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Record W7010406568

Inelastic light scattering studies of biological
\nmacromolecular solutions and virus crystals

2024· dissertation· en· W7010406568 on OpenAlexaff

Bibliographic record

VenueMemorial University Research Repository (Memorial University) · 2024
Typedissertation
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicChemical and Physical Studies
Canadian institutionsMemorial University of Newfoundland
Fundersnot available
KeywordsLight scatteringMacromoleculeFicollMacromolecular crowdingAqueous solutionRelaxation (psychology)Dynamic light scatteringBrillouin zoneRadius of gyration
DOInot available

Abstract

fetched live from OpenAlex

In this study, Brillouin light scattering is used as a tool to explore the elastic and \nviscoelastic properties of different macromolecular systems. Specifically, we explore \ntwo common macromolecular systems: aqueous solutions and crystals. By performing \nexperiments on these different systems, we are able to explore the evolution of the \nproperties of interest in three distinct regimes. By performing experiments on aqueous \nsolutions, we are able to explore the dilute regime, wherein solute molecules may be \ntreated as non-interacting particles, and the semi-dilute regime, where intermolecular \ninteractions cannot be neglected. Finally, performing experiments on macromolecular \ncrystals allows us to observe the elastic properties of macromolecules in the solid state. \nThe effects of macromolecular crowding have been extensively studied by various \nexperimental techniques. Such works have demonstrated a significant amount of \nbinding of solvent to the hydration shells of such crowders, drastically reducing the \navailable free volume. In this work, Brillouin light scattering experiments were performed \non aqueous solutions of Ficoll 70 and Ficoll 400 with concentrations ranging \nfrom 1 wt% to 35 wt% and Bovine Serum Albumin with concentrations of 1 wt% \nto 27 wt%. By examining the evolution of longitudinal Brillouin peak parameters \nwith solute concentration, we calculated viscoelastic properties, including hypersound \nvelocity, adiabatic bulk modulus and compressibility, apparent viscosity, and hypersound \nattenuation. Existing theory could only capture trends in this evolution up \nto a threshold concentration due to the neglect of intermolecular interactions. As \nsuch, the addition of a quadratic term was incorporated to account for intermolecular \ninteractions between solute molecules. In Ficoll solutions, evidence of a central mode, \nwhich is due to relaxation of solvent in the polymer hydration shell, was observed. \nIn recent years, there has been a growing amount of interest in exploration of the \nelastic properties of crystalline macromolecular structures. Such properties of virus \ncrystals, however, are still hardly known. In the present work, crystals of satellite \ntobacco mosaic virus were grown using hang drop vapour diffusion techniques. Crystal \nclusters grown were subsequently used in Brillouin light scattering experiments. \nPeaks in Brillouin spectra were determined to be due to longitudinal bulk modes, \nand the parameters of these peaks were used to approximate hypersound velocity and \nattenuation within the crystals.

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 score0.002
Threshold uncertainty score0.003

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 communication0.0000.000
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 head0.038
GPT teacher head0.285
Teacher spread0.247 · 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
Published2024
Admission routes1
Has abstractyes

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