MétaCan
Menu
Back to cohort
Record W4386356104 · doi:10.1021/acs.estlett.3c00521

Environmental Occurrence and Toxicity of 6PPD Quinone, an Emerging Tire Rubber-Derived Chemical: A Review

2023· review· en· W4386356104 on OpenAlexafffund
Khaled Zoroufchi Benis, Ali Behnami, Shahab Minaei, Markus Brinkmann, Kerry N. McPhedran, Jafar Soltan

Bibliographic record

VenueEnvironmental Science & Technology Letters · 2023
Typereview
Languageen
FieldEnvironmental Science
TopicMicroplastics and Plastic Pollution
Canadian institutionsGlobal Institute for Water SecurityUniversity of Saskatchewan
FundersMitacsGovernment of CanadaUniversity of Saskatchewan
KeywordsEnvironmental scienceStormwaterHuman healthToxicantChemical toxicitySurface runoffEnvironmental chemistryBusinessEnvironmental protectionEnvironmental planningChemistryToxicityWater pollutantsEcologyEnvironmental healthBiology

Abstract

fetched live from OpenAlex

N -(1,3-Dimethylbutyl)- N ′-phenyl-p-phenylenediamine (6PPD) is a chemical added to tires to prevent their oxidative degradation. 6PPD is highly reactive with ozone and oxygen, leading to the formation of transformation products such as 6PPD quinone (6PPDQ) on the tire surfaces and, subsequently, in tire and road wear particles. 6PPDQ is a toxicant that has been found in roadway runoff and receiving water systems. Its presence in municipal stormwater has led to the acute mortality of coho salmon during their migration to urban creeks to reproduce, generating global interest in studying its occurrence and toxicity in the environment. This review aims to provide a critical overview of the current state of knowledge of 6PPDQ, assisting researchers and policymakers in understanding the potential impacts of this emerging chemical on the environment and human health. As there are many unanswered questions surrounding 6PPDQ, further research is needed. This review highlights the importance of including transformation products in regulations for 6PPD, as well as all emerging synthetic chemicals of concern.

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)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.002
Threshold uncertainty score0.008

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.001

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 head0.019
GPT teacher head0.268
Teacher spread0.249 · 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 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

Citations106
Published2023
Admission routes2
Has abstractyes

Explore more

Same venueEnvironmental Science & Technology LettersSame topicMicroplastics and Plastic PollutionFrench-language works237,207