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Record W4415569732 · doi:10.58344/ihj.v4i2.682

Innovation of the Reproductive Health Class “Eskimo Class” on Adolescents’ Knowledge About Reproductive Health in Padang City

2025· article· W4415569732 on OpenAlexaboutno aff
Uliy Iffah, Fitrayeni Fitrayeni, Dyan Permata Rachim, Zikra Rahmadhini, Nasywa Hayfa Syafiyyah

Bibliographic record

VenueIndonesian Health Journal · 2025
Typearticle
Language
FieldHealth Professions
TopicAdolescent Health and Behaviors
Canadian institutionsnot available
Fundersnot available
KeywordsReproductive healthQuarter (Canadian coin)Christian ministryFamily planningGovernment (linguistics)IndonesianService (business)Health education

Abstract

fetched live from OpenAlex

Introduction: Adolescence is the time between childhood and maturity, usually between the ages of 10 and 19 years. According to the Data and Information Center of the Indonesian Ministry of Health, the number of adolescents in Indonesia is estimated at around 45.35 million people, or about a quarter of the total population. In Padang City itself, the number of adolescents reached 178,402 people. The adolescent age group is at high risk for reproductive health problems including premarital sexual behavior, drugs and even HIV/AIDS. The government has paid attention to adolescent problems by establishing the Adolescent Health Care Service (PKPR) program at health centers. The results of the evaluation of the PKPR Program in 2016 in the Andalas Health Center Working Area of Padang City showed that this program had not been implemented optimally. Therefore, it is necessary to carry out innovations related to reproductive health in adolescents in the form of the establishment of a Comprehensive Reproductive Health Class (Eskimo Class). Objective: To determine the effectiveness of Eksimo Class in increasing adolescent knowledge about reproductive health. Method: The research design used was a quasi-experimental with a one group before and after design. In this research design, the sample will be given a pre-test first, then given an intervention, and a post-test in 1 group without a control group. The study was conducted in April-November 2024 in the Andalas Health Center Working Area, Padang City. Results: An average of 17.21, or about 81.9%, was the students' knowledge of reproductive health prior to receiving health education, and 18.13, or approximately 86.3%, was the students' knowledge afterwards. Conclusion: The Asymp value was derived from the statistical test. Sig 0.051 > ?0.05 so it is concluded that there is no effect of health education on the level of adolescent knowledge about reproductive health because the average value before and after the intervention only increased by 4.4%.

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)0.002
Version: metacan-v3-hybrid-931329e0061cValidation 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: Empirical
Teacher disagreement score0.006
Threshold uncertainty score0.012

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.000

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 head0.083
GPT teacher head0.431
Teacher spread0.348 · 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 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

Citations0
Published2025
Admission routes1
Has abstractyes

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