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Degradation of sulfamethazine using Fe3O4-Mn3O4/reduced graphene oxide hybrid as Fenton-like catalyst

2016· article· en· 429 citations· W2551377048 on OpenAlex· 10.1016/j.jhazmat.2016.11.039

Why is this work in the frame?

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

Canadian funderA Canadian agency funded it. The work may carry no Canadian affiliation at all.

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.

Machine scores (provisional)

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

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.

Opus teacher head0.017
GPT teacher head0.258
Teacher spread
0.241 · how far apart the two teachers sit on this one work
Validation status
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Abstract

No abstract. This is not a gap in this database — OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.

The record

Venue
Journal of Hazardous Materials
Topic
Advanced oxidation water treatment
Field
Environmental Science
Canadian institutions
Funders
National Natural Science Foundation of ChinaProgram for Changjiang Scholars and Innovative Research Team in UniversityPublic Health Agency of Canada
Keywords
CatalysisDegradation (telecommunications)GrapheneOxideRadicalAqueous solutionChemistryPolyolChemical engineeringNuclear chemistryInorganic chemistryMaterials scienceOrganic chemistryPolyurethane
Has abstract in OpenAlex
no