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Record W4412136441 · doi:10.12962/j2716179x.v20ii.5135

Konsensus Ahli dalam Menentukan Kriteria Taman Ramah Anak: Pendekatan Delphi

2025· article· id· W4412136441 on OpenAlexaff

Bibliographic record

VenueJurnal Penataan Ruang · 2025
Typearticle
Languageid
FieldSocial Sciences
TopicEducation and Islamic Studies
Canadian institutionsEncana (Canada)
Fundersnot available
KeywordsPhilosophy

Abstract

fetched live from OpenAlex

Perencanaan yang inklusif dan berkelanjutan harus dapat menjamin tumbuh kembang anak secara menyeluruh. Pemenuhan kebutuhan anak terhadap ruang sebagai salah satu upaya mendukung konsep Child-Friendly Cities Initiative (CFCI) dan program Kabupaten Layak Anak. Penelitian ini bertujuan untuk merumuskan kriteria taman kota ramah anak berdasarkan validasi pendapat para ahli menggunakan metode Delphi. Penelitian ini menggunakan pendekatan deskriptif kualitatif. Proses Delphi berlangsung dalam satu putaran dan berhasil mencapai konsensus, ditunjukkan melalui kesepakatan semua responden. Hasil wawancara menunjukkan bahwa seluruh responden sepakat terharap kriteria taman ramah anak yang diujikan. Tidak terdapat perubahan terhadap variabel yang diujikan sebagai kriteria taman ramah anak, sehingga kriteria yang diperoleh dianggap relevan dan dapat digunakan sebagai dasar dalam menilai kesesuaian pemanfaatan taman kota terhadap prinsip taman ramah anak.

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)0.008
metaresearch head score (Gemma)0.011
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: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.053
Threshold uncertainty score0.177

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.011
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0090.006
Scholarly communication0.0110.006
Open science0.0010.010
Research integrity0.0030.007
Insufficient payload (model declined to judge)0.0530.011

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 head0.031
GPT teacher head0.350
Teacher spread0.318 · 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".

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Citations0
Published2025
Admission routes1
Has abstractyes

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