MétaCan
Menu
Back to cohort
Record W2614044569

Families Building Nations, or Nations Building on Families? An Exploration of How African Caribbean Immigrants (Re) Construct Family in the Context of Immigration and Oppression in Canada

2016· dissertation· en· W2614044569 on OpenAlexaboutno aff
V. C. Rhonda Hackett

Bibliographic record

VenueTSpace · 2016
Typedissertation
Languageen
FieldSocial Sciences
TopicMigration and Labor Dynamics
Canadian institutionsnot available
Fundersnot available
KeywordsImmigrationOppressionConstruct (python library)Context (archaeology)Political scienceGender studiesDevelopment economicsEconomic growthGeographySociologyPoliticsEconomicsLawComputer science
DOInot available

Abstract

fetched live from OpenAlex

This study retrospectively explores the experiences of separation and reunification of African Caribbean immigrant families and how they rebuild their families in the context of immigration and oppression in Canada. Experiences of multiple separations and prolonged reunification have been expected and commonplace for many Caribbean families who have immigrated to Canada since the 1960s. There is a gap in social work knowledge about the experiences of African Caribbean immigrant families in Canada, and this lack is particularly important in light of the frequency of these families’ contact and conflict with institutions such as child welfare agencies, the educational system, and the criminal justice system; these are social institutions where social work has an instrumental role. The study sample consisted of 27 participants, including 25 who identified as African Caribbean women and men, and two who were not African Caribbean-identified. This qualitative study used a decolonizing critical constructionist grounded theory methodology, with data collected through semi-structured individual interviews and focus groups. The major themes that emerged from the study include “Cast Out,” “Keeping Up,” and “Child Rearing.” Together, these themes point to the specific realities and complexities involved in the impact of multiple separations and extended reunification on African Caribbean immigrant families. For social work, the findings offer important contextual knowledge about African Caribbean immigrant families that may help to inform transformative policies and practices. Additionally, the findings aim to contribute towards depathologizing and decolonizing understandings of the historical and contemporary social conditions and subsequent life choices and chances of African Caribbean immigrant families in Canada.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.065
Threshold uncertainty score0.349

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.005
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0370.015
Scholarly communication0.0070.003
Open science0.0020.007
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0040.000

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.

Opus teacher head0.032
GPT teacher head0.335
Teacher spread0.303 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations8
Published2016
Admission routes1
Has abstractyes

Explore more

Same venueTSpaceSame topicMigration and Labor DynamicsFrench-language works237,207