STUDY ON PROHIBITION OF DISCRIMINATION AGAINST HUMAN RIGHTS OF THIRD GENDER: WITH SPECIAL REFERENCE OF TPPR ACT BY INDIAN PARLIAMENT IN 2019
Bibliographic record
Abstract
Transgender is an encompassing phrase that refers to individuals whose gender identification diverges from the sex assigned to them at birth. People frequently use "trans" as an abbreviation for transgender. This study aims to analyse the prohibition and discrimination against human rights of third gender with the special references of TPPR act. This research examines the problems faced by transgender in India, International and National initiatives regarding rights of third gender and discussed the legislative and legal perspective of third gender in India through TPPR, NALSA act and case studies. This research concludes that India seeks gender justice, with transgender people seeking legislative reform to empower them. Political and public interest organisations should integrate gender sensitivity into legislative reforms, and governments should promote the "third gender" and transgender acceptance. They should also engage with NGOs to enrol transgender kids in elementary and secondary schools.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".