Pub Date : 2026-01-16DOI: 10.3390/pharmacy14010010
Ashim Malhotra
Foundational biomedical sciences are commonly taught without routine integration of local population health contexts, limiting students' ability to connect mechanisms to community disease burden and practice responsibilities. In this method paper, we developed and piloted an AI-enabled "Sacramento County Public Health (SACPH)" AI workflow and app prototype, a structured, faculty-authored prompt sequence designed to guide population-to-practice reasoning using publicly available data. The workflow was implemented during a TBL session with first-year PharmD students in an immunology course. Using splenectomy and risk of overwhelming post-splenectomy infection (OPSI) as an illustrative use case, students executed a standardized prompt sequence addressing data source identification, coding logic (diagnosis vs. procedure codes), population-level estimation with uncertainty framing, and translation to pharmacist-relevant prevention and counseling implications. Feasibility was defined by conceptual convergence. The validated reasoning workflow was subsequently translated into a prototype, app-style interface using generative design prompts. Across student teams, outputs converged on similar categories, consistent recognition of coding frameworks and verification steps, and directionally similar interpretations of local burden and pharmacist responsibilities. The prototype demonstrated successful externalization of the reasoning workflow into a modular, reproducible artifact. SACPH demonstrates a feasible, reproducible method for using generative AI to integrate foundational science instruction with local population health context and pharmacist practice reasoning, while supporting AI literacy competencies.
{"title":"<i>AI-Enabled Sacramento Public Health (SACPH) App:</i> A Reproducible AI-Based Method for Population-to-Practice Reasoning in Foundational Sciences in Pharmacy Education.","authors":"Ashim Malhotra","doi":"10.3390/pharmacy14010010","DOIUrl":"10.3390/pharmacy14010010","url":null,"abstract":"<p><p>Foundational biomedical sciences are commonly taught without routine integration of local population health contexts, limiting students' ability to connect mechanisms to community disease burden and practice responsibilities. In this method paper, we developed and piloted an AI-enabled \"Sacramento County Public Health (SACPH)\" AI workflow and app prototype, a structured, faculty-authored prompt sequence designed to guide population-to-practice reasoning using publicly available data. The workflow was implemented during a TBL session with first-year PharmD students in an immunology course. Using splenectomy and risk of overwhelming post-splenectomy infection (OPSI) as an illustrative use case, students executed a standardized prompt sequence addressing data source identification, coding logic (diagnosis vs. procedure codes), population-level estimation with uncertainty framing, and translation to pharmacist-relevant prevention and counseling implications. Feasibility was defined by conceptual convergence. The validated reasoning workflow was subsequently translated into a prototype, app-style interface using generative design prompts. Across student teams, outputs converged on similar categories, consistent recognition of coding frameworks and verification steps, and directionally similar interpretations of local burden and pharmacist responsibilities. The prototype demonstrated successful externalization of the reasoning workflow into a modular, reproducible artifact. SACPH demonstrates a feasible, reproducible method for using generative AI to integrate foundational science instruction with local population health context and pharmacist practice reasoning, while supporting AI literacy competencies.</p>","PeriodicalId":30544,"journal":{"name":"Pharmacy","volume":"14 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2026-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12821504/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146012507","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-13DOI: 10.3390/pharmacy14010009
José Garcia de Brito-Neto, Paulo Leonardo de Góis Morais, José Rodolfo Lopes de Paiva Cavalcanti, Francisco Irochima Pinheiro, Fausto Pierdoná Guzen, Ricardo Ney Cobucci
<p><p>Exercise-induced myokines have emerged as crucial mediators of the beneficial effects of physical activity on neurodegenerative diseases through complex molecular mechanisms involving oxidative stress reduction, neuroinflammation suppression, and synaptic plasticity enhancement. Among these myokines, irisin, encoded by the FNDC5 gene, has gained significant attention as a potential therapeutic target in neurodegenerative conditions due to its ability to cross the blood-brain barrier and exert pleiotropic neuroprotective effects. This review synthesizes current evidence from both preclinical and clinical studies examining the role of exercise-induced irisin in neurodegeneration, with particular emphasis on translational potential and therapeutic applications. A comprehensive search was conducted across PubMed, Web of Science, Scopus, and EMBASE databases (spanning January 2015 to December 2024) to identify peer-reviewed articles investigating irisin's neuroprotective mechanisms in neurodegenerative diseases. Ten studies met the inclusion criteria (five rodent/primate model studies and five human clinical investigations), which were analyzed for methodological rigor, intervention protocols, biomarker quantification methods, and reported outcomes. Reviewed studies consistently demonstrated that exercise-induced endogenous irisin elevation correlates with improved cognitive function, reduced neuroinflammatory markers, enhanced synaptic plasticity, and modulation of neurodegenerative pathways, with exogenous irisin administration reproducing several neuroprotective benefits observed with exercise training in animal models. However, substantial heterogeneity exists regarding exercise prescription parameters (intensity, duration, frequency, modality), training-induced irisin quantification methodologies (ELISA versus mass spectrometry), and study designs (ranging from uncontrolled human observations to randomized controlled trials in animal models). Critical appraisal reveals that human studies lack adequate control for confounding variables including baseline physical fitness, comorbidities, concurrent medications, and potential sources of bias, while biochemical studies indicate distinct pharmacokinetics between endogenous training-induced irisin and exogenous bolus dosing, necessitating careful interpretation of therapeutic applicability. The translational potential of irisin as a therapeutic agent or drug target depends on resolving methodological standardization in biomarker measurement, conducting well-designed clinical trials with rigorous control for confounders, and integrating findings from molecular/biochemical studies to elucidate mechanisms linking irisin to disease modification. Future research should prioritize establishing clinical trial frameworks that harmonize exercise prescriptions, employ robust biomarker quantification (mass spectrometry), and stratify participants based on disease stage, comorbidities, and genetic predisposi
