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Record W4220876724 · doi:10.18280/ijsdp.170129

Expert Needs of Healthy Public Health Centre Development in the Archipelago Area of South Sulawesi

2022· article· en· W4220876724 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueInternational Journal of Sustainable Development and Planning · 2022
Typearticle
Languageen
FieldHealth Professions
TopicHealthcare Quality and Satisfaction
Canadian institutionsnot available
Fundersnot available
KeywordsArchipelagoPublic healthEmpowermentGeographyTourismArchipelagic stateCommunity healthSocioeconomicsEnvironmental healthEconomic growthMedicinePolitical scienceSociologyNursingArchaeology

Abstract

fetched live from OpenAlex

This research aimed to develop the indicators of Healthy Public Health Centers in the archipelago region of South Sulawesi. This research was conducted by applying qualitative method through a literature review approach related to the construction of indicators for the model of a Healthy Public Health Center in the archipelago region. The informants involved in this study were from Health Department, Public Health Center, Social Service, Environment Service, Tourism Office, Fisheries and Marine Service, the Head of Sub- District, Sub-Village/lurah, Healthy Regency/City Forum, Healthy Sub-District Communication Forum, Working Groups at the village level, NGOs, public figure, religious leaders, academics, and other informants. This research also applied FGD and In-depth Interview. The result of this study is the discovery of dimensions consisting of indicators that make up the model of a Healthy Public Health Center in the archipelago region. The dimensions consisted of (1) Location, (2) Access, (3) Basic service program, (4) a specific program (innovation) (5) Human Resources (HR), (6) Community Empowerment, (7) Public Health Center Working Group (Pokja PKM Sehat) and (8) Archipelago Healthy Public Health Center. This study found a number of indicators of Healthy Health Centers that can be applied specifically to archipelagic areas.

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.

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)0.006
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.088
Threshold uncertainty score0.820

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.000
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 head0.129
GPT teacher head0.401
Teacher spread0.272 · 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