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Integrative Approach to the Management of Diabetic Neuropathy Using Marma Chikitsa and Panchakarma Therapies

2025· article· en· W4414275595 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

VenueAYUSHDHARA · 2025
Typearticle
Languageen
FieldMedicine
TopicPain Mechanisms and Treatments
Canadian institutionsnot available
Fundersnot available
KeywordsDiabetic neuropathyGlycemicDiabetes mellitusCroreComplicationSensory neuropathyPeripheral neuropathy

Abstract

fetched live from OpenAlex

The National Centre for Disease Control (NCDC) has reported that India has 6.51 crore diabetes cases, with projections reaching 10.9 crore by 2035. Diabetic neuropathy is a prevalent complication of long-standing Type 1 and Type 2 Diabetes mellitus, affecting approximately 10.5% to 44.9% of individuals. With Diabetes emerging as a global epidemic in both developed and developing nations, effective management of its complications is the need of the hour. Diabetic neuropathy manifests as nerve damage, leading to symptoms such as hyperesthesia, paresthesia, pain, and sensory loss. Despite advancements in glycemic control strategies, conventional treatment remains inadequate in addressing neuropathic symptoms comprehensively. To bridge this gap, a holistic approach integrating Marma Chikitsa with Panchakarma therapies was implemented at our center, for the management of Diabetic Neuropathy where-in 5 patients presented with symptoms of diabetic neuropathy. This integrative intervention yielded significant improvements, demonstrating the efficacy of Marma Chikitsa in conjunction with Panchakarma therapies. Notably, patients experienced faster and more effective relief, as validated by the Modified Toronto Clinical Neuropathy Score (TCNS) assessment. These findings highlight the potential of Ayurveda-based therapies in enhancing neuropathic symptom management and underscore the necessity of adopting a holistic framework for diabetic care.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.819
Threshold uncertainty score0.293

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 head0.018
GPT teacher head0.277
Teacher spread0.260 · 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