运动诱导的肌因子已成为身体活动对神经退行性疾病有益作用的关键介质,其复杂的分子机制包括氧化应激减少、神经炎症抑制和突触可塑性增强。在这些肌因子中,鸢尾素由FNDC5基因编码,由于其能够穿越血脑屏障并发挥多效神经保护作用,作为神经退行性疾病的潜在治疗靶点而受到广泛关注。这篇综述综合了目前临床前和临床研究的证据,研究了运动诱导的鸢尾素在神经退行性疾病中的作用,特别强调了转化潜力和治疗应用。我们对PubMed、Web of Science、Scopus和EMBASE数据库(2015年1月至2024年12月)进行了全面的检索,以确定研究鸢尾素在神经退行性疾病中的神经保护机制的同行评审文章。10项研究符合纳入标准(5项啮齿动物/灵长类动物模型研究和5项人类临床研究),对其方法学严谨性、干预方案、生物标志物量化方法和报告结果进行了分析。回顾的研究一致表明,运动诱导的内源性鸢尾素升高与认知功能的改善、神经炎症标志物的降低、突触可塑性的增强和神经退行性通路的调节有关,在动物模型中,外源性鸢尾素给药再现了运动训练中观察到的几种神经保护作用。然而,在运动处方参数(强度、持续时间、频率、方式)、训练诱导的鸢尾素定量方法(ELISA与质谱)和研究设计(从非受控的人类观察到动物模型的随机对照试验)方面存在实质性的异质性。关键评估表明,人体研究缺乏对混杂变量的充分控制,包括基线体能、合共病、并发用药和潜在的偏倚来源,而生化研究表明内源性训练诱导的鸢尾素和外源性大剂量之间存在不同的药代动力学,需要仔细解释治疗适用性。鸢尾素作为治疗药物或药物靶点的转化潜力取决于解决生物标志物测量方法的标准化,进行精心设计的临床试验,严格控制混杂因素,并整合分子/生化研究的发现,以阐明鸢尾素与疾病修饰的机制。未来的研究应优先建立协调运动处方的临床试验框架,采用强大的生物标志物定量(质谱),并根据疾病分期、合并症和遗传易感对参与者进行分层,以阐明鸢尾素在神经退行性疾病管理中的潜在治疗干预作用。
{"title":"Irisin as a Neuroprotective Agent in Parkinson's Disease: The Role of Physical Exercise in Modulating Dopaminergic Neurons.","authors":"José Garcia de Brito-Neto, Paulo Leonardo de Góis Morais, José Rodolfo Lopes de Paiva Cavalcanti, Francisco Irochima Pinheiro, Fausto Pierdoná Guzen, Ricardo Ney Cobucci","doi":"10.3390/pharmacy14010009","DOIUrl":"10.3390/pharmacy14010009","url":null,"abstract":"<p><p>Exercise-induced myokines have emerged as crucial mediators of the beneficial effects of physical activity on neurodegenerative diseases through complex molecular mechanisms involving oxidative stress reduction, neuroinflammation suppression, and synaptic plasticity enhancement. Among these myokines, irisin, encoded by the FNDC5 gene, has gained significant attention as a potential therapeutic target in neurodegenerative conditions due to its ability to cross the blood-brain barrier and exert pleiotropic neuroprotective effects. This review synthesizes current evidence from both preclinical and clinical studies examining the role of exercise-induced irisin in neurodegeneration, with particular emphasis on translational potential and therapeutic applications. A comprehensive search was conducted across PubMed, Web of Science, Scopus, and EMBASE databases (spanning January 2015 to December 2024) to identify peer-reviewed articles investigating irisin's neuroprotective mechanisms in neurodegenerative diseases. Ten studies met the inclusion criteria (five rodent/primate model studies and five human clinical investigations), which were analyzed for methodological rigor, intervention protocols, biomarker quantification methods, and reported outcomes. Reviewed studies consistently demonstrated that exercise-induced endogenous irisin elevation correlates with improved cognitive function, reduced neuroinflammatory markers, enhanced synaptic plasticity, and modulation of neurodegenerative pathways, with exogenous irisin administration reproducing several neuroprotective benefits observed with exercise training in animal models. However, substantial heterogeneity exists regarding exercise prescription parameters (intensity, duration, frequency, modality), training-induced irisin quantification methodologies (ELISA versus mass spectrometry), and study designs (ranging from uncontrolled human observations to randomized controlled trials in animal models). Critical appraisal reveals that human studies lack adequate control for confounding variables including baseline physical fitness, comorbidities, concurrent medications, and potential sources of bias, while biochemical studies indicate distinct pharmacokinetics between endogenous training-induced irisin and exogenous bolus dosing, necessitating careful interpretation of therapeutic applicability. The translational potential of irisin as a therapeutic agent or drug target depends on resolving methodological standardization in biomarker measurement, conducting well-designed clinical trials with rigorous control for confounders, and integrating findings from molecular/biochemical studies to elucidate mechanisms linking irisin to disease modification. Future research should prioritize establishing clinical trial frameworks that harmonize exercise prescriptions, employ robust biomarker quantification (mass spectrometry), and stratify participants based on disease stage, comorbidities, and genetic predisposi","PeriodicalId":30544,"journal":{"name":"Pharmacy","volume":"14 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2026-01-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12821657/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146012490","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-13DOI: 10.3390/pharmacy14010008
Olaf Rose, Tobias Hinteregger, Eugen Trinka, Bernhard Iglseder, Johanna Pachmayr, Stephanie Clemens
Psychosis is a frequent and disabling non-motor complication of Parkinson's disease (PD). Clozapine and quetiapine are widely used in the treatment of Parkinson's disease psychosis (PDP). We conducted an exploratory study to compare patient experiences with physician prescribing practices. Patients with PDP hospitalized at a university center completed semi-structured interviews on perceived efficacy, adverse effects, and daily functioning. Neurologists and geriatricians attending training sessions completed a structured questionnaire on prescribing patterns, attitudes toward clozapine, and perceived treatment burden. Data were analyzed thematically and triangulated across cohorts. Eleven patients (mean age 81 years; nine treated with quetiapine, two with clozapine) were included. Most quetiapine-treated patients reported persistent hallucinations, sedation, dizziness, and reduced autonomy. Fourteen physicians completed the survey and most preferred quetiapine, citing monitoring logistics and agranulocytosis risk as barriers to clozapine. Overall, patient priorities centered on symptom control and independence, whereas physician decisions emphasized feasibility and safety. Facilitating clozapine monitoring and incorporating patient-reported outcomes into routine care may improve patient-centered PDP management.
