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Enhanced thermal conductivity of phase change materials with ultrathin-graphite foams for thermal energy storage

2013· article· en· 587 citations· W2110264357 on OpenAlex· 10.1039/c3ee42573h

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 head0.022
GPT teacher head0.241
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

Embedding continuous ultrathin-graphite foams (UGFs) with volume fractions as low as 0.8–1.2 vol% in a phase change material (PCM) can increase the effective thermal conductivity by up to 18 times, with negligible change in the melting temperature or mass specific heat of fusion.

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.

The record

Venue
Energy & Environmental Science
Topic
Phase Change Materials Research
Field
Engineering
Canadian institutions
Funders
Natural Sciences and Engineering Research Council of CanadaAdvanced Research Projects AgencyU.S. Department of Energy
Keywords
Thermal conductivityPhase-change materialGraphiteThermal energy storageMaterials sciencePhase changeEnthalpy of fusionComposite materialVolume (thermodynamics)Phase (matter)ThermalEnergy storageFusionThermal insulationMelting pointThermodynamicsChemistryOrganic chemistry
Has abstract in OpenAlex
yes