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Record W4411236260 · doi:10.1002/solr.202500193

Versatile Two‐Step Process for Perovskite‐Based Tandem Photovoltaics

2025· article· en· W4411236260 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.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
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.

Bibliographic record

VenueSolar RRL · 2025
Typearticle
Languageen
FieldEngineering
TopicPerovskite Materials and Applications
Canadian institutionsnot available
FundersInstitute of Gender and HealthHORIZON EUROPE Framework ProgrammeEuropean Commission
KeywordsTandemPhotovoltaicsProcess (computing)Materials sciencePerovskite (structure)Computer scienceNanotechnologyPhotovoltaic systemEngineeringElectrical engineeringChemical engineeringProgramming language

Abstract

fetched live from OpenAlex

Perovskite photovoltaics promise high power conversion efficiencies (PCEs) and cost‐effective fabrication, making them a transformative solar technology. Among deposition methods, the solution‐based two‐step process has emerged as a promising approach for integrating high‐quality perovskite layers onto silicon (Si) bottom cells, enabling dense and pinhole‐free films. However, achieving both high efficiency and long‐term stability remains underexplored for solution‐based two‐step‐processed perovskite solar cells (PSCs). This study introduces a versatile solution‐based two‐step method, demonstrating a seamless transition from a triple‐cation (CsMAFA) to a more stable double‐cation (CsFA) perovskite composition. Implementing a novel dual bimolecular passivation strategy with propane‐1,3‐diammonium iodide (PDAI 2 ) and n‐butylammonium iodide (BAI) for both bulk and surface passivation effectively addresses defects at grain boundaries and interfaces. This approach minimizes nonradiative recombination, enhances film crystallization, and promotes efficient charge extraction. The resulting PSCs demonstrate a stable power output of 20.9%, representing the highest reported efficiency for a solution‐based two‐step processed PSC with a bandgap of 1.67 eV. Laboratory‐scale monolithic perovskite/Si tandem solar cells (1 cm 2 active area) achieve PCEs exceeding 26% on small‐textured Si bottom cells (<2 μm). This emphasizes the potential of the solution‐based two‐step process for practical implementation in high‐performance photovoltaic systems.

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 score0.552
Threshold uncertainty score0.502

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 communication0.0000.000
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 head0.012
GPT teacher head0.276
Teacher spread0.263 · 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