{"title":"Patient and Physician Perspectives on Pharmacotherapy in Parkinson's Disease Psychosis: A Mixed-Methods Exploratory Study.","authors":"Olaf Rose, Tobias Hinteregger, Eugen Trinka, Bernhard Iglseder, Johanna Pachmayr, Stephanie Clemens","doi":"10.3390/pharmacy14010008","DOIUrl":"10.3390/pharmacy14010008","url":null,"abstract":"<p><p>Psychosis is a frequent and disabling non-motor complication of Parkinson's disease (PD). Clozapine and quetiapine are widely used in the treatment of Parkinson's disease psychosis (PDP). We conducted an exploratory study to compare patient experiences with physician prescribing practices. Patients with PDP hospitalized at a university center completed semi-structured interviews on perceived efficacy, adverse effects, and daily functioning. Neurologists and geriatricians attending training sessions completed a structured questionnaire on prescribing patterns, attitudes toward clozapine, and perceived treatment burden. Data were analyzed thematically and triangulated across cohorts. Eleven patients (mean age 81 years; nine treated with quetiapine, two with clozapine) were included. Most quetiapine-treated patients reported persistent hallucinations, sedation, dizziness, and reduced autonomy. Fourteen physicians completed the survey and most preferred quetiapine, citing monitoring logistics and agranulocytosis risk as barriers to clozapine. Overall, patient priorities centered on symptom control and independence, whereas physician decisions emphasized feasibility and safety. Facilitating clozapine monitoring and incorporating patient-reported outcomes into routine care may improve patient-centered PDP management.</p>","PeriodicalId":30544,"journal":{"name":"Pharmacy","volume":"14 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2026-01-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12821608/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146012607","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-09DOI: 10.3390/pharmacy14010007
Ionela Daniela Ferțu, Alina Mihaela Elisei, Mariana Lupoae, Alexandra Burlacu, Claudia Simona Ștefan, Luminița Enache, Andrei Vlad Brădeanu, Loredana Sabina Pascu, Iulia Chiscop, Mădălina Nicoleta Matei, Aurel Nechita, Ancuța Iacob
Artificial Intelligence (AI) has increasingly contributed to advancements in pharmaceutical practice, particularly by enhancing the pharmacist-patient relationship and improving medication adherence. This quantitative, descriptive, cross-sectional study investigated Eastern Romanian pharmacists' perception of AI-based applications as effective optimization tools, correlating it with disruptive communication factors. An anonymous and online questionnaire was distributed to community pharmacists, examining sociodemographic characteristics, awareness of disruptive factors, and the perceived usefulness of AI. The sample included 437 respondents: pharmacists (55.6%), mostly female (83.8%), and aged between 25 and 44 (52.6%). Data analysis involved descriptive statistics and independent t-tests. The statistical analysis revealed a significantly positive perception (p < 0.001) of AI on pharmacist-patient communication. Respondents viewed AI as a valuable tool for reducing medication errors and optimizing counseling time, though they maintain a strong emphasis on genuine human interaction. Significant correlations were found between disruptive factors-such as noise and high patient volume-and the quality of communication. Participants also expressed an increased interest in applications like automatic prescription scheduling and the use of chatbots. The study concludes that a balanced implementation of AI technologies is necessary, one that runs parallel with the continuous development of pharmacists' communication skills. Future research should focus on validating AI's impact on clinical outcomes and establishing clear ethical guidelines regarding the use of patient data.
