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Record W3000166117

Developing Combined Optical Spectroscopy and Mass Spectrometry Tools to Probe the Conformation of Double-Stranded DNA in the Gas Phase

2017· dissertation· en· W3000166117 on OpenAlexfundno aff
Stephen V. Sciuto

Bibliographic record

VenueTSpace (University of Toronto) · 2017
Typedissertation
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicDNA and Nucleic Acid Chemistry
Canadian institutionsnot available
FundersGovernment of Ontario
KeywordsMass spectrometrySpectroscopyGas phaseDNAAnalytical Chemistry (journal)ChemistryPhase (matter)Materials sciencePhysicsChromatographyPhysical chemistryBiochemistryOrganic chemistry
DOInot available

Abstract

fetched live from OpenAlex

Mass spectrometry (MS) has long been a popular analytical technique for the characterization of gas-phase molecules. Beginning in the late 20th century, the coupling of MS with soft ionization techniques such as electrospray ionization (ESI) and the development of various gas-phase methodologies facilitated the structural analysis of intact biomolecules. To that end, this dissertation describes the coupling of MS with optical spectroscopy for the characterization of isolated DNA-binding dyes and non-covalent double-stranded DNA (dsDNA) complexes in the gas phase. MS and optical spectroscopy analysis is performed using a quadrupole ion trap (QIT) that has been modified to perform photodissociation (PD) and laser-induced fluorescence (LIF) on mass-selected ions. First, fluorescence measurements on trapped rhodamine 640 ions are performed to visualize the cloud of trapped ions inside the QIT. Second, the intrinsic photophysical properties of the classic dsDNA intercalator, ethidium bromide, is presented via photodissociation action spectroscopy, dispersed emission spectra, and time-resolved measurements. Finally, latter chapters describe the use of non-covalent DNA-binders that exhibit “turn-on” fluorescence responses in solution and Förster Resonance Energy Transfer (FRET) methodologies to probe the conformation of dsDNA ions in the gas phase. The work described in this dissertation serves to develop methodologies that use MS and optical spectroscopy techniques to investigate the intrinsic intra- and intermolecular interactions present in biomolecules, without competing solvent effects.

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)0.001
metaresearch head score (Gemma)0.001
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: none
Teacher disagreement score0.002
Threshold uncertainty score0.005

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.002
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.001

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 head0.016
GPT teacher head0.280
Teacher spread0.264 · 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

Citations1
Published2017
Admission routes1
Has abstractyes

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