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Record W4372350712 · doi:10.18280/ijsdp.180435

Conceptual Model Implementation of Poverty Reduction Policy in Medan City

2023· article· en· W4372350712 on OpenAlex
Beby Masitho Batubara, Humaizi Humaizi, Heri Kusmanto, Bengkel Ginting

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 · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicPublic Administration in Developing Nations
Canadian institutionsnot available
Fundersnot available
KeywordsPoverty reductionReduction (mathematics)Conceptual modelPovertyBusinessEnvironmental economicsEnvironmental planningComputer scienceEconomicsEnvironmental scienceEconomic growthMathematics

Abstract

fetched live from OpenAlex

This study aims to analyze the conceptual model implementation of poverty reduction policy in Medan city.This type of research uses qualitative methods.The paradigm in this qualitative research is constructivism.This means that individuals construct their own understanding and knowledge of the world also construct reality in accordance with the results of the construction of the individuals studied.This research was conducted with a qualitative approach.The results of this study found that Medan City Government and stakeholders have not optimally carried out their roles and functions and have been unable to formulate an effective poverty alleviation policy model so that the average percentage of the poverty rate in Medan City exceeds the national average poverty rate.The poverty alleviation policy model cannot be carried out without first mapping the potential and targets of the poor.to measure the performance of policy implementation must emphasize specific standards and targets that must be achieved by policy implementers because policy performance is basically an assessment of the level of achievement of these standards and targets.Poverty reduction in the city of Medan has not been able to meet the standards set by the regulations, but on the other hand, the policy objectives can already be felt by the community.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation 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: Empirical
Teacher disagreement score0.494
Threshold uncertainty score0.465

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
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 head0.054
GPT teacher head0.399
Teacher spread0.345 · 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