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Record W4405739947 · doi:10.1016/j.mtsust.2024.101067

Exploring the pathways to sustainability: A comprehensive review of biodegradable plastics in the circular economy

2024· review· en· W4405739947 on OpenAlexfundno aff
Fazal Haq, Mehwish Kiran, Iffat Ayesha Khan, Sahid Mehmood, Tariq Aziz, Muhammad Haroon

Bibliographic record

VenueMaterials Today Sustainability · 2024
Typereview
Languageen
FieldEnvironmental Science
TopicMicroplastics and Plastic Pollution
Canadian institutionsnot available
FundersAlgoma University
KeywordsCircular economySustainabilityBusinessEcologyBiology

Abstract

fetched live from OpenAlex

This review article explores the multifaceted landscape of biodegradable plastics, delving into their synthesis, production, degradation mechanisms, recycling methods, and socio-economic implications within the framework of a circular economy. Beginning with the synthesis process, it discusses the diverse sources of building blocks for bioplastics , ranging from terrestrial plants to ocean biomass and animal-derived macromolecules. Bioplastics production is examined through bottom-up approaches, including microbial biosynthesis and chemical polymerization techniques. The biodegradation process of these plastics is explored in depth, encompassing various types such as compostable plastics, oxo-degradable plastics, and enzyme-mediated biodegradable plastics, along with strategies for designing enzyme mixtures for effective plastic degradation. The article also investigates the recycling avenues for biodegradable plastics, including mechanical, chemical, and bio-recycling methods, highlighting their potential to contribute to a more sustainable plastic lifecycle. Mechanisms underlying the biodegradation process are elucidated to provide insights into the environmental fate of these materials. Furthermore, the concept of a circular economy of plastics is examined, emphasizing the importance of closing the loop through efficient resource utilization and waste management practices. Socio-economic impacts associated with the utilization of biodegradable plastics are analyzed, along with the prospects and obstacles influencing their adoption. Overall, this comprehensive review offers valuable insights into the current state and future directions of biodegradable plastics, addressing key challenges and opportunities in their development and implementation.

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)0.003
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.978
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.001
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 head0.063
GPT teacher head0.285
Teacher spread0.221 · 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
GenreReview

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

Citations49
Published2024
Admission routes1
Has abstractyes

Explore more

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