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Environmental transformations and ecological effects of iron-based nanoparticles

2017· review· en· 342 citations· W2757854632 on OpenAlex· 10.1016/j.envpol.2017.09.052

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 head0.014
GPT teacher head0.233
Teacher spread
0.219 · 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
Environmental Pollution
Topic
Environmental remediation with nanomaterials
Field
Engineering
Canadian institutions
Funders
National Key Research and Development Program of ChinaNational Natural Science Foundation of ChinaCMC Microsystems
Keywords
Environmental chemistryToxicityZerovalent ironChemistryNanoparticleNatural organic matterEnvironmental scienceNanotechnologyOrganic matterMaterials scienceOrganic chemistry
Has abstract in OpenAlex
no