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Record W7064713505

Culture and Private School Choice

2021· dissertation· W7064713505 on OpenAlexfundno aff

Bibliographic record

VenueTSpace · 2021
Typedissertation
Language
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
FundersUniversity of Toronto
KeywordsSchool choiceCultural reproductionMatching (statistics)InequalityCultural capitalSelection (genetic algorithm)Work (physics)Cultural diversityPrivate school
DOInot available

Abstract

fetched live from OpenAlex

In sociology, the role of education in cultural reproduction and, by extension, in the reproduction of class-based inequalities has been widely examined. School choice scholars have drawn on work exploring differences in cultural resources (e.g., capital) and comportments (e.g., habitus, concerted cultivation) to highlight the role of school choice in cultural reproduction. However, focus has generally been on differences between choosers and non-choosers, and on the choice between public school and other schooling options. As such, little is known regarding how, once they have decided to engage in private school choice, parents go about selecting specific schools. Moreover, while much attention has been given to practical and academic considerations in shaping parents’ school preferences, the role of cultural factors remains underexamined. When culture is considered, it is generally to examine class-based differences in resources and dispositions between choosers and non-choosers, neglecting potential differences among those engaging in choice. Finally, although parents engaging in school choice ultimately choose among schools to which their children are granted admission, little is known regarding schools’ selection of students/families and if cultural processes linked to homophily and cultural matching identified in other domains factor into these choices. This dissertation seeks to fill these gaps while arguing for a greater attention to the role of culture in furthering our understanding of all dimensions of private school choice. It does so – through distinct papers drawing on three sources of original data (interviews and a survey with parents engaging in school choice and interviews with private school administrators) – in three complementary ways: (1) by highlighting the centrality of culture and values in shaping parents’ preferences for and selection of private schools, (2) by showing how differences in access to field-specific cultural and social resources influence parents’ ability to fulfill their school choice wants and, by extension, to transmit advantages to their children, and (3) by drawing attention not only to the role of cultural matching in schools’ selection of students, but also to how these selection processes vary across schools with differing levels of selectivity and how parents’ cultural resources and dispositions interface with the interactive matching process.

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)0.004
metaresearch head score (Gemma)0.010
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.012
Threshold uncertainty score0.040

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0040.007
Scholarly communication0.0060.004
Open science0.0010.005
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0120.000

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 head0.012
GPT teacher head0.334
Teacher spread0.322 · 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 designNot applicable
Domainnot available
GenreOther

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

Citations0
Published2021
Admission routes1
Has abstractyes

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