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Modified Gellan Gum hydrogels with tunable physical and mechanical properties

2010· article· en· 425 citations· W2114118213 on OpenAlex· 10.1016/j.biomaterials.2010.06.035

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 head0.021
GPT teacher head0.210
Teacher spread
0.189 · 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
Biomaterials
Topic
Polysaccharides Composition and Applications
Field
Agricultural and Biological Sciences
Canadian institutions
Funders
National Institute of Dental and Craniofacial ResearchNational Institute of Biomedical Imaging and BioengineeringEuropean CommissionEngineer Research and Development CenterSamsungNational Science FoundationNational Institutes of HealthNational Heart, Lung, and Blood InstituteFundação para a Ciência e a TecnologiaFonds Québécois de la Recherche sur la Nature et les Technologies
Keywords
Gellan gumSelf-healing hydrogelsMaterials scienceBiocompatibilitySwellingFourier transform infrared spectroscopyTissue engineeringChemical engineeringMethacrylateDynamic mechanical analysisPolymer chemistryPolymerComposite materialBiomedical engineeringPolymerizationChemistry
Has abstract in OpenAlex
no