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Record W37321636 · doi:10.3899/jrheum.2022-1214

Can India end child labour

2016· article· en· W37321636 on OpenAlexvenueno aff
Myron Weiner

Bibliographic record

VenueThe Journal of Rheumatology · 2016
Typearticle
Languageen
FieldSocial Sciences
TopicPoverty, Education, and Child Welfare
Canadian institutionsnot available
FundersNational Center for Advancing Translational SciencesNational Institute of Arthritis and Musculoskeletal and Skin DiseasesNational Institute of Allergy and Infectious DiseasesNational Heart, Lung, and Blood Institute
KeywordsChild labourCompulsory educationState (computer science)DutyArgument (complex analysis)Political scienceSociologyEconomic growthLawEconomicsMedicine

Abstract

fetched live from OpenAlex

A forthcoming book of mine, The Child and the State in India, looks at the issues of child labour and compulsory education in India in comparison with the experience of Europe, Japan and the United States in the Nineteenth century and a number of contemporary developing countries. Let me state briefly the argument of my book. By the end of the Nineteenth century and in some instances much earlier, all developed countries had adopted a policy that all children must attend school. Poor parents did not have the right to keep their children out of school, nor did children have the right to drop out of school. These societies moved from the notion of education as a right accessible to all to the notion of education as a duty that obliges children to attend school, and obliges parents of all social categories to ensure that their children attend school. The driving force behind this policy has been the intervention of the State. The reasons for doing so vary considerably from country to country. In some countries the movement for making education compulsory was driven by theological considerations. This was specially true in the countries of Protestant Europe which were the first societies to develop compulsory education. Catholic countries were generally late in pro moting mass education. In those Catholic countries that did move early (e.g. France), the movement for compulsory education was associated with anti-clerical sentiments. In Japan, where education was made compulsory in 1882, the regime was concerned with inculcating notions of patriotism, filial piety, obedience to the emperor and was anxious to develop the Japanese people's capacity to compete with other countries. In a number of post-revolutionary regimes, the State's education policy was motivated by ideological considerations. The governments of the Soviet Union, China, Viet Nam and Cuba were committed to restructuring

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)0.001
metaresearch head score (Gemma)0.005
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: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.191
Threshold uncertainty score0.640

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0020.001
Scholarly communication0.0030.001
Open science0.0010.003
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.1910.066

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 head0.008
GPT teacher head0.255
Teacher spread0.247 · 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
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
Published2016
Admission routes1
Has abstractyes

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