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Record W48369678 · doi:10.26443/mjm.v9i2.660

Knowledge, attitudes, and practices in reproductive and sexual health

2020· article· en· W48369678 on OpenAlexvenueno aff
Jessica Beckwith

Bibliographic record

VenueMcGill Journal of Medicine · 2020
Typearticle
Languageen
FieldHealth Professions
TopicAdolescent Sexual and Reproductive Health
Canadian institutionsnot available
FundersRotary Foundation
KeywordsReproductive healthMedicineDemographyDescriptive researchClubEnvironmental healthPopulationSociology

Abstract

fetched live from OpenAlex

To help support and direct the Lions Club's construction of a Community Health Clinic specializing in Reproductive and Sexual Health, this descriptive study began in November of 2004 and was completed in May 2005. The sample consists of 552 high school students in Rumiñahui County, and surveys were used to study four principle themes: reproductive and sexual health education, family planning, sexually transmitted infections, and domestic violence. The results show a widespread lack of accurate and adequate information about reproductive and sexual health. Statistically significant variables studied include sex, age, monthly income, and age of first sexual experience. Female sex, younger age, lower monthly income, and younger age of first sexual experience all contribute to a lower quality of reproductive and sexual health, in terms of having less information about and access to these four aspects of reproductive and sexual health.

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 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)0.003
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.542
Threshold uncertainty score0.529

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.304
GPT teacher head0.527
Teacher spread0.223 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations8
Published2020
Admission routes1
Has abstractyes

Explore more

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