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Record W7133047563

Spectroscopic Studies of Semiconductor Nanocrystals: From Core, to Surface, and Beyond

2023· dissertation· W7133047563 on OpenAlexaff
Minhal Hasham

Bibliographic record

VenueTSpace · 2023
Typedissertation
Language
FieldMaterials Science
TopicQuantum Dots Synthesis And Properties
Canadian institutionsVector InstituteUniversity of Toronto
Fundersnot available
KeywordsExcitonExcited stateSemiconductorQuantum dotEnergy transferOrganic semiconductorNanocrystalAbsorption (acoustics)
DOInot available

Abstract

fetched live from OpenAlex

Semiconductor nanocrystals (NCs) have been actively investigated for the past 40 years due to their easily-tunable optical properties and rich, size-dependent photophysics. While technologies using NCs as the active material have already been commercialized, fundamental photophysical puzzles endure. Particularly, their optical properties often diverge from simple theoretical predictions. In this thesis, we explore the fundamental photophysics of two NC materials, CdSe and PbS. We begin by briefly reviewing canonical models for the electronic structure and optical properties of CdSe NCs. Then, we explore single-particle photophysics by developing a novel spectroscopic technique to interact with NC excited states. We show that all-optical modulation can perturb the ubiquitous ‘blinking’ phenomenon in CdSe/ZnS core-shell NCs. We demonstrate that this perturbation is timescale-free, characteristic, and selective for the ON-state. Next, we probe the kinetics of triplet energy transfer from core-only CdSe NCs to surface-bound anthracene moieties. Tailoring the energy level alignment between NC band-edges and frontier molecular orbitals, we find that sequential, hole-first carrier transfer outpaces correlated, Dexter-like exciton transfer when the barrier to the former is comparable to a few kBT. In tandem, measurements of energy transfer from surface-oriented trap states in the same NCs support a hypothesis where band-edge and trap states remain in dynamic equilibrium. From the known energy of the lowest-lying spin-triplet exciton, we infer a lower bound on the chemical potential of the surface state. Finally, we investigate the fundamental photophysics of ultrasmall PbS NCs, motivated by recent synthetic advances that have yielded smaller ensemble absorption linewidths. Our spectroscopic studies provide tests of models constructed from observations on larger PbS NCs. We discuss our observations in the context of prior descriptions for PbS electronic structure and propose that direct extrapolation from previous models is unsatisfactory—leading to a call for dedicated theoretical calculations in this size regime. We conclude by looking forward to studies which extend the present work and discuss key experiments to continue shedding light on the photophysics of semiconductor nanocrystals.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.004

Distilled classifier scores by category (both heads)

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 communication0.0010.001
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.097
GPT teacher head0.379
Teacher spread0.283 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2023
Admission routes1
Has abstractyes

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