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Record W7116407147 · doi:10.14288/cl.vi261.199524

Just Reflections

2024· article· en· W7116407147 on OpenAlexaffabout
Anh Ngô, Thy Phu, Gada Mahrouse

Bibliographic record

VenueOpen Collections · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicCambodian History and Society
Canadian institutionsThe Scarborough HospitalUniversity of TorontoWilfrid Laurier University
Fundersnot available
KeywordsRefugeeConversationCuriosityAfterlifeCulminationNarrativeRidiculous

Abstract

fetched live from OpenAlex

For the Critical Refugee and Migration Studies Network of Canada (CRMS), Y-Dang Troeung was more than a colleague. Those of us in CRMS who knew her considered Y-Dang a dear friend and gained inspiration from her work, engaging with it for more than a decade, from its early stages to its bittersweet and poignant culmination in the forms of Refugee Lifeworlds: The Afterlife of the Cold War in Cambodia and her posthumous memoir, Landbridge: [life in fragments]. In this critical reflection, three co-founders of CRMS reflect on the legacy that Y-Dang leaves for critical refugee studies. This conversation highlights the unique lessons her work offers for reimagining our spaces for a compassionate mode of critical inquiry that cultivates curiosity and supports growth and care.

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)0.006
metaresearch head score (Gemma)0.022
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.940
Threshold uncertainty score0.202

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.022
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0250.015
Scholarly communication0.0160.012
Open science0.0020.013
Research integrity0.0060.015
Insufficient payload (model declined to judge)0.0600.013

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 head0.093
GPT teacher head0.409
Teacher spread0.316 · 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.

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
Published2024
Admission routes2
Has abstractyes

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