MétaCan
Menu
Back to cohort
Record W4283120637 · doi:10.46542/pe.2022.221.573583

Unused and expired drug disposal practice and awareness among undergraduate students from pharmacy and other disciplines: Bangladesh perspective

2022· article· en· W4283120637 on OpenAlexaff
Fardin Al Fahad Shakib, Nazmus Sadat, Shamim Ahmed, Nilufer Yeasmin Nipa, Mashiqur Rahman, Mohammad Borhan Uddin

Bibliographic record

VenuePharmacy Education · 2022
Typearticle
Languageen
FieldMedicine
TopicPharmaceutical studies and practices
Canadian institutionsUniversity of Windsor
Fundersnot available
KeywordsPharmacyGovernment (linguistics)MedicineHealth careAlternative medicineDescriptive statisticsClosed-ended questionNursingFamily medicineMedical educationPolitical science

Abstract

fetched live from OpenAlex

Background: Most medicine users are not aware of the safe disposal of unused or expired medicines. The aim of this study was to know the current knowledge of the disposal practices of unused and expired medicines among the undergraduate pharmacy and other disciplines studying in universities located in different areas of Dhaka city, Bangladesh. Methods: This was a descriptive, cross-sectional survey, conducted through face-to-face interviews using a structured questionnaire. Returned questionnaires were double-checked for accuracy. Results: A total of 250 valid questionnaires were returned with a response rate of 100%. Respondents were mainly divided into two categories: pharmacy students (n=150; 60%) and general students (n=100; 40%). Two third of the general students (66%; n=98) and pharmacy students (65.3%; n=66) showed an almost similar response to keeping medicines at home. Overall, the highest common leftover medicines were analgesics (n=181; 27.6%) followed by gastric agents 174 (26.6%). Alarmingly, 85 (34%) respondents usually threw their leftover medicines in the dustbin, however, only very few portions of health science students (8%) have donated their unused medicines to welfare and friends. About 58% of respondents from other disciplines agreed that the necessity of pharmacists counselling people about proper medication disposal is highly required. Conclusion: Gaps exist in everyday drug disposal practices, therefore cost-effective pharmaceutical waste management programmes supported by government regulatory authorities and media campaigns are needed. Healthcare practitioners and community pharmacists should offer training to educate patients on standard medicine disposal practices. Findings from this study are hoped to assist in creating awareness about appropriate drug disposal practices in households and trigger interest and attention among policymakers about formulating relevant regulations.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.009
Threshold uncertainty score0.018

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0050.000

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 head0.054
GPT teacher head0.450
Teacher spread0.396 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations16
Published2022
Admission routes1
Has abstractyes

Explore more

Same venuePharmacy EducationSame topicPharmaceutical studies and practicesFrench-language works237,207