Circumplex Model of Family Dynamics in Turkish Families: A Comparative Typological Perspective
Bibliographic record
Abstract
Circumplex Model of Marital and Family Systems is a major systemic theory that aims to define the balanced and extreme psychological patterns of family systems with a multicultural perspective. The aim of this study was to examine the validity of the Circumplex Model-based family typology in a collectivistic Eurasian country. Data obtained from 807 college students agreed to participate in the study. Latent profile analysis was performed to examine the validity of the proposed typology, and a series of linear trend analyses were performed to test whether family functioning and psychological outcomes differ significantly across family types in proposed models. Circumplex Model-based family typology emerged with unique profiles, and the analyses produced theoretically extreme but culturally normative typology for the collectivistic Turkish family system. Current findings supported the fundamental hypothesis of the Circumplex Model, in that even families with optimal functionality may not be completely free of unbalanced structural dynamics.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| 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 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".