Evidence map›Paper›PMID 31441438›Full record

ArticleJournal of postgraduate medicine

Economic burden of slow learners: A prevalence-based cost of illness study of its direct, indirect, and intangible costs.

S Karande, D Ramadoss, N Gogtay

Open access · diamondAbstract readEvaluation Study
In one paragraph

Article in Journal of postgraduate medicine. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
2.0field-weighted citation impact, top 10% of its field
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

4 citing papers in PubMed, 8 citations in OpenAlex.

  1. Understanding Adaptive Skills in Borderline Intellectual Functioning: A Systematic Review.European journal of investigation in health, psychology and education · 2025
    Review
  2. Review
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

3 authors at 1 institution in 1 country.

S KarandeDepartment of Pediatrics, Seth G.S. Medical College and K.E.M. Hospital, Parel, Mumbai, Maharashtra, India.
D RamadossDepartment of Pediatrics, Seth G.S. Medical College and K.E.M. Hospital, Parel, Mumbai, Maharashtra, India.
N GogtayDepartment of Clinical Pharmacology, Seth G.S. Medical College and K.E.M. Hospital, Parel, Mumbai, Maharashtra, India.
King Edward Memorial Hospital and Seth G.S. Medical College · IN

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Aims: The primary objective of this study was to evaluate the economic burden of slow learners (students with "borderline intellectual functioning") by estimating its direct, indirect, and intangible costs. The secondary objective was to assess the impact of variables on the economic burden. Settings and Design: Cross-sectional, single-arm descriptive study. Setting: Learning disability clinic in a public medical college in Mumbai. Materials and Methods: The study cases (age ≥5 - 18 years) were recruited by nonprobability sampling. A structured questionnaire was used to interview the parent to collect data related to direct and indirect costs. Intangible costs data were collected by documenting the willingness-to-pay value using the contingent valuation technique. Statistical Analysis Used: A quantile regression model was used to assess the impact of predictor variables on the costs. Results: The direct, indirect, and intangible costs of slow learners were INR 6,065,915, 10,298,613, and 145,172,800, respectively. Indirect costs comprised 62.9% of the total costs. Expenditure on tuitions, medications, and remedial education comprised 57.38%, 16.18%, and 10.30% of the direct costs, respectively. The average annual total costs of slow learners were INR 3,544,880. The average annual learning disability clinic costs were INR 2,250,194. The average annual total costs per student were INR 57,951. Longer duration of poor school performance was predictive of higher direct and total costs. Conclusion: The economic burden of slow learners is enormous (intangible > indirect > direct costs). Tuitions are the most costly component of direct costs. Parental loss of earnings is the most costly component of indirect costs.

Indexed as

Cost of IllnessAdolescentChildChild, PreschoolCross-Sectional StudiesFemaleHealth Care CostsHumansIndiaLearning DisabilitiesMalePrevalenceRegression AnalysisSurveys and QuestionnairesAttention-deficit hyperactivity disorderborderline intellectual functioningcost of illnessstudents

Identifiers

PMID31441438
PMCPMC6813681
OpenAlexW2980523580

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-SA
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.