{"title":"Leveraging Artificial Intelligence-Based Applications to Remove Disruptive Factors from Pharmaceutical Care: A Quantitative Study in Eastern Romania.","authors":"Ionela Daniela Ferțu, Alina Mihaela Elisei, Mariana Lupoae, Alexandra Burlacu, Claudia Simona Ștefan, Luminița Enache, Andrei Vlad Brădeanu, Loredana Sabina Pascu, Iulia Chiscop, Mădălina Nicoleta Matei, Aurel Nechita, Ancuța Iacob","doi":"10.3390/pharmacy14010007","DOIUrl":"10.3390/pharmacy14010007","url":null,"abstract":"<p><p>Artificial Intelligence (AI) has increasingly contributed to advancements in pharmaceutical practice, particularly by enhancing the pharmacist-patient relationship and improving medication adherence. This quantitative, descriptive, cross-sectional study investigated Eastern Romanian pharmacists' perception of AI-based applications as effective optimization tools, correlating it with disruptive communication factors. An anonymous and online questionnaire was distributed to community pharmacists, examining sociodemographic characteristics, awareness of disruptive factors, and the perceived usefulness of AI. The sample included 437 respondents: pharmacists (55.6%), mostly female (83.8%), and aged between 25 and 44 (52.6%). Data analysis involved descriptive statistics and independent <i>t</i>-tests. The statistical analysis revealed a significantly positive perception (<i>p</i> < 0.001) of AI on pharmacist-patient communication. Respondents viewed AI as a valuable tool for reducing medication errors and optimizing counseling time, though they maintain a strong emphasis on genuine human interaction. Significant correlations were found between disruptive factors-such as noise and high patient volume-and the quality of communication. Participants also expressed an increased interest in applications like automatic prescription scheduling and the use of chatbots. The study concludes that a balanced implementation of AI technologies is necessary, one that runs parallel with the continuous development of pharmacists' communication skills. Future research should focus on validating AI's impact on clinical outcomes and establishing clear ethical guidelines regarding the use of patient data.</p>","PeriodicalId":30544,"journal":{"name":"Pharmacy","volume":"14 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2026-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12821466/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146012481","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-07DOI: 10.3390/pharmacy14010006
Carlos Eduardo Estrada-De La Rosa, Felipe Alexis Avalos-Salgado, Daniel Osmar Suárez-Rico, Martin Zermeño-Ruiz, César Ricardo Cortez-Álvarez, Raymundo Escutia-Gutiérrez
<p><strong>Background/objectives: </strong>Benzodiazepines (BZDs) are used routinely in cases requiring sedation for anxiety, insomnia, and procedures that require pain management, and daily use of these agents may extend over several months; therefore, monitoring patients is essential to reduce the risk of developing dependence. However, the high patient volume in pain and palliative-care settings often limits physicians' ability to both conduct consultations and perform comprehensive evaluations. In this context, the pharmacist plays a key role in supporting patient care by contributing professional activities that enhance patient well-being, such as conducting systematic reviews of electronic medical records. This pharmacist-led EMR assessment enables the identification of benzodiazepine dependence patterns and supports a more robust epidemiological evaluation within the institution.</p><p><strong>Methods: </strong>A descriptive observational study (January 2022-May 2025) using electronic medical records and prescription data was conducted. Consecutive adults with an active BZD prescription and a documented BDEPQ-MX (Benzodiazepine Dependence Questionnaire, Mexican version) were included. Outcomes were BDEPQ-MX categories (No dependence; Pleasurable effects; Perceived need; Dependence) and a binary endpoint was stablished as "any dependence" (either scored in Perceived need or Dependence category) vs. No dependence (either scored as No dependence or Pleasurable effects categories). Group comparisons used χ<sup>2</sup>, Student's t, and one-way ANOVA. A logistic regression modeled any dependence; a general linear model (GLM) examined the BDEPQ-MX total score.</p><p><strong>Results: </strong>Of 181 complete cases, BDEPQ-MX categories were No dependence 33.2% (60/181), Pleasurable effects 7.2% (13/181), Perceived need 17.1% (31/181), and Dependence 42.5% (77/181); hence, 59.7% met "any dependence." Women comprised 67.4% overall. Compared with No dependence, the any-dependence group had higher comorbidity (83.3% vs. 65.8%, <i>p</i> = 0.006) and markedly greater duration of BZD use (months) (22.6 ± 11.5 vs. 5.9 ± 4.9, <i>p</i> < 0.001), with no difference in daily dose (<i>p</i> = 0.6). Benzodiazepine medications shifted toward alprazolam in dependence (38.9% vs. 20.5%, <i>p</i> = 0.009) and away from clonazepam (43.5% vs. 58.9%, <i>p</i> = 0.042). In the adjusted model, the male sex was associated with lower odds of any dependence (aOR 0.29, 95% CI 0.11-0.76; <i>p</i> = 0.013), while the duration of BZD use (per month) increased the odds (aOR 1.32, 1.20-1.45; <i>p</i> < 0.001). In the GLM, the duration showed the largest effect on BDEPQ-MX total (F = 203.26; <i>p</i> < 0.001; partial η<sup>2</sup> = 0.545).</p><p><strong>Conclusions: </strong>In this outpatient pain and palliative-care population, benzodiazepine-related dependence phenomena were common: 59.7% of patients met the criteria for dependence based on the pharmacist-led EMR review. The i
