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Record W7038632644

An Investigation of Neural Responses to the Anticipation and Experience of Pain in Humans, Revealed by Functional Magnetic Resonance Imaging of the Brainstem and Spinal Cord

2021· dissertation· en· W7038632644 on OpenAlexaff

Bibliographic record

VenueQSpace (Queen's University Library) · 2021
Typedissertation
Languageen
FieldAgricultural and Biological Sciences
TopicBryophyte Studies and Records
Canadian institutionsQueen's University
Fundersnot available
KeywordsAnticipation (artificial intelligence)Functional magnetic resonance imagingBrainstemSpinal cordNociceptionFibromyalgiaChronic painNeuropathic pain
DOInot available

Abstract

fetched live from OpenAlex

Pain is a complex, highly subjective phenomenon in humans and the brainstem and spinal cord serve fundamental roles in the processing and modulation of ascending nociceptive signals. Emotional-cognitive factors such as anticipation have been shown to alter the pain experience and research has indicated there may be a dysfunction in pain processing in individuals with fibromyalgia (FM). Further research is needed in order to fully understand the underlying mechanisms involved in FM and how anticipation influences pain at the spinal level in both healthy and diseased states. The first aim of this thesis is to investigate neural responses in regions associated with the descending modulation of pain during anticipation in individuals with FM, compared to healthy controls (HC). FMRI data analyzed from two previous studies revealed no significant differences in neural responses during the anticipation of pain in FM and HC groups, suggesting that heightened pain in FM is not related to altered emotional-cognitive influences. This work indicated that the current understanding of pain is incomplete and led to forming the hypotheses for the following study in which we investigated the neural correlates of pain anticipation in healthy humans. The second aim of this thesis is to characterize functional connectivity associated with the anticipation of pain in healthy individuals. This was accomplished through a comparison of fMRI responses to noxious and innocuous thermal stimuli in time periods before and during stimulation. The results indicated similar functional connectivity during the anticipation of painful and nonpainful stimuli as well as new aspects of connectivity in pain networks during stimulation. Together, the work of the current thesis has revealed new aspects of neural activity and functional connectivity associated with the anticipation of pain in both healthy and diseased states using fMRI of the brainstem and spinal cord.

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 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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.031
Threshold uncertainty score0.467

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 head0.010
GPT teacher head0.202
Teacher spread0.192 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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
Published2021
Admission routes1
Has abstractyes

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