Effect of educational intervention on knowledge, perception, and readiness of community pharmacists for AI-driven health technologies. A quasi-experimental study

BackgroundArtificial intelligence has substantial benefits in various industries. It has emerged as a critical component of healthcare. It has remodeled the concept of community pharmacy and facilitated pharmacists with technologies for evidence-based decision-making.ObjectiveThis research aims to evaluate the impact of the intervention on community pharmacists' knowledge, perceptions, and readiness for AI-driven digital health technologies.MethodologyIt was a quasi-experimental study. A convenient sampling technique was employed to recruit community pharmacists across Lahore, Pakistan. Data was collected using self-developed, validated questionnaires. SPSS version 26 was used for statistical analysis.ResultsThe sample size comprised 54 pharmacists. The educational intervention had a significant impact on knowledge, perception, and readiness, with p-values < 0.05. Almost 30% of participants initially had inadequate knowledge about AI, but after intervention, 63% achieved good knowledge. Perceptions of AI have notably improved from 33.3% to 94.5%. Additionally, the readiness to adopt AI significantly increased to 94.4%. The intervention had a moderate effect on knowledge (d = 0.54), whereas it had large effects on perception (d = 1.08) and readiness (d = 1.04). Additionally, a positive correlation (r = 0.389, p = 0.004) was identified between changes in perception and readiness, while a slight negative correlation (r = -0.281, p = 0.039) was noted between changes in knowledge and perception.ConclusionThis research emphasises the need for adequate training and the incorporation of AI into pharmacy curricula. Hands-on training is essential for preparing future practitioners for the digital era.

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Publication Details

Journal
Technology and Health Care
Published
2026-11-07
DOI
https://doi.org/10.1177/09287329261504296
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
0.00

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article

Effect of educational intervention on knowledge, perception, and readiness of community pharmacists for AI-driven health technologies. A quasi-experimental study

Muhammad Zahid Iqbal, Naeem Mubarak, Khalid Mubarak Orayj, Gohar Jaan et al.
5 links
Technology and Health Care
Artificial Intelligence in Healthcare and Education
article

Effect of educational intervention on knowledge, perception, and readiness of community pharmacists for AI-driven health technologies. A quasi-experimental study

Muhammad Zahid Iqbal, Naeem Mubarak, Khalid Mubarak Orayj, Gohar Jaan, Tahneem Yaseen, Muhammad Shahid Iqbal
article en

Abstract

BackgroundArtificial intelligence has substantial benefits in various industries. It has emerged as a critical component of healthcare. It has remodeled the concept of community pharmacy and facilitated pharmacists with technologies for evidence-based decision-making.ObjectiveThis research aims to evaluate the impact of the intervention on community pharmacists' knowledge, perceptions, and readiness for AI-driven digital health technologies.MethodologyIt was a quasi-experimental study. A convenient sampling technique was employed to recruit community pharmacists across Lahore, Pakistan. Data was collected using self-developed, validated questionnaires. SPSS version 26 was used for statistical analysis.ResultsThe sample size comprised 54 pharmacists. The educational intervention had a significant impact on knowledge, perception, and readiness, with p-values < 0.05. Almost 30% of participants initially had inadequate knowledge about AI, but after intervention, 63% achieved good knowledge. Perceptions of AI have notably improved from 33.3% to 94.5%. Additionally, the readiness to adopt AI significantly increased to 94.4%. The intervention had a moderate effect on knowledge (d = 0.54), whereas it had large effects on perception (d = 1.08) and readiness (d = 1.04). Additionally, a positive correlation (r = 0.389, p = 0.004) was identified between changes in perception and readiness, while a slight negative correlation (r = -0.281, p = 0.039) was noted between changes in knowledge and perception.ConclusionThis research emphasises the need for adequate training and the incorporation of AI into pharmacy curricula. Hands-on training is essential for preparing future practitioners for the digital era.

Technology and Health Care
Prince Sattam Bin Abdulaziz University (SA), Lahore University of Biological and Applied Sciences (PK), King Khalid University (SA)
Deanship of Scientific Research, King Khalid University
Good health and well-being, Quality education
Openalex Percentile: Top 23%
Artificial Intelligence in Healthcare and Education
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