背景/目的:苯二氮卓类药物(BZDs)通常用于需要镇静治疗焦虑、失眠和需要疼痛管理的病例,这些药物的日常使用可能会持续数月;因此,对患者进行监测对于降低产生依赖的风险至关重要。然而,在疼痛和姑息治疗设置的高病人量往往限制了医生进行咨询和进行全面评估的能力。在这种情况下,药剂师在支持患者护理方面发挥着关键作用,通过提供专业活动来增强患者的健康,例如对电子医疗记录进行系统审查。这种由药剂师主导的EMR评估能够识别苯二氮卓类药物依赖模式,并支持在机构内进行更有力的流行病学评估。方法:采用电子病历和处方数据进行描述性观察研究(2022年1月- 2025年5月)。连续使用有效BZD处方并记录BDEPQ-MX(苯二氮卓类药物依赖问卷,墨西哥版)的成年人被纳入研究。结果是BDEPQ-MX分类(无依赖;愉悦效果;感知需求;依赖),并建立了一个二元终点,即“任何依赖”(在感知需求或依赖类别中得分)与“无依赖”(在无依赖或愉悦效果类别中得分)。组间比较采用χ2、Student’s t和单因素方差分析。逻辑回归模拟了任何依赖性;一般线性模型(GLM)检测BDEPQ-MX总分。结果:181例完整病例中,BDEPQ-MX分类为无依赖33.2%(60/181),愉悦效果7.2%(13/181),感知需要17.1%(31/181),依赖42.5% (77/181);因此,59.7%的人有“任何依赖”。女性占67.4%。与无依赖组相比,无依赖组有更高的合并症(83.3%比65.8%,p = 0.006), BZD使用时间(月)明显更长(22.6±11.5比5.9±4.9,p < 0.001),日剂量无差异(p = 0.6)。苯二氮卓类药物的依赖性转向阿普唑仑(38.9%对20.5%,p = 0.009),远离氯硝西泮(43.5%对58.9%,p = 0.042)。在调整后的模型中,男性与任何依赖的几率较低相关(aOR 0.29, 95% CI 0.11-0.76; p = 0.013),而服用BZD的持续时间(每月)增加了这种几率(aOR 1.32, 1.20-1.45; p < 0.001)。在GLM中,持续时间对BDEPQ-MX总量的影响最大(F = 203.26; p < 0.001;偏η2 = 0.545)。结论:在门诊疼痛和姑息治疗人群中,苯二氮卓类药物相关依赖现象很常见:根据药剂师主导的EMR审查,59.7%的患者符合依赖标准。药剂师的参与是必不可少的,因为这种系统的评估很难在常规的医疗咨询中进行。药剂师的贡献使详细的流行病学特征得以实现,揭示了暴露时间——超过每日剂量——是依赖性的主要的、可改变的相关关系,并且阿普唑仑不成比例地出现在高依赖性类别中。这些发现强调了药剂师支持的监测识别和测量BZD依赖性的价值。
{"title":"Epidemiological Assessment of Benzodiazepine Dependence via Pharmacist-Led EMR Review in Pain and Palliative Care Institution.","authors":"Carlos Eduardo Estrada-De La Rosa, Felipe Alexis Avalos-Salgado, Daniel Osmar Suárez-Rico, Martin Zermeño-Ruiz, César Ricardo Cortez-Álvarez, Raymundo Escutia-Gutiérrez","doi":"10.3390/pharmacy14010006","DOIUrl":"10.3390/pharmacy14010006","url":null,"abstract":"<p><strong>Background/objectives: </strong>Benzodiazepines (BZDs) are used routinely in cases requiring sedation for anxiety, insomnia, and procedures that require pain management, and daily use of these agents may extend over several months; therefore, monitoring patients is essential to reduce the risk of developing dependence. However, the high patient volume in pain and palliative-care settings often limits physicians' ability to both conduct consultations and perform comprehensive evaluations. In this context, the pharmacist plays a key role in supporting patient care by contributing professional activities that enhance patient well-being, such as conducting systematic reviews of electronic medical records. This pharmacist-led EMR assessment enables the identification of benzodiazepine dependence patterns and supports a more robust epidemiological evaluation within the institution.</p><p><strong>Methods: </strong>A descriptive observational study (January 2022-May 2025) using electronic medical records and prescription data was conducted. Consecutive adults with an active BZD prescription and a documented BDEPQ-MX (Benzodiazepine Dependence Questionnaire, Mexican version) were included. Outcomes were BDEPQ-MX categories (No dependence; Pleasurable effects; Perceived need; Dependence) and a binary endpoint was stablished as \"any dependence\" (either scored in Perceived need or Dependence category) vs. No dependence (either scored as No dependence or Pleasurable effects categories). Group comparisons used χ<sup>2</sup>, Student's t, and one-way ANOVA. A logistic regression modeled any dependence; a general linear model (GLM) examined the BDEPQ-MX total score.</p><p><strong>Results: </strong>Of 181 complete cases, BDEPQ-MX categories were No dependence 33.2% (60/181), Pleasurable effects 7.2% (13/181), Perceived need 17.1% (31/181), and Dependence 42.5% (77/181); hence, 59.7% met \"any dependence.\" Women comprised 67.4% overall. Compared with No dependence, the any-dependence group had higher comorbidity (83.3% vs. 65.8%, <i>p</i> = 0.006) and markedly greater duration of BZD use (months) (22.6 ± 11.5 vs. 5.9 ± 4.9, <i>p</i> < 0.001), with no difference in daily dose (<i>p</i> = 0.6). Benzodiazepine medications shifted toward alprazolam in dependence (38.9% vs. 20.5%, <i>p</i> = 0.009) and away from clonazepam (43.5% vs. 58.9%, <i>p</i> = 0.042). In the adjusted model, the male sex was associated with lower odds of any dependence (aOR 0.29, 95% CI 0.11-0.76; <i>p</i> = 0.013), while the duration of BZD use (per month) increased the odds (aOR 1.32, 1.20-1.45; <i>p</i> < 0.001). In the GLM, the duration showed the largest effect on BDEPQ-MX total (F = 203.26; <i>p</i> < 0.001; partial η<sup>2</sup> = 0.545).</p><p><strong>Conclusions: </strong>In this outpatient pain and palliative-care population, benzodiazepine-related dependence phenomena were common: 59.7% of patients met the criteria for dependence based on the pharmacist-led EMR review. The i","PeriodicalId":30544,"journal":{"name":"Pharmacy","volume":"14 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2026-01-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12821747/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146012469","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-06DOI: 10.3390/pharmacy14010005
Gerda de Kuijper, Josien Jonker, Rien Hoge
People with intellectual disabilities frequently use psychotropic and other medications, sometimes inappropriately. To promote shared decision-making, they require accessible information about their medication. This study combined data from two similar intervention studies, conducted in two different settings, to assess the appropriateness of medication use and the shared decision-making process among adults with mild intellectual disabilities who used psychotropic medication. The intervention consisted of a structured, multidisciplinary medication review, including the provision of accessible psychotropic medication leaflets, and a discussion of the pharmacotherapeutic treatment plan with the patient by either a pharmacist or physician, depending on the setting. Outcomes included medication use, pharmacotherapeutic problems, implementation of recommendations, and perceived shared decision-making, measured with the Shared Decision-Making Questionnaire Q9. The 15 included participants used an average of nearly seven medications, which were mainly neurotropic, gastrointestinal, cardiovascular, and respiratory agents. On average, two pharmacotherapeutic problems were identified; the most common were overtreatment, side effects, and administration difficulties. Recommendations often involved dose reduction or tapering, and about 75% were fully or partially implemented. Both participants and clinicians reported high satisfaction with shared decision-making. Multidisciplinary, structured medication reviews, incorporating accessible medication leaflets, may enhance appropriate medication use and shared decision-making, but more research is needed.
