Evidence map›Paper›PMID 42904240›Full record

ArticleCureus2026

Association Between a Two-Cycle Plan-Do-Study-Act Quality Improvement Intervention and Biomedical Waste Segregation Compliance in a Large Indian Government Tertiary Teaching Hospital: A 51-Month Interrupted Time Series Study.

Vanini Jowel, Shailesh Tripathi, Anusha Chouhan, Kumari Seema

Abstract read
In one paragraph

Article in Cureus, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

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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

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

4 authors.

Vanini JowelHospital Administration, Rajendra Institute of Medical Sciences, Ranchi, IND.
Shailesh TripathiHospital Administration, Rajendra Institute of Medical Sciences, Ranchi, IND.
Anusha ChouhanGeneral Medicine, Pt. Jawahar Lal Nehru Memorial Medical College, Raipur, IND.
Kumari SeemaMicrobiology, Rajendra Institute of Medical Sciences, Ranchi, IND.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundDespite guidelines, Indian public sector hospitals continue to face challenges in biomedical waste (BMW) mismanagement, and various gap assessments at the national level show uneven segregation practices. Needle-stick injuries (NSIs), an occupational hazard for healthcare workers (HCWs) in developing countries, have been found to have an incidence of 8.9-10.4 events per 100 beds per year in Indian tertiary care hospitals. As far as we can judge, no study from a large Indian government tertiary setting has evaluated the incidence of NSIs concurrently with Plan-Do-Study-Act (PDSA) cycles for BMW management using interrupted time series (ITS) analysis.

objectiveThis study aimed to evaluate the association between a two-cycle PDSA-driven quality improvement (QI) intervention and (i) BMW segregation compliance and (ii) NSI incidence per 100 occupied bed-years using 51 months of prospective hospital data.

methodsWe conducted a quasi-experimental ITS regression study at a government tertiary teaching hospital (2,327 beds, 95% occupancy, approximately 2,210 occupied beds) in Jharkhand, India. A concurrent control was not feasible because the intervention was implemented hospital-wide as part of preparation for National Accreditation Board for Hospitals and Healthcare Providers (NABH) accreditation. Primary data were drawn from monthly weighbridge logs, periodic waste composition audits, structured audit checklists, and a manual paper-based incident register over 51 consecutive months (January 2022 to March 2026); the intervention began in April 2025. The primary model was segmented ordinary least squares regression with Newey-West standard errors; sensitivity analyses incorporated seasonal harmonic adjustment, lag variation, and alternative autocorrelation specifications.

resultsSegregation compliance showed a significant immediate level increase of 14.3 percentage points (pp) at intervention onset (β₂=14.31; 95% CI: 9.55-19.08; p<0.001) and a positive post-intervention slope change of 2.57 pp per month (β₃=2.567; 95% CI: 1.981-3.152; p<0.001). The pre-intervention trend was flat to slightly negative (β₁=-0.092; p=0.066), and model fit was high (R²=0.939). All four sensitivity analyses were directionally consistent. The descriptive decline in NSI (2.08-0.33 events per month) was not confirmed by the log-linear ITS model (β₂ p=0.397; β₃ p=0.270) and is therefore reported as an associative trend only. Knowledge scores improved across all cadres (p<0.001), with the largest gains among sanitation staff (+37.8 pp) and waste handlers (+36.3 pp).

conclusionsThe PDSA intervention improved BMW segregation compliance, which was significant and sustained over time. Without a simultaneous control group and given institutional confounders, enormous caution in referring to the impacts as causal remains advised. Caution should be exercised in the interpretation of NSI trends as they are not statistically significant and are based on passive reporting. The results indicate that the PDSA-based frameworks are feasible in public hospitals.

Indexed as

biomedical waste managementhospital administration and healthcare managementinterrupted time seriesneedle-stick and sharps injuryplan-do-study-actwaste segregation

Identifiers

PMID42904240
PMCPMC13682605

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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.