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Record W4312228092 · doi:10.37506/ijphrd.v14i4.18593

Study of Diabetic Peripheral Neuropathy in Adults of Telangana

2022· article· en· W4312228092 on OpenAlex
Reyya Mohan Sundar, M K

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

VenueIndian Journal of Public Health Research & Development · 2022
Typearticle
Languageen
FieldMedicine
TopicPain Mechanisms and Treatments
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineDiabetes mellitusPeripheral neuropathyBody mass indexInternal medicineLogistic regressionFamily historyType 2 diabetesEndocrinology

Abstract

fetched live from OpenAlex

Background: Diabetic peripheral neuropathy (DPN) predisposes to foot ulceration and gangrene. It has been reported thatprevalence of DPN is lower in Indians relative to Caucasians. Studies among recent onset patients with type 2 diabetesmellitus (Type2-M) are very few. We studied the prevalence and risk factors of DPN in patients with newly diagnosedType2DM.Methods: We prospectively studied 80 consecutive patients over age 30 with a duration of diabetes ≤1 year. Every patientunderwent a clinical and biochemical evaluation and was screened for DPN using TCSS scale (Toronto clinical scoringsystem) and Leeds Assessment of Neuropathic Symptoms and Signs (LANSS) pain scale.Results: The cases had a mean age of 60.28 years and duration of symptoms of DM is <1year prior to presentation. Theoverall prevalence of DPN was 12.5%. The prevalence of DPN showed an increasing trend with FBS (trend chi-square=3.517, P = 0.0304). A logistic regression analysis showed that DPN was independently associated with Fasting Blood Sugar(P = 0.0304), Body mass index (P= 0.0389), HbA1c (P = 0.0451), family history (P= 0.0426) and physical activity (P= 0.0219)but not with age, sex and education.Conclusions: Our study showed high prevalence of PN in recently diagnosed patients with Type2DM, which wasindependently associated with age and duration of symptoms of diabetes prior to the diagnosis. FBS, HbA1c, BMI, werefound to be risk factors for prevalence of Diabetic Neuropathy.

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)0.012
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 score0.281
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0120.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.156
GPT teacher head0.409
Teacher spread0.252 · 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