Integrative Complexity in Face-to-Face Negotiations Between the Chiapas Guerrillas and the Mexican Government
Bibliographic record
Abstract
For the first time, integrative complexity (IC) levels were examined in the verbatim transcription of a face-to-face negotiation (between the Chiapas guerrillas and the Mexican government in the spring of 1995). Results showed that: (1) such interactive exchanges can be scored reliably for IC; (2) daily mean IC levels were positively related to negotiation progress (as judged by the press); (3) afternoon negotiation sessions tended to show lower IC, presumably because of fatigue; (4) government negotiators’ comments were effective in influencing the IC of the other parties, but not vice versa; and (5) the government's representatives obtained the highest IC scores, the mediators almost as high, and the insurgents were lowest. Various empirical and theoretical issues related to the use of IC scoring are discussed.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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 teacher head, 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".