MétaCan
Menu
Back to cohort
Record W4213376564 · doi:10.1080/07256868.2022.2041574

Exploring Connections Between Existing Theoretical Frames and Methods in the Study of Everyday Cohabitation: Notes from Two Research Projects

2022· article· en· W4213376564 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueJournal of Intercultural Studies · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicMigration, Identity, and Health
Canadian institutionsInstitut National de la Recherche Scientifique
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsCohabitationTheme (computing)Context (archaeology)SociologyDiversity (politics)ImmigrationEthnic groupPoliticsGender studiesSocial scienceEpistemologyPolitical scienceComputer scienceAnthropologyHistoryLaw

Abstract

fetched live from OpenAlex

In a social and political context marked by increasingly polarized attitudes towards immigration and ethnic diversity, the paper uses the results of two research projects conducted ten years apart in Brussels and Montréal to reflect on methodological issues. The paper discusses two themes to show how to engage methodologically within a changing context, both theoretically and politically, and how various methodological choices might be used to fill some knowledge gaps. The first theme concerns the choice of research methods, and the type of knowledge they produce. The second theme addressed in this paper stresses the importance of paying more attention to the context where the research takes place, a process denoted here by the term situating. Two different interview methods are central to the discussion: in-depth interviews and ‘on-the-spot’ short interviews. The paper contrasts their use in relation with each project’s research objectives.

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.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.008
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.028
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0080.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.594
GPT teacher head0.575
Teacher spread0.019 · 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