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Record W7150954241 · doi:10.37145/dqeyft57

MENYONGSONG KALTARA EMAS ATAU KALTARA CEMAS?

2025· article· W7150954241 on OpenAlexaff
Nuraini Binti Asri

Bibliographic record

VenueJurnal Analis Kebijakan · 2025
Typearticle
Language
FieldSocial Sciences
TopicLegal and Social Justice Studies
Canadian institutionsEncana (Canada)
Fundersnot available
KeywordsEmotional regulation

Abstract

fetched live from OpenAlex

Negara menjamin tumbuh kembang anak secara fisik, mental, dan emosional serta wajib melindungi anak dari segala bentuk kekerasan dan diskriminasi di lingkungan keluarga, masyarakat, maupun lembaga lainnya, namun kasus meninggalnya seorang anak laki-laki berusia 8 tahun berinisial MI, siswa kelas 2 SD di SDN 024 Tarakan pada Agustus 2024 yang diduga akibat luka bekas pemukulan oleh teman sekelasnya FA menunjukkan masih lemahnya perlindungan anak, sejalan dengan Data SIMFONI KPPPA RI yang mencatat bahwa di Provinsi Kalimantan Utara pada periode 2020–2024 terdapat 746 kasus kekerasan terhadap anak yang didominasi kekerasan fisik, psikis, dan seksual yang dipicu oleh pengasuhan tidak layak, sehingga rekomendasi ini disusun untuk memberikan masukan atas permasalahan tersebut agar ke depan pengasuhan anak yang layak dapat berkontribusi dalam membangun Kaltara Emas menuju Indonesia Emas Tahun 2045.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.717
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.004
Science and technology studies0.0060.002
Scholarly communication0.0010.001
Open science0.0020.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.001

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 head0.015
GPT teacher head0.325
Teacher spread0.311 · 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.

Study designNot applicable
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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