Immutability and the Expression of black Identity in the Context of the Transatlantic Voyage through the Series Roots (Seasons 1, Episodes 1)
Bibliographic record
Abstract
Abstract: This study delves into the depiction of black identity and immutability in the context of the Transatlantic Voyage as portrayed in the two versions of the ROOTS series. Drawing on theories of social construction of reality and qualitative analysis, it explores how the experiences of black individuals during slavery inform contemporary societal dynamics. Through thematic analysis of the first episodes, it examines the effects of detention conditions on slaves, highlighting themes of cramped quarters, unsanitary conditions, crew brutality, dehumanization, and psychological trauma. The study interprets the immutability of black identity, focusing on dignity and hope for a better future as enduring characteristics. It then examines the diachronic interpretation of black identity from slavery to modern times, addressing issues of social injustice and racial discrimination. Keywords: Black identity, immutability, Transatlantic Voyage, social construction of reality, contemporary societal 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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.006 | 0.009 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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".