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Record W6949588462 · doi:10.5281/zenodo.15485341

F-wave, sensory potential and nociceptive response in a rat model of streptozotocin-induced diabetic neuropathy

2022· peer-review· en· W6949588462 on OpenAlexaff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2022
Typepeer-review
Languageen
FieldMedicine
TopicPain Mechanisms and Treatments
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsStreptozotocinSensory systemNociceptionPeripheral neuropathyNerve conduction velocityStimulus (psychology)PeripheralNeurophysiologyDiabetic neuropathy

Abstract

fetched live from OpenAlex

Introduction: F-wave, sensory potentials and nociceptive response to painful stimulus are neurophysiological tests used to address the neuropathic condition in experimental models performed in laboratory animals.Objective: To demonstrate the effectiveness of a new dosing schedule in a rat model of streptozotocin-induced diabetic neuropathy.Methods: Streptozotocin was administered to adult Wistar rats at doses of 30 mg/kg per day on alternate days (Monday, Wednesday and Friday) for one week. Glycemic levels and body weight were measured before streptozotocin treatment and weekly throughout the experimental period (6 weeks). The F wave was recorded in the foot muscles with ankle stimulation. The sensory potential of the caudal nerves was recorded. The reaction time to a thermal nociceptive stimulus was examined in the hot plate test.Results: In animals treated with streptozotocin sustained levels of hyperglycemia and progressive reduction of body weight revealed diabetic neuropathic condition, also F-wave conformation and its parameters (amplitude, integral index and persistence) were severely reduced, as well as velocity conduction for sensory potential (p˂0.05), reaction time increased significantly (p˂ 0.05).Conclusions: Neurophysiological tests were effective in demonstrating that the dosing schedule used is capable of developing peripheral neuropathy over a six-week period. The changes in the F wave were particularly relevant and suggest that, in parallel with peripheral sensory transmission, evidenced by sensory potential and reaction time, there is neuropathic involvement of the central and/or proximal portions of the motor fibers.

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)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
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 head0.068
GPT teacher head0.288
Teacher spread0.220 · 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
Published2022
Admission routes1
Has abstractyes

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