<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.0 20040830//EN" "journalpublishing.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="2.0" xml:lang="en" article-type="research-article"><front><journal-meta><journal-id journal-id-type="nlm-ta">JMIR Hum Factors</journal-id><journal-id journal-id-type="publisher-id">humanfactors</journal-id><journal-id journal-id-type="index">6</journal-id><journal-title>JMIR Human Factors</journal-title><abbrev-journal-title>JMIR Hum Factors</abbrev-journal-title><issn pub-type="epub">2292-9495</issn><publisher><publisher-name>JMIR Publications</publisher-name><publisher-loc>Toronto, Canada</publisher-loc></publisher></journal-meta><article-meta><article-id pub-id-type="publisher-id">v13i1e77486</article-id><article-id pub-id-type="doi">10.2196/77486</article-id><article-categories><subj-group subj-group-type="heading"><subject>Original Paper</subject></subj-group></article-categories><title-group><article-title>Effect of Pharmacy Student Peer Supervision on the Accuracy of Admission Medication Reconciliation: Prospective Pre-Post Observational Study</article-title></title-group><contrib-group><contrib contrib-type="author"><name name-style="western"><surname>Ammor</surname><given-names>Basma</given-names></name><degrees>PharmaD</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Masse</surname><given-names>Morgane</given-names></name><degrees>PharmaD, PhD</degrees><xref ref-type="aff" rid="aff1">1</xref><xref ref-type="aff" rid="aff2">2</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Toulemonde</surname><given-names>Anne</given-names></name><degrees>PharmaD</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Cadart</surname><given-names>Laurine</given-names></name><degrees>MPH</degrees><xref ref-type="aff" rid="aff3">3</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Beuscart</surname><given-names>Jean-Baptiste</given-names></name><degrees>MD, PhD</degrees><xref ref-type="aff" rid="aff4">4</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Lambert</surname><given-names>Marc</given-names></name><degrees>MD, PhD</degrees><xref ref-type="aff" rid="aff5">5</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Odou</surname><given-names>Pascal</given-names></name><degrees>PharmaD, PhD</degrees><xref ref-type="aff" rid="aff1">1</xref><xref ref-type="aff" rid="aff2">2</xref></contrib><contrib contrib-type="author" corresp="yes"><name name-style="western"><surname>D&#x00E9;caudin</surname><given-names>Bertrand</given-names></name><degrees>PharmaD, PhD</degrees><xref ref-type="aff" rid="aff1">1</xref><xref ref-type="aff" rid="aff2">2</xref></contrib></contrib-group><aff id="aff1"><institution>CHU Lille, Institut de Pharmacie</institution><addr-line>Lille</addr-line><country>France</country></aff><aff id="aff2"><institution>Univ Lille, CHU Lille, ULR 7365-GRITA-Groupe de Recherche sur les formes Injectables et les Technologies Associ&#x00E9;es</institution><addr-line>Lille</addr-line><country>France</country></aff><aff id="aff3"><institution>CHU Lille, Service de Biostatistiques</institution><addr-line>Lille</addr-line><country>France</country></aff><aff id="aff4"><institution>Univ Lille, CHU Lille, ULR 2694 - METRICS : &#x00C9;valuation des Technologies de Sant&#x00E9; et des Pratiques M&#x00E9;dicales</institution><addr-line>Lille</addr-line><country>France</country></aff><aff id="aff5"><institution>Service de m&#x00E9;decine interne, centre national de r&#x00E9;f&#x00E9;rence maladies syst&#x00E9;miques et auto-immunes rares (scl&#x00E9;rodermie syst&#x00E9;mique), CHU de Lille, UFR de m&#x00E9;decine, Universit&#x00E9; de Lille</institution><addr-line>Lille</addr-line><country>France</country></aff><contrib-group><contrib contrib-type="editor"><name name-style="western"><surname>Kushniruk</surname><given-names>Andre</given-names></name></contrib></contrib-group><contrib-group><contrib contrib-type="reviewer"><name name-style="western"><surname>Ajayi</surname><given-names>David</given-names></name></contrib><contrib contrib-type="reviewer"><name name-style="western"><surname>Hosono</surname><given-names>Hiroyuki</given-names></name></contrib><contrib contrib-type="reviewer"><name name-style="western"><surname>Iqbal</surname><given-names>Imran</given-names></name></contrib><contrib contrib-type="reviewer"><name name-style="western"><surname>Kruer</surname><given-names>Rachel M</given-names></name></contrib><contrib contrib-type="reviewer"><name name-style="western"><surname>Wang</surname><given-names>Yubo</given-names></name></contrib></contrib-group><author-notes><corresp>Correspondence to Bertrand D&#x00E9;caudin, PharmaD, PhD, CHU Lille, Institut de Pharmacie, Lille, F-59000, France, 33 0320964030; <email>bertrand.decaudin@univ-lille.fr</email></corresp></author-notes><pub-date pub-type="collection"><year>2026</year></pub-date><pub-date pub-type="epub"><day>9</day><month>3</month><year>2026</year></pub-date><volume>13</volume><elocation-id>e77486</elocation-id><history><date date-type="received"><day>16</day><month>05</month><year>2025</year></date><date date-type="rev-recd"><day>26</day><month>12</month><year>2025</year></date><date date-type="accepted"><day>19</day><month>01</month><year>2026</year></date></history><copyright-statement>&#x00A9; Basma Ammor, Morgane Masse, Anne Toulemonde, Laurine Cadart, Jean-Baptiste Beuscart, Marc Lambert, Pascal Odou, Bertrand D&#x00E9;caudin. Originally published in JMIR Human Factors (<ext-link ext-link-type="uri" xlink:href="https://humanfactors.jmir.org">https://humanfactors.jmir.org</ext-link>), 9.3.2026. </copyright-statement><copyright-year>2026</copyright-year><license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (<ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link>), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Human Factors, is properly cited. The complete bibliographic information, a link to the original publication on <ext-link ext-link-type="uri" xlink:href="https://humanfactors.jmir.org">https://humanfactors.jmir.org</ext-link>, as well as this copyright and license information must be included.</p></license><self-uri xlink:type="simple" xlink:href="https://humanfactors.jmir.org/2026/1/e77486"/><abstract><sec><title>Background</title><p>Although medication reconciliation is known to reduce the frequency of medication errors, its practical implementation can be challenging in several respects. In our institution, pharmacy students perform medication reconciliations at admission under the supervision of a pharmacist or pharmacy resident.</p></sec><sec><title>Objective</title><p>The objective of the study was to evaluate the impact of peer supervision (ie, the supervision by a pharmacy student of a medication reconciliation performed by another pharmacy student) on the accuracy and efficiency of admission medication reconciliations.</p></sec><sec sec-type="methods"><title>Methods</title><p>A prospective, single-center, observational study was conducted in 2 clinical departments at Lille University Medical Center (Lille, France). Initially, organizational procedures were defined and a checklist for reconciliation supervision was developed. A baseline (reference) period without peer supervision was compared with an implementation period with peer supervision.</p></sec><sec sec-type="results"><title>Results</title><p>A total of 317 medication reconciliations were conducted: 102 (32.2%) without supervision and 215 (67.8%) with supervision by a pharmacy student. Peer supervision reduced the pharmacist time required for this task by 52%; the mean time decreased from 23 (SD 11) minutes to 11 (SD 6) minutes. Furthermore, peer supervision was associated with a decrease in the number of errors made by students (from 1.5 to 0.9 per reconciliation) and detected by pharmacists during reconciliation validation.</p></sec><sec sec-type="conclusions"><title>Conclusions</title><p>Student peer validation appears to be an innovative, strategic method for optimizing medication reconciliations, freeing up pharmacist time, and leveraging the skills of pharmacy students.</p></sec></abstract><kwd-group><kwd>clinical pharmacy</kwd><kwd>admission medication reconciliation</kwd><kwd>peer validation</kwd><kwd>pharmacy students</kwd><kwd>supervision</kwd></kwd-group></article-meta></front><body><sec id="s1" sec-type="intro"><title>Introduction</title><p>Admission medication reconciliation plays a crucial role in the prevention and interception of medication errors [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref2">2</xref>]. It ensures the accurate and comprehensive transfer of information about patients&#x2019; home medications among health care professionals [<xref ref-type="bibr" rid="ref3">3</xref>]. Admission medication reconciliation also addresses other objectives, including continuity of treatment, diagnosis of drug-related iatrogenesis, and establishment of a reliable reference dataset for subsequent medication reviews.</p><p>Patient admission is a critical moment for medication safety: the risk of prescription errors is 70% higher on admission than during the rest of the hospital stay [<xref ref-type="bibr" rid="ref4">4</xref>]. To address this problem, admission medication reconciliation is crucial for the improvement of patient safety and care quality. This practice is now essential in modern health care. With a view to maximizing the benefits of admission medication reconciliation and reducing medication-related errors, our institution (Lille University Medical Center, Lille, France) is now considering the expansion of this reconciliation technique from high-risk patients only to a broader range of patients [<xref ref-type="bibr" rid="ref5">5</xref>].</p><p>The implementation of clinical pharmacy activities requires changes in organizational practices as a function of available human resources. In our institution, about 50 pharmacy students are assigned to clinical departments. Some of these students conducted medication reconciliations by preparing &#x201C;best possible medication histories&#x201D; (BPMHs) [<xref ref-type="bibr" rid="ref6">6</xref>]. These histories were then compared with admission prescriptions under the supervision of a pharmacist or pharmacy resident [<xref ref-type="bibr" rid="ref7">7</xref>]. All the pharmacy students attended a standardized program of practical and knowledge-based training sessions developed by 4 of our clinical pharmacists. Each student was then qualified by the supervising pharmacist of the clinical service using a validated checklist of criteria.</p><p>Medication reconciliation is increasingly recognized as a critical component of patient safety and is now integrated into care pathways in many health care systems. In France, its implementation is included as a certification criterion by the French National Authority for Health (<italic>Haute Autorit&#x00E9; de Sant&#x00E9;</italic>, HAS), particularly for high-risk patient groups, such as those in geriatrics and oncology. Despite its recognized importance, medication reconciliation remains challenging in hospital settings, primarily due to the significant time investment required from pharmacists, which competes with their other responsibilities. Its successful implementation depends on both the commitment of health care professionals and the resources allocated, factors that are often limited in practice [<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref9">9</xref>]. There are various strategies for optimizing hospital resources, especially when reconciliation involves a number of different health care stakeholders (eg, pharmacy technicians and nurses) [<xref ref-type="bibr" rid="ref10">10</xref>,<xref ref-type="bibr" rid="ref11">11</xref>]. The BPMHs drawn up by pharmacy students and pharmacy technicians as part of the medication reconciliation process are accurate and efficient, reduce costs, and provide support for other health care professionals [<xref ref-type="bibr" rid="ref12">12</xref>]. However, some errors persist, due to the students&#x2019; limited clinical experience and the relatively short duration of their placements&#x2014;typically up to 3 months and sometimes on a part-time basis. Therefore, oversight by experienced pharmacists remains essential to maintain the quality and safety of the reconciliation process, given that these individuals are still in training. In our acute geriatric units (AGUs) and internal medicine departments (IMDs), medication reconciliation is particularly time- and resource-intensive; hence, we are exploring organizational changes that can address constraints on pharmacist time. One of these changes might be the introduction of student supervisors as a means of supporting pharmacy residents and pharmacists.</p><p>We hypothesized that incorporating peer review, a process commonly used in scientific research for critical evaluation [<xref ref-type="bibr" rid="ref13">13</xref>], into medication reconciliation could both optimize pharmacist time and maintain high-quality practices. Additionally, supervision and peer review may provide pharmacy students with valuable opportunities to develop essential professional skills, including effective communication, priority management, teamwork, and cohesion.</p><p>The objective of this study was to evaluate the impact of a peer supervision process among pharmacy students on the accuracy and efficiency of admission medication reconciliations.</p></sec><sec id="s2" sec-type="methods"><title>Methods</title><sec id="s2-1"><title>Study Design</title><p>This was a prospective, single-center, observational study conducted at Lille University Medical Center in 2 phases in an AGU and an IMD. In the initial, qualitative phase, we developed an organizational model. In the second phase, we evaluated this organizational model by collecting data on admission medication reconciliations for patients aged 65 years and older.</p><p>Medication reconciliation was performed in accordance with the recommendations of Haute Autorit&#x00E9; de Sant&#x00E9;, which defines four essential steps in its implementation: (1) collection of information on medications currently taken or intended to be taken by the patient, (2) development of a BPMH synthesizing this information, (3) validation of the BPMH, and (4) sharing and use of the BPMH within the care team [<xref ref-type="bibr" rid="ref10">10</xref>]. The medication reconciliation process was conducted under the responsibility of each clinical pharmacist who was a member of the multidisciplinary team involved in the patient&#x2019;s care. This process did not include medication prescribing by the pharmacist but was based on communication and collaboration with the physician responsible for the patient&#x2019;s follow-up.</p><p>To ensure that reconciliations were comprehensively reviewed by supervisors, we considered various tools for guiding the students. Discussions between the initiating investigators thus led to the development of a checklist for the student supervisor. The supervisory checklist was developed through a multistep, consensus-building process [<xref ref-type="bibr" rid="ref14">14</xref>] (<xref ref-type="supplementary-material" rid="app1">Multimedia Appendices 1</xref><xref ref-type="supplementary-material" rid="app2"/><xref ref-type="supplementary-material" rid="app3"/>-<xref ref-type="supplementary-material" rid="app4">4</xref>). First, 2 investigators created a draft version of the checklist and shared it with the reference pharmacists involved in medication reconciliation. The latter evaluated each item, provided feedback, and suggested improvements. The checklist was revised accordingly and sent back to the reference pharmacists for further assessment. This iterative process continued until a consensus on the checklist&#x2019;s content was reached.</p><p>The study was conducted from December 2023 to May 2024 in an AGU and an IMD at Lille University Medical Center. The evaluation period comprised a baseline phase from December 2023 to February 2024 (during which medication reconciliation data were collected without supervision and without a checklist) and an intervention phase. Although consensus on the final checklist was achieved in April 2024, an initial version was used for supervision in February and March 2024. The evaluation involved a reorganization that allowed trained volunteer students to review, modify, and validate their peers&#x2019; admission medication reconciliations in collaboration with pharmacists and pharmacy residents. The BPMHs and the medical prescriptions at admission were recorded in our medical center&#x2019;s electronic patient record system (Sillage, version 22.1; MipihSIB).</p><p>For each department, the evaluation was carried out over 2 periods (<xref ref-type="fig" rid="figure1">Figure 1</xref>). The first period served as a baseline: admission medication reconciliations performed by pharmacy students were supervised solely by pharmacy residents or pharmacists. The second (intervention) period corresponded to student supervision of admission medication reconciliations conducted by other pharmacy students. The supervising students were trained in 2 stages. Initially, a clinical pharmacist with postgraduate specialty training and 7 years of experience or a final-year pharmacy resident in clinical pharmacy supervised an admission medication reconciliation and demonstrated the method to the student. Once the student had learned the method, they supervised a reconciliation by another student but under the observation of the clinical pharmacist or the final-year pharmacy resident in clinical pharmacy. If the pharmacist validated the student&#x2019;s skills, the latter was allowed to supervise another student&#x2019;s admission medication reconciliations alone.</p><fig position="float" id="figure1"><label>Figure 1.</label><caption><p>Study timeline by department. AGU: acute geriatric unit; IMD: internal medicine department.</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="humanfactors_v13i1e77486_fig01.png"/></fig></sec><sec id="s2-2"><title>Variables</title><p>The study data were collected by 2 investigators (a clinical pharmacist in the IMD and a final-year pharmacy resident in the AGU) using a standardized collection form. For each reconciliation, the following data were recorded. First, we recorded the total time taken by the student to complete the medication reconciliation [<xref ref-type="bibr" rid="ref15">15</xref>]. In both phases of the study, this duration included the time spent collecting and checking the patient&#x2019;s medication information for a BPMH, comparing the BPMH with the medicines prescribed at admission, and identifying and rectifying any discrepancies [<xref ref-type="bibr" rid="ref7">7</xref>]. The BPMH integrates multiple information sources, prioritized according to their reliability, including primary objective data (outpatient pharmacy dispensing records and electronic prescriptions), interviews with community pharmacists, telephone contact with the primary care physician, prior medical documentation of treatment changes, patient or caregiver interviews, and hospital medical records. Patient-reported discrepancies that cannot be independently verified are flagged. Reconciliation accuracy is assessed by comparing the BPMH with clinical judgment and current prescriptions: clinically justified discrepancies (eg, temporary withholding of anticoagulant therapy due to bleeding risk) are considered appropriate when clearly documented and communicated, whereas unintentional discrepancies (such as omissions, duplications, or dosing errors) are classified as medication errors requiring resolution. Second, we recorded the time taken by the pharmacist to validate the medication reconciliation (after the latter had been supervised by a student, if applicable), up until the discussion with the prescriber. Third, we recorded the errors identified and corrected by the student supervisor and/or pharmacist, including the number, type, and medications involved. An &#x201C;error&#x201D; was defined as an omission, unjustified addition, or misinterpretation of an element in the student&#x2019;s observation that contradicted the instructions received during the training or a specific item of the validation checklist. All identified errors were analyzed. Fourth, we recorded the total number of medications per BPMH. Fifth, we recorded the adverse drug event risk score developed by Trivalle et al [<xref ref-type="bibr" rid="ref16">16</xref>], which has been validated in patients aged 65 years and older in France. The score is derived from 3 risk factors: polypharmacy (&#x2265;7 medications), antipsychotic treatment, and recent anticoagulant exposure within the previous 3 months. Sixth, we recorded the initials of the student supervisor and the validating pharmacist.</p><p>The number of errors identified and corrected by pharmacists, as well as the time required for pharmacists to validate medication reconciliations, was assessed in 2 independent samples before and after the implementation of student supervision. This approach enabled us to estimate the impact of student oversight on the quality and efficiency of admission medication reconciliations performed by peers. No threshold for an acceptable number of errors was defined; all errors were recorded, whether identified by the student supervisor or the supervising pharmacist, without distinguishing between the 2 sources.</p></sec><sec id="s2-3"><title>Statistical Analysis</title><p>The data were entered into computer spreadsheets (Microsoft Excel). Qualitative variables were described as the frequency (percentage). Quantitative variables were described as the mean (SD) or, when the data were not normally distributed, the median (IQR). The normality of distribution was assessed both graphically and with the Shapiro-Wilk test.</p><p>The 2 periods (baseline and intervention) were compared using 2-tailed Student <italic>t</italic> test or, when the data were not normally distributed, the Mann-Whitney <italic>U</italic> test. The comparison included all medication reconciliations performed without peer supervision (baseline phase) and all peer-supervised medication reconciliations (intervention phase). Reconciliations performed by student supervisors were not included because they did not involve supervision, as only 1 supervisor was available per week.</p><p>The number of errors before and after the introduction of student supervision was analyzed using a generalized linear regression model for count data (negative binomial distribution with log link function), adjusted for confounding factors (the number of medications per BPMH, the adverse drug event prediction score, and time taken by the student to perform the reconciliation). An adjusted rate ratio (RR) with 95% CI was reported as a measure of association. The time taken by the pharmacist to correct and validate the reconciliation before and after the introduction of student supervision was compared by applying the same method.</p><p>Factors associated with the number of errors found in each reconciliation by the pharmacist were identified in a generalized linear regression model for count data (negative binomial distribution with a log link function). Again, the RR (95% CI) was calculated as a measure of association. Factors associated with the time taken by the pharmacist to correct and validate the reconciliation were identified by applying the same method.</p><p>The association between the number of errors and the time taken by the pharmacist was assessed by calculating the Spearman correlation coefficient (<italic>&#x03C1;</italic>).</p><p>The threshold for statistical significance was set at <italic>P</italic>&#x003C;.05. All statistical analyses were performed using SAS software (version 9.4; SAS Institute Inc).</p></sec><sec id="s2-4"><title>Ethical Considerations</title><p>No personal data (medical or otherwise) of the patients involved in the reconciliations were collected. In line with French legislation, neither informed consent nor approval by an institutional review board was required or sought. The study database was registered with the data protection officer of Lille University Hospital under the terms of the MR-004 French national reference methodology [<xref ref-type="bibr" rid="ref17">17</xref>] on the processing of personal data for study, evaluation, or research purposes not involving human subjects.</p></sec></sec><sec id="s3" sec-type="results"><title>Results</title><sec id="s3-1"><title>Overview</title><p>The evaluation phase involved various pharmacists and pharmacy students. The first part involved 2 pharmacists, and the second part involved 15 students (including n=8, 53.3% supervisors), 3 pharmacists, and 2 pharmacy residents. Data on 317 admission medication reconciliations were collected: 102 (32.2%) reconciliations were not peer supervised (n=31, 9.8% in the AGU and n=71, 22.4% in the IMD), and 215 (67.8%) were peer supervised (n=191, 60.3% in the AGU and n=24, 7.6% in the IMD). A rotation system had been set up in the AGU: of the 4 pharmacy students involved, 1 supervised the reconciliations for 2 weeks at a time, and the remaining 3 performed the reconciliations. In the IMD, a student supervised the other 2 students.</p></sec><sec id="s3-2"><title>The Medication Profile of the Patients Included in the Study</title><p>The mean number of medications per BPMH was higher during the student-supervised period than during the nonsupervised period (9.6, SD 3.8 vs 8.6, SD 4 medications, respectively), whereas the mean total time needed for reconciliation was shorter (138, SD 42 min vs 174, SD 96 min, respectively; <xref ref-type="table" rid="table1">Table 1</xref>). The adverse drug event risk score was similar in the 2 periods.</p><table-wrap id="t1" position="float"><label>Table 1.</label><caption><p>Comparison of the reference and implementation phases regarding patient medication profiles and the duration of reconciliations performed by students.</p></caption><table id="table1" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom"/><td align="left" valign="bottom">Without peer supervision (n=102)</td><td align="left" valign="bottom">With peer supervision (n=215)</td><td align="left" valign="bottom"><italic>P</italic> value</td></tr></thead><tbody><tr><td align="left" valign="top">Adverse drug event risk score, median (IQR)</td><td align="left" valign="top">3.0 (0-6)</td><td align="left" valign="top">4.0 (1-6)</td><td align="left" valign="top">.10</td></tr><tr><td align="left" valign="top">Total number of medications in the best possible medication history, mean (SD)</td><td align="left" valign="top">8.6 (4)</td><td align="left" valign="top">9.6 (3.8)</td><td align="left" valign="top">.047</td></tr><tr><td align="left" valign="top">Total time taken by the student to complete the reconciliation (min), mean (SD)</td><td align="left" valign="top">174 (96)</td><td align="left" valign="top">138 (42)</td><td align="left" valign="top">&#x003C;.001</td></tr></tbody></table></table-wrap></sec><sec id="s3-3"><title>Factors Influencing the Time Taken by the Pharmacist to Validate a Reconciliation</title><p>The time taken by the pharmacist was significantly associated with the number of medications per BPMH (RR=1.03, 95% CI 1.01&#x2010;1.04; <italic>P</italic>=.001). However, this time was not influenced by the adverse drug event prediction score (RR=1.02, 95% CI 0.99&#x2010;1.04; <italic>P</italic>=.05) or the time taken by the student to perform the reconciliation (RR=1.02, 95% CI 0.96&#x2010;1.08; <italic>P</italic>=.06).</p></sec><sec id="s3-4"><title>Factors Influencing the Number of Errors Corrected by the Pharmacist</title><p>The number of errors corrected by the pharmacist was significantly associated with the number of medications per BPMH (RR=1.09, 95% CI 1.05&#x2010;1.12; <italic>P</italic>&#x003C;.001), the time taken by the student to perform a reconciliation (RR=1.19, 95% CI 1.06&#x2010;1.33; <italic>P</italic>=.004), and the adverse drug event prediction (RR=1.10, 95% CI 1.05&#x2010;1.14; <italic>P</italic>&#x003C;.001).</p></sec><sec id="s3-5"><title>Impact of Peer Supervision</title><p>Our results showed that the number of errors was smaller and the total pharmacist time was shorter during the student-supervised period than during the nonsupervised period (<xref ref-type="table" rid="table2">Table 2</xref>). The mean time taken by the pharmacist to rectify errors in reconciliation was significantly shorter during the student-supervised period (mean 11, SD 6 minutes) than during the nonsupervised period (mean 23, SD 11 minutes); this corresponded to a time saving of 53% (RR=0.47, 95% CI 0.42&#x2010;0.52; <italic>P</italic>&#x003C;.001). Moreover, the number of errors corrected by the pharmacist fell from 1.5 to 0.9 (a 36% decrease; RR=0.64, 95% CI 0.49&#x2010;0.83; <italic>P</italic>&#x003C;.001). For the study period as a whole (N=317 admission medication reconciliations), we observed a significant linear correlation between the time taken by the pharmacist and the number of errors rectified (<italic>&#x03C1;</italic>=0.45, 95% CI 0.38&#x2010;0.55; <italic>P</italic>&#x003C;.001).</p><table-wrap id="t2" position="float"><label>Table 2.</label><caption><p>Impact of peer supervision on the number of