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Performance assessment of innovative constructed wetland-microbial fuel cell for electricity production and dye removal

2012· article· en· 436 citations· W2072061089 on OpenAlex· 10.1016/j.ecoleng.2012.06.029

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 head0.007
GPT teacher head0.200
Teacher spread
0.193 · 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
Ecological Engineering
Topic
Microbial Fuel Cells and Bioremediation
Field
Environmental Science
Canadian institutions
Funders
Natural Sciences and Engineering Research Council of CanadaCouncil of Scientific and Industrial Research, IndiaDepartment of Science and Technology, Ministry of Science and Technology, India
Keywords
Microbial fuel cellWastewaterPulp and paper industryAnaerobic exerciseSewage treatmentWetlandMethylene blueConstructed wetlandEnvironmental scienceElectricity generationEnvironmental engineeringChemistryWaste managementEnvironmental chemistryCatalysisEcologyOrganic chemistryEngineeringPhysicsBiologyPower (physics)
Has abstract in OpenAlex
no