{"title":"Structured Medication Review and Shared Decision-Making in Patients with Mild Intellectual Disabilities Who Use Psychotropic Medication.","authors":"Gerda de Kuijper, Josien Jonker, Rien Hoge","doi":"10.3390/pharmacy14010005","DOIUrl":"10.3390/pharmacy14010005","url":null,"abstract":"<p><p>People with intellectual disabilities frequently use psychotropic and other medications, sometimes inappropriately. To promote shared decision-making, they require accessible information about their medication. This study combined data from two similar intervention studies, conducted in two different settings, to assess the appropriateness of medication use and the shared decision-making process among adults with mild intellectual disabilities who used psychotropic medication. The intervention consisted of a structured, multidisciplinary medication review, including the provision of accessible psychotropic medication leaflets, and a discussion of the pharmacotherapeutic treatment plan with the patient by either a pharmacist or physician, depending on the setting. Outcomes included medication use, pharmacotherapeutic problems, implementation of recommendations, and perceived shared decision-making, measured with the Shared Decision-Making Questionnaire Q9. The 15 included participants used an average of nearly seven medications, which were mainly neurotropic, gastrointestinal, cardiovascular, and respiratory agents. On average, two pharmacotherapeutic problems were identified; the most common were overtreatment, side effects, and administration difficulties. Recommendations often involved dose reduction or tapering, and about 75% were fully or partially implemented. Both participants and clinicians reported high satisfaction with shared decision-making. Multidisciplinary, structured medication reviews, incorporating accessible medication leaflets, may enhance appropriate medication use and shared decision-making, but more research is needed.</p>","PeriodicalId":30544,"journal":{"name":"Pharmacy","volume":"14 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2026-01-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12821519/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146012518","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-01DOI: 10.3390/pharmacy14010004
L Goretti Santiago Gutiérrez, Daida Alberto Armas, Verónica Hernández García, Juan Ramón Santana Ayala, Roberto García Sánchez, Soraya Paz Montelongo, Ángel J Gutiérrez, Arturo Hardisson de la Torre, Carmen Rubio Armendáriz
Substance use disorder (SUD) is a chronic and clinically complex condition, frequently complicated by significant organic and psychiatric comorbidities. Most patients are polymedicated and require opioid substitution programs (OSPs). This complexity is further exacerbated by drug-drug interactions, therapeutic duplication, and fragmentation of the healthcare system. This retrospective observational study analyses the prevalence of polypharmacy and associated pharmacotherapeutic risks in a cohort of 1050 patients with SUD treated at Drug Care Units (DCUs) in Tenerife (Canary Islands, Spain). Prescriptions were dominated by methadone (62%), antidepressants, and antipsychotics, often in combination with benzodiazepines. Significant polypharmacy (>10 active prescriptions) was observed in 2.3% of patients, while 8.1% received 6-10 medications and 37.2% were using 2-5 medications. Women showed a higher pharmacological burden, with 3.5% experiencing significant polypharmacy (>10 different prescriptions) compared with 1.1% of men. Overall, 31% of patients received antidepressants, 31% were treated with antipsychotics-frequently with concurrent use of multiple agents-and 6.4% received opioids outside the OSP. Therapeutic duplication was observed in 15.6% of patients for psycholeptics, 14.2% for psychoanaleptics, and 3.2% for antiepileptics. Additionally, 25.2% of patients reported self-medication, predominantly with benzodiazepines. These findings underscore the need for integrated pharmaceutical care programs incorporating individualized therapeutic review and deprescribing strategies to enhance the safety and efficacy of SUD treatment.
