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Record W4389094833 · doi:10.1163/9789047408031_003

Abstract

2005· book-chapter· en· W4389094833 on OpenAlexaboutno aff
Maria Deanna P. Santos

Bibliographic record

Venuenot available
Typebook-chapter
Languageen
FieldHealth Professions
TopicMedical Research and Practices
Canadian institutionsnot available
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

On a general level, this research project concerns ways in which the domestic and international laws relating to the situation of migrant domestic workers (MDWs) are shaped by broader socio-political and economic factors.More specifically, this dissertation examines the human rights situation of Filipina MDWs who participate in Canada's Live-in Caregiver Program (LCP).It attempts to meet these objectives, in part, by undertaking a limited comparison of the situation of these Filipina MDWs and the Filipina MDWs in Hong Kong.The comparison is meant to further test and validate the arguments and proposals presented in this dissertation regarding the socio-legal status of Filipina MDWs under Canada's LCP.The arguments and proposals are reached through an analysis of existing data on Filipina MDWs, and a consideration of the ways in which the relevant laws and policies in these two jurisdictions affect, create and/or perpetrate the status quo in this area of social life.The main explanatory theoretical framework that is deployed is the Third World Approaches to International Law or the TWAIL theory.Among the findings of this research is that the ill-treatment of Filipina MDWs in Canada and Hong Kong is sanctioned by migrant domestic worker policies designed to fill the need for cheaper alternatives to state-sponsored childcare and home support services.The illtreatment does not necessarily consist solely of physical or psychological abuse, but is also manifested in the systemic exploitation of MDWs from poor, third world countries.This systemic exploitation of MDWs from poor, third world countries such as the Philippines to richer countries of employment is best explained by a colonial type of extractive relations, the various implications of which are most effectively analyzed using the TWAIL framework.Thus, the most appropriate remedies to ameliorate the current situation are those which take into careful consideration this extractive relationship and which are geared towards ensuring a more equitable international socio-economic and political scenario among countries of origin and countries of employment in particular and throughout the whole world in general.

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 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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesResearch integrity, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.535
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.6330.098

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 head0.300
GPT teacher head0.562
Teacher spread0.262 · 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; both teacher heads agree on what is shown here.

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
Published2005
Admission routes1
Has abstractyes

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