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Record W2139547759 · doi:10.6000/1929-4409.2013.02.35

Police Reform in Thailand Post-2006

2013· article· en· W2139547759 on OpenAlexvenueno aff
Krisanathong Poothakool, Tony Glendinning

Bibliographic record

VenueInternational Journal of Criminology and Sociology · 2013
Typearticle
Languageen
FieldSocial Sciences
TopicSoutheast Asian Sociopolitical Studies
Canadian institutionsnot available
FundersUniversity of Leeds
KeywordsPublic administrationPoliticsNepotismAccountabilityLanguage changeAdministration (probate law)DemocracyPolitical scienceContext (archaeology)AuthoritarianismDecentralizationSociologyPublic relationsLaw

Abstract

fetched live from OpenAlex

Objective: Analyze literature on the promotion and guarantee of sexual rights for older adults from a gender-based, intercultural, and intersectional approach. Methodology: An exploratory integrative review was conducted in five stages: 1) Problem identification guided by the SPIDER question framework; 2) Bibliographic search according to the PRISMA flowchart; 3) Evaluation of the quality of the studies using SANRA; 4) Analysis using Atlas.ti software; and 5) Presentation of the results. Results: Three categories emerged 47 papers: 1) Structural and health system elements focus on service access, medical training, and health policies on sexuality in old age; 2) social and cultural elements related to norms, taboos, and stigmatization; and 3) individual elements centered on personal factors such as beliefs, experiences, and physical and mental health status. Conclusions: To address sexuality in older adults, it is important to eliminate aging prejudices and stigmas. The guarantee of sexual rights at this stage of life demands inclusive health systems with policies on education, prevention, and diversity. The implementation of a gender, intercultural, and intersectional approach is important to promoting dignified and healthy development.

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)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.083
Threshold uncertainty score0.164

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.003
Science and technology studies0.0030.002
Scholarly communication0.0060.002
Open science0.0000.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0050.001

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 head0.046
GPT teacher head0.351
Teacher spread0.305 · 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 designQualitative
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

Citations3
Published2013
Admission routes1
Has abstractyes

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Same venueInternational Journal of Criminology and SociologySame topicSoutheast Asian Sociopolitical StudiesFrench-language works237,207