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Record W7011666067

The NAFTA(ization) of Sexual Harassment: The Experience of Canada, Mexico, and the United States

2017· article· en· W7011666067 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueSMU Scholar (Southern Methodist University) · 2017
Typearticle
Languageen
FieldSocial Sciences
TopicSexual Assault and Victimization Studies
Canadian institutionsnot available
Fundersnot available
KeywordsExpatriateHarassmentCommissionEqual employment opportunityEarningsHomogeneousFactory (object-oriented programming)Subject (documents)
DOInot available

Abstract

fetched live from OpenAlex

I. Cross-National Differences and "Doing Business"As international markets become increasingly more interdependent due to regional and international economic agreements, labor practices will also become more homogeneous cross-nationally.In the United States, for example, the number of U.S. female workers residing in another country has more than doubled from six percent in 1990 to twelve percent in 1995.1 It is estimated by Windham International, which conducted a survey on female expatriates, that the number of women expatriate workers will reach 20 percent (of all U.S. expatriates) by the year 2000.2The National Foreign Trade Council also estimates that approximately 225,000 Americans worked abroad in 1995, up from 125,000 in 1993. 3 As businesses try to address sexual harassment issues in their domestic workforce, they must also be more conscious of working overseas with employees, customers and vendors of many different nationalities. 4 Mitsubishi Motor Manufacturing of American Inc. has learned this lesson the hard way.On April 9, 1996, the Equal Employment Opportunity Commission (EEOC) charged that female employees at the Japanese-owned Normal, Illinois automobile factory were subject to groping, sexual graffiti and abusive comments. 5Management not only failed to address complaints but actually retaliated against the women who levied charges. 6 The EEOC broadened the suit to include not only charges filed in earlier private suits, but all female employees, past and present, who may have been harassed. 7 It estimated that as many as 700 women may have been affected by the alleged instances of harassment.

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)0.002
metaresearch head score (Gemma)0.001
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 score0.298
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0060.002
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.031
GPT teacher head0.305
Teacher spread0.274 · 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