s argument is performative: he argues for political action by demonstrating a model of practical reasoning that raises private consciousness to the level of public agency. By exposing his own political rationality as a ‘live’ mode of proof for the speculative ‘truth’ of his conviction, Sakharov suggests a connection between theoretical thinking and action.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.013 | 0.024 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.002 |
| Science and technology studies | 0.004 | 0.046 |
| Scholarly communication | 0.009 | 0.024 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.004 | 0.003 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".