MétaCan
Menu
Back to cohort
Record W2890077019 · doi:10.1063/1.5053542

Permanent bonding process for III-V/Ge multijunction solar cell integration

2018· article· en· W2890077019 on OpenAlex

Why this work is in the frame

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

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueAIP conference proceedings · 2018
Typearticle
Languageen
FieldEngineering
Topicsolar cell performance optimization
Canadian institutionsInstitut interdisciplinaire d'innovation technologiqueUniversité de Sherbrooke
FundersUniversité de LyonCentre National de la Recherche ScientifiqueAgence Nationale de la RechercheUniversité de Sherbrooke
KeywordsMaterials scienceSolar cellTriple junctionOptoelectronicsFabricationMicrofabricationPhotolithographyPolydimethylsiloxaneEtching (microfabrication)Substrate (aquarium)Wafer bondingLift (data mining)NanotechnologySiliconLayer (electronics)Computer science

Abstract

fetched live from OpenAlex

In this paper, we propose a process to permanently bond multi-junction solar cells (MJSCs) front side to a transparent superstrate using polydimethylsiloxane (PDMS). This process could allow for substrate handling during several fabrication schemes such as thin MJSCs, substrate lift-off /recycling or through cell via contacts (TCVC) solar cells. The developed process is compatible with standard microfabrication processes such as photolithography, etching or metallization. Permanent bonding of III-V/Ge triple junction solar cell on quartz superstrate has been used to handle the solar cell and to demonstrate a 20 µm thick TCVC device. No significant performance loss was observed on I-V characteristics for a bonded triple junction solar cell.

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.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.891
Threshold uncertainty score0.907

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

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.

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

Opus teacher head0.020
GPT teacher head0.242
Teacher spread0.222 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it