{"title":"Beyond Addiction: Burden of Polypharmacy and Risk in Frail Patients with Substance Use Disorder.","authors":"L Goretti Santiago Gutiérrez, Daida Alberto Armas, Verónica Hernández García, Juan Ramón Santana Ayala, Roberto García Sánchez, Soraya Paz Montelongo, Ángel J Gutiérrez, Arturo Hardisson de la Torre, Carmen Rubio Armendáriz","doi":"10.3390/pharmacy14010004","DOIUrl":"10.3390/pharmacy14010004","url":null,"abstract":"<p><p>Substance use disorder (SUD) is a chronic and clinically complex condition, frequently complicated by significant organic and psychiatric comorbidities. Most patients are polymedicated and require opioid substitution programs (OSPs). This complexity is further exacerbated by drug-drug interactions, therapeutic duplication, and fragmentation of the healthcare system. This retrospective observational study analyses the prevalence of polypharmacy and associated pharmacotherapeutic risks in a cohort of 1050 patients with SUD treated at Drug Care Units (DCUs) in Tenerife (Canary Islands, Spain). Prescriptions were dominated by methadone (62%), antidepressants, and antipsychotics, often in combination with benzodiazepines. Significant polypharmacy (>10 active prescriptions) was observed in 2.3% of patients, while 8.1% received 6-10 medications and 37.2% were using 2-5 medications. Women showed a higher pharmacological burden, with 3.5% experiencing significant polypharmacy (>10 different prescriptions) compared with 1.1% of men. Overall, 31% of patients received antidepressants, 31% were treated with antipsychotics-frequently with concurrent use of multiple agents-and 6.4% received opioids outside the OSP. Therapeutic duplication was observed in 15.6% of patients for psycholeptics, 14.2% for psychoanaleptics, and 3.2% for antiepileptics. Additionally, 25.2% of patients reported self-medication, predominantly with benzodiazepines. These findings underscore the need for integrated pharmaceutical care programs incorporating individualized therapeutic review and deprescribing strategies to enhance the safety and efficacy of SUD treatment.</p>","PeriodicalId":30544,"journal":{"name":"Pharmacy","volume":"14 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12821517/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146012461","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-12-24DOI: 10.3390/pharmacy14010003
Joni C Carroll, Sophia M C Herbert, Kim C Coley, Thai Q Nguyen, Melissa A Somma McGivney, Kelsey L Hake, Jennifer Padden Elliott, Elizabeth Bunk Barton
Opioid overdoses in the United States remain a significant public health concern. Opioid use disorder (OUD) is stigmatized, exacerbating negative health outcomes. Reducing stigma in healthcare, including in pharmacies, is critical. The "Let's Talk Stigma" program was collaboratively developed with two schools of pharmacy, a local health department, and individuals with lived drug use experience. It aimed to reduce OUD-related stigma among pharmacists, pharmacy technicians, student pharmacists, and other allied health professionals. The program included six core components: a podcast, continuing education, a standardized curriculum for student pharmacists, training for pharmacy technicians and medical assistants, pharmacy outreach by student pharmacists, and partnerships with chain pharmacies. The anti-stigma podcast reached a global audience with nearly 22,000 listens, while local sessions engaged over 5000 individuals. These initiatives were integrated into Doctor of Pharmacy curricula, with student pharmacists distributing stigma-reduction kits in local pharmacies. A mixed-methods approach, incorporating qualitative data from participant reflections and quantitative data from surveys, podcast analytics, and attendance records, was used for program evaluation. Participants reported increased awareness of stigma, improved attitudes, and greater professional responsibility to reduce stigma. The program successfully leveraged partnerships, flexible delivery methods, and inclusion of people with lived drug use experience in its design.
{"title":"\"Let's Talk Stigma\": A Pharmacy-Based Program for Opioid Use Disorder Anti-Stigma Education in Pennsylvania.","authors":"Joni C Carroll, Sophia M C Herbert, Kim C Coley, Thai Q Nguyen, Melissa A Somma McGivney, Kelsey L Hake, Jennifer Padden Elliott, Elizabeth Bunk Barton","doi":"10.3390/pharmacy14010003","DOIUrl":"10.3390/pharmacy14010003","url":null,"abstract":"<p><p>Opioid overdoses in the United States remain a significant public health concern. Opioid use disorder (OUD) is stigmatized, exacerbating negative health outcomes. Reducing stigma in healthcare, including in pharmacies, is critical. The \"Let's Talk Stigma\" program was collaboratively developed with two schools of pharmacy, a local health department, and individuals with lived drug use experience. It aimed to reduce OUD-related stigma among pharmacists, pharmacy technicians, student pharmacists, and other allied health professionals. The program included six core components: a podcast, continuing education, a standardized curriculum for student pharmacists, training for pharmacy technicians and medical assistants, pharmacy outreach by student pharmacists, and partnerships with chain pharmacies. The anti-stigma podcast reached a global audience with nearly 22,000 listens, while local sessions engaged over 5000 individuals. These initiatives were integrated into Doctor of Pharmacy curricula, with student pharmacists distributing stigma-reduction kits in local pharmacies. A mixed-methods approach, incorporating qualitative data from participant reflections and quantitative data from surveys, podcast analytics, and attendance records, was used for program evaluation. Participants reported increased awareness of stigma, improved attitudes, and greater professional responsibility to reduce stigma. The program successfully leveraged partnerships, flexible delivery methods, and inclusion of people with lived drug use experience in its design.</p>","PeriodicalId":30544,"journal":{"name":"Pharmacy","volume":"14 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2025-12-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12821395/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146012269","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-12-24DOI: 10.3390/pharmacy14010002
Charlotte Vermehren, Laura Giraldi, Sarah Al-Rubai, Ida M Heerfordt, Yasmine Merimi, Rene Mathiasen, Anette Müllertz, Jon Trærup Andersen, Susanne Kaae, Christina Gade
Background: Pediatric patients often receive medicines manipulated from adult formulations due to a lack of age-appropriate products. While such practices are clinically routine, they may reflect deeper systemic deficiencies in pediatric pharmacotherapy.
Objective: This scoping review aimed to map the prevalence, definitions, and types of pediatric drug manipulation and to conceptualize manipulation as an indicator of structural gaps in formulation science, regulation, and access.
Methods: A systematic search of PubMed (January 2014-July 2024) included 10 studies reporting the frequency of drug manipulation in children aged ≤18 years. Eligible studies were synthesized narratively according to PRISMA-ScR guidelines.
Results: Ten studies from nine countries were included, reporting manipulation frequencies ranging from 6.4% to 62% of all drug administrations and up to 60% at the patient level. Manipulated formulations most commonly included oral solid doses, altered through dispersing, splitting, or crushing. Definitions and methodologies varied considerably. The findings revealed five recurring structural gaps: limited pediatric formulations, inconsistent regulatory implementation, lack of standardized definitions and guidance, insufficient evidence on manipulation safety, and inequitable access across regions.
Conclusion: Manipulation of finished dosage forms for use in children is a widespread, measurable phenomenon reflecting systemic inadequacies in formulation development, regulation, and access. Recognizing manipulation as a structural indicator may guide policy, innovation, and equitable pediatric pharmacotherapy worldwide.
{"title":"Drug Manipulation in Pediatric Care: A Scoping Review of a Widespread Practice Signaling Systemic Gaps in Pharmaceutical Provision.","authors":"Charlotte Vermehren, Laura Giraldi, Sarah Al-Rubai, Ida M Heerfordt, Yasmine Merimi, Rene Mathiasen, Anette Müllertz, Jon Trærup Andersen, Susanne Kaae, Christina Gade","doi":"10.3390/pharmacy14010002","DOIUrl":"10.3390/pharmacy14010002","url":null,"abstract":"<p><strong>Background: </strong>Pediatric patients often receive medicines manipulated from adult formulations due to a lack of age-appropriate products. While such practices are clinically routine, they may reflect deeper systemic deficiencies in pediatric pharmacotherapy.</p><p><strong>Objective: </strong>This scoping review aimed to map the prevalence, definitions, and types of pediatric drug manipulation and to conceptualize manipulation as an indicator of structural gaps in formulation science, regulation, and access.</p><p><strong>Methods: </strong>A systematic search of PubMed (January 2014-July 2024) included 10 studies reporting the frequency of drug manipulation in children aged ≤18 years. Eligible studies were synthesized narratively according to PRISMA-ScR guidelines.</p><p><strong>Results: </strong>Ten studies from nine countries were included, reporting manipulation frequencies ranging from 6.4% to 62% of all drug administrations and up to 60% at the patient level. Manipulated formulations most commonly included oral solid doses, altered through dispersing, splitting, or crushing. Definitions and methodologies varied considerably. The findings revealed five recurring structural gaps: limited pediatric formulations, inconsistent regulatory implementation, lack of standardized definitions and guidance, insufficient evidence on manipulation safety, and inequitable access across regions.</p><p><strong>Conclusion: </strong>Manipulation of finished dosage forms for use in children is a widespread, measurable phenomenon reflecting systemic inadequacies in formulation development, regulation, and access. Recognizing manipulation as a structural indicator may guide policy, innovation, and equitable pediatric pharmacotherapy worldwide.</p>","PeriodicalId":30544,"journal":{"name":"Pharmacy","volume":"14 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2025-12-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12821700/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146012351","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-12-23DOI: 10.3390/pharmacy14010001
Tuan Tran, Uyen Le, Victor Phan
This study evaluated the accuracy and educational potential of three generative AI models, ChatGPT 3.5, ChatGPT 4o, and Gemini 2.5, by addressing pharmacy-related content across three key areas: biostatistics, pharmaceutical calculations, and therapeutics. A total of 120 exam-style questions, categorized by Bloom's Taxonomy levels (Remember, Understand, Apply, and Analyze), were administered to each model. Overall, the AI models achieved a combined accuracy rate of 77.5%, with ChatGPT 4o consistently outperforming ChatGPT 3.5 and Gemini 2.5. The highest accuracy was observed in therapeutics (83.3%), followed by biostatistics (81.7%) and calculations (67.5%). Performance was strongest at lower Bloom levels, reflecting proficiency in recall and conceptual understanding, but declined at higher levels requiring analytical reasoning. These findings suggest that generative AI tools can serve as effective supplementary aids for pharmacy education, particularly for conceptual learning and review. However, their limitations in quantitative and higher-order reasoning highlight the need for guided use and faculty oversight. Future research should expand to additional subject areas and assess longitudinal learning outcomes to better understand AI's role in improving critical thinking and professional competence among pharmacy students.
{"title":"Evaluating the Accuracy and Educational Potential of Generative AI Models in Pharmacy Education: A Comparative Analysis of ChatGPT and Gemini Across Bloom's Taxonomy.","authors":"Tuan Tran, Uyen Le, Victor Phan","doi":"10.3390/pharmacy14010001","DOIUrl":"10.3390/pharmacy14010001","url":null,"abstract":"<p><p>This study evaluated the accuracy and educational potential of three generative AI models, ChatGPT 3.5, ChatGPT 4o, and Gemini 2.5, by addressing pharmacy-related content across three key areas: biostatistics, pharmaceutical calculations, and therapeutics. A total of 120 exam-style questions, categorized by Bloom's Taxonomy levels (Remember, Understand, Apply, and Analyze), were administered to each model. Overall, the AI models achieved a combined accuracy rate of 77.5%, with ChatGPT 4o consistently outperforming ChatGPT 3.5 and Gemini 2.5. The highest accuracy was observed in therapeutics (83.3%), followed by biostatistics (81.7%) and calculations (67.5%). Performance was strongest at lower Bloom levels, reflecting proficiency in recall and conceptual understanding, but declined at higher levels requiring analytical reasoning. These findings suggest that generative AI tools can serve as effective supplementary aids for pharmacy education, particularly for conceptual learning and review. However, their limitations in quantitative and higher-order reasoning highlight the need for guided use and faculty oversight. Future research should expand to additional subject areas and assess longitudinal learning outcomes to better understand AI's role in improving critical thinking and professional competence among pharmacy students.</p>","PeriodicalId":30544,"journal":{"name":"Pharmacy","volume":"14 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2025-12-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12821632/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146012407","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}