Personality implications of adaption-innovation: IV. cognitive style as a predictor of marital success
Bibliographic record
Abstract
The present study provides support for the hypothesis that similarities and differences in cognitive style could mediate the success of a marital relationship. Forty-five married couples, whose scores on the Marital Views Survey indicated they were satisfied in their marriage, independently completed the Kirton Adaption-Innovation Inventory (KAI; Kirton, 1976) to determine their cognitive style (adaptor or innovator). Both members of 45 divorced couples also completed the KAI. Significantly more adaptor/adaptor dyads (32/45, i.e., 71%) were found among married couples than in the divorced sample, suggesting that the preference for structure characteristic of spouses in adaptor/adaptor pairings enables them to produce mutually beneficial approaches to change and solutions to problems in their marriages. The KAI may be valuable in the prospective determination of marital compatibility, and in therapy protocols for couples with marital difficulties.
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".