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Record W3088758569 · doi:10.1177/0971521520939284

Beyond ‘Sex’ in Sexual Harassment: A Feminist Critique of the Indian Sexual Harassment Act

2020· article· en· W3088758569 on OpenAlexaff
Nivedita Raju

Bibliographic record

VenueIndian Journal of Gender Studies · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicSexual Assault and Victimization Studies
Canadian institutionsMcGill University
Fundersnot available
KeywordsHarassmentArgument (complex analysis)AutonomyNormativeHuman sexualityLegislationSociologyMoralityMeaning (existential)Gender studiesPolitical scienceLawPsychology

Abstract

fetched live from OpenAlex

While the legislation on sexual harassment has been criticized for practical inadequacies, this paper identifies the theoretical foundations of the legislation that hinder substantive gender equality. The analysis here reveals that the Act was drafted in a normative framework that upholds a standard of conservative sexual morality to the detriment of women’s sexuality. In particular, the paper highlights the Indian emphasis on victimhood, which ultimately results in a loss of sexual autonomy. The paper concludes with the argument that a starting point to improve this regulation is an inquiry into the definition and meaning of the term ‘sexual harassment’ itself. These arguments are further contextualized by the author’s own experiences in the Indian legal industry.

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)0.006
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: Empirical · Consensus signal: none
Teacher disagreement score0.042
Threshold uncertainty score0.083

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.006
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0160.081
Scholarly communication0.0120.006
Open science0.0020.006
Research integrity0.0060.009
Insufficient payload (model declined to judge)0.0020.000

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 head0.089
GPT teacher head0.384
Teacher spread0.295 · 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
GenreEmpirical

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

Citations1
Published2020
Admission routes1
Has abstractyes

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