Evidence map›Paper›PMID 41915137›Full record

ArticleIndian pediatrics2026

Development and Validation of Obesity Interpreter: A Mobile Application-Based Tool for Children and Adolescents.

Dhvani Raithatha, Anurag Bajpai, R Narayanan, Alapan Mahapatra, Vibha Yadav, Prachi Joshi, Alia Zehra, Arpita Bhriguvanshi

Abstract readValidation Study
PubMed Publisher
In one paragraph

Article in Indian pediatrics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Adolescent Obesity: A Stepwise Clinical Approach.Indian journal of pediatrics · 2026
    Review
  2. Article
  3. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Dhvani RaithathaDepartment of Pediatric Endocrinology, Regency Healthcare, A2 Sarvodaya Nagar, Kanpur, Uttar Pradesh, India.
Anurag BajpaiDepartment of Pediatric Endocrinology, Regency Healthcare, A2 Sarvodaya Nagar, Kanpur, Uttar Pradesh, India. dranurag.bajpai@gmail.com.ORCID 0000-0002-3701-2780
R NarayananDepartment of Pediatric Endocrinology, Regency Healthcare, A2 Sarvodaya Nagar, Kanpur, Uttar Pradesh, India.
Alapan MahapatraDepartment of Pediatric Endocrinology, Regency Healthcare, A2 Sarvodaya Nagar, Kanpur, Uttar Pradesh, India.
Vibha YadavDepartment of Pediatric Endocrinology, Regency Healthcare, A2 Sarvodaya Nagar, Kanpur, Uttar Pradesh, India.
Prachi JoshiDepartment of Pediatrics, King George Medical University, Lucknow, Uttar Pradesh, India.
Alia ZehraDepartment of Pediatrics, King George Medical University, Lucknow, Uttar Pradesh, India.
Arpita BhriguvanshiDepartment of Pediatrics, King George Medical University, Lucknow, Uttar Pradesh, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveTo develop and validate Obesity Interpreter, a mobile application tool to assist in assessing children with obesity and avoid unwarranted workup in physiological obesity.

methodsThe Obesity Interpreter offers guidance on probable diagnoses and workup based on clinical inputs. The validation involved comparing the guidance from the Obesity Interpreter, a pediatric endocrinologist, a pediatrician, and a trainee on the final diagnosis (gold standard) in 400 children and adolescents with obesity concerns (270 constitutional, 23 genetic/syndromic, 11 drug-induced, 13 endocrine, 83 normal or overweight).

resultsThe concordance scores were higher for the endocrinologist (92.1%) and the Obesity Interpreter (99.5%) compared to the pediatrician (75.4%) and the trainee (56.6%). The workup guidance of the Obesity Interpreter aligned with the gold standard in 398 (99.5%) subjects (Cohen's kappa 0.989, 95% CI 0.971, 1.0). Diagnostic workup discrepancies were noted in 83 (20.8%) subjects by the pediatrician and in 162 (40.5%) subjects by the trainee. Utilizing the mobile application would have prevented 288/ 292 (98.6%) errors observed in the study with high agreement for classification recommendation (Cohen's kappa 0.990, 95% CI 0.975, 1.0).

conclusionObesity Interpreter provided guidance aligned with the gold standard for evaluation of children with obesity.

Indexed as

Mobile ApplicationsPediatric ObesityAdolescentChildFemaleHumansMaleMedical InterpretingBody mass indexChildhood obesityMetabolic dysfunction-associated steatotic liver diseaseMetabolic syndromePathological obesityPrevention

Identifiers

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.