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USE OF GRADED EVIDENCE AND CLINICAL OUTCOMES TO MAKE AN INFORMED RECOMMENDATION REGARDING USE OF MONCHROMATIC NEAR-INFRARED PHOTOTHERAPY TO IMPROVE IMPAIRMENTS IN OLDER ADULTS WITH DIABETIC PERIPHERAL NEUROPATHY.

2006· article· en· W2322000026 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueJournal of Geriatric Physical Therapy · 2006
Typearticle
Languageen
FieldNeuroscience
TopicVagus Nerve Stimulation Research
Canadian institutionsnot available
Fundersnot available
KeywordsMedicinePlaceboPhysical therapyVisual analogue scaleObservational studyPeripheral neuropathyRandomized controlled trialPhysical medicine and rehabilitationNeuropathic painFoot (prosody)SurgeryInternal medicineAnesthesiaDiabetes mellitusAlternative medicine

Abstract

fetched live from OpenAlex

Purpose: The primary purpose was to grade evidence for monochromatic near-infrared phototherapy (MIRE) for treatment of decreased foot sensation, impaired balance, and neuropathic pain in older adults with diabetic peripheral neuropathy (DPN). The secondary purpose was to compare graded evidence to clinical outcomes of 35 older adults with DPN who received MIRE. Description: Eight papers were identified. The Modified Canadian Task Force on Health Examination grading system was used to assign each paper a grade of evidence. The papers included one Grade I (well-designed randomized placebo controlled trial [RPCT]), one Grade II-1 (RPCT with limitations), and six Grade III (observational) studies. The grading system was also used to determine strength of the recommendation for MIRE for improving sensation and balance and decreasing pain. Summary of Use: MIRE procedures were similar in all studies. Foot sensation documented by Semmes Weinstein monofilament (SWM) improved in all studies. However, in the Grade I RPCT improvements were similar for the MIRE and placebo groups. An intermediate strength grade was made with the caveat that the recommendation for MIRE might change with new evidence. Neuropathic foot pain documented by the Visual Analog Scale (VAS) was an outcome in two Grade III studies and the Grade II-1 RPCT. Neuropathic pain decreased in all three studies. Subjects in the Grade II-1 study received active MIRE on one limb and placebo MIRE on the other but evaluation of foot pain was limited to the active limb. Because none of the studies employed a placebo group, the assigned grade was a very weak recommendation. Balance was documented by the Tinetti Scale in two Grade III studies and by questionnaire in the Grade II-1 study. Since subjects in the Grade II-1 study received active MIRE on one limb and placebo MIRE on the other there was no placebo group for balance. Although MIRE improved balance in all three studies the grade of recommendation was very weak. The graded evidence indicated weak or insufficient evidence to recommend MIRE. Clinicians may initially deal with this quandary by comparing their clinical outcomes to the literature. Here, the medical records of 35 older adults (69.6 + 11.0 yrs) with DPN who received MIRE were examined to determine if MIRE was associated with increased foot sensitivity and reduced pain. Prior to treatment with MIRE 7.98+ 2.53 sites were insensitive to the 5.07 SWM. After treatment the number of insensate sites decreased to 2.56 + 3.40 (p <.001). Neuropathic pain measured by the VAS was 5.85 + 3.32 prior to treatment with MIRE and 2.15 + 2.83 after treatment (p <.001). Importance to Members: This project showed insufficient evidence to recommend for or against the use of MIRE to improve common impairments in older adults with DPN. Our clinical outcomes are supportive of the use of MIRE in this population, but more RPCTs are needed to better inform practice.

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.

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)0.001
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 score0.445
Threshold uncertainty score0.673

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.074
GPT teacher head0.369
Teacher spread0.296 · 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