Bibliographic record
Abstract
The current paper aims to highlight biculturalism in immigrants which leads to Third Space Identity in host countries. The study will explore the construction of third space identity in the protagonist Ada Kazantzakis by analyzing the theme of hybridization in Elif Shafak’s novel,’ The Island of Missing Trees’ (2021). Homi K. Bhabha’s theory of third space and hybridity is the key to maneuver the existing research. Bhabha’s leading role in postcolonial theory provokes the study towards the world famous book The Location of Culture (2021) by scoring the conceptual imperatives and political consistency of postcolonial Cyprus during 1974 in the novel, ‘The Island of Missing Trees’ (2021). Qualitative method is used for data collection. The objective of the study is to find out how biculturalism in immigrants leads to third space identity and how it affects the protagonists’ life in the novel. This research will be beneficial in bringing of modern themes and the way Shafak’s dealt with these themes artistically.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.001 |
| Insufficient payload (model declined to judge) | 0.967 | 0.964 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".