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Record W4236543179 · doi:10.31234/osf.io/eymkz

Acute conceptual disorganization in untreated first-episode psychosis: A combined magnetic resonance spectroscopy and diffusion imaging study of the cingulum

2020· preprint· en· W4236543179 on OpenAlexaff
Kara Dempster, Peter Jeon, Jean Théberge, Ali R. Khan, Lena Palaniyappan

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldMedicine
TopicAdvanced Neuroimaging Techniques and Applications
Canadian institutionsDalhousie UniversityLawson Health Research InstituteWestern University
Fundersnot available
KeywordsCingulum (brain)Fractional anisotropyWhite matterGlutamate receptorPsychologyGlutathioneDiffusion MRINeurosciencePsychosisInternal medicineMagnetic resonance imagingChemistryMedicinePsychiatryRadiologyBiochemistry

Abstract

fetched live from OpenAlex

Background: Disorganized thinking is a core feature of acute psychotic episodes that is linked to social and vocational functioning. Based on the close association between cingulum and disorganized thinking, we examine three candidate mechanistic markers in relation to acute conceptual disorganization (CD) in first episode psychosis: glutamate excess; cortical antioxidant (glutathione) status and the integrity of the cingulum bundle. Methods: We used fractional anisotropy (FA) maps from 7T diffusion-weighted imaging to investigate bilateral cingulum based on a probabilistic white-matter atlas. We compared the high-CD, low-CD and healthy control groups and performed probabilistic fiber tracking from the identified clusters (ROI within cingulum) to the rest of the brain. We quantified glutamate and glutathione with magnetic-resonance-spectroscopy (MRS) in the dorsal anterior cingulate cortex.Results: There was a significant FA reduction (F=9.04; p=0.036) in a cluster in left cingulum in high-CD compared to low-CD (Cohen’s d=1.39; p=0.003) and controls (Cohen’s d=0.86; p=0.009). Glutamate levels did not vary among the groups, but glutathione levels were higher in high-CD compared to the low-CD group. Higher glutathione related to lower FA in the high-CD group in the cingulum cluster.Discussion: Acute CD relates to indicators of oxidative stress as well as reduced white matter integrity of the cingulum but not to MRI-based glutamatergic excess. We propose that both oxidative imbalance and structural dysconnectivity underlie acute disorganization.Limitation: MRS measures of glutamine were highly uncertain and MRs was acquired from a single voxel only.

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)0.001
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.003
Threshold uncertainty score0.007

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.025
GPT teacher head0.313
Teacher spread0.288 · 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 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".

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Citations1
Published2020
Admission routes1
Has abstractyes

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