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Record W4253809529 · doi:10.18280/ijsdp.160212

Responsibility of Manufacturers in Waste Management of Plastic Packaged Drink Products Based on Law Number 18 of 2008 Regarding Waste Management (Case Study in Ambon City, Maluku Province)

2021· article· en· W4253809529 on OpenAlexvenueno aff
La Ode Angga, Dyah Ridhul Airin Datie, Popi Tuhulele, Sabri Fataruba, Iqbal Imam Taufiq

Bibliographic record

VenueInternational Journal of Sustainable Development and Planning · 2021
Typearticle
Languageen
FieldEnvironmental Science
TopicWaste Management and Recycling
Canadian institutionsnot available
Fundersnot available
KeywordsReuseBusinessWaste managementPlastic wasteParagraphEngineeringComputer science

Abstract

fetched live from OpenAlex

This article is motivated by the large number of irresponsible use of plastic waste in Ambon city, Maluku Province. This research is a normative legal research. The results obtained in this paper are Waste Management of plastic packaging beverage products carried out by Ambon city producers in accordance with Law Number 18 of 2008 concerning Waste. Management to reclaim packaging that has been consumed by consumers so that they can be recycled systematically, thoroughly and in a sustainable manner. and produce goods using materials that are environmentally friendly and reusable. Apart from doing this, producers are also responsible for waste management in collaboration with the Ambon City Government as stated in Article 44 paragraph (1) of Ambon City Regulation Number 11 of 2015 which includes the provision / construction of Temporary Shelters (TPS) or TPS 3R. (Reduce Reuse). , Recycling), Final Disposal Site (TPA) or Integrated Waste Processing Site (TPST), as well as supporting facilities and infrastructure, in this case providing a vehicle for transporting waste from TPS or TPS 3R to TPA or TPST, TPA or TPST management and / or management other processed products. This cooperation takes the form of sorting, collecting, transporting, processing, and / or final processing of waste.

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 score0.095
Threshold uncertainty score0.188

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0060.002
Scholarly communication0.0030.001
Open science0.0010.002
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0060.000

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 head0.017
GPT teacher head0.264
Teacher spread0.247 · 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

Citations6
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueInternational Journal of Sustainable Development and PlanningSame topicWaste Management and RecyclingFrench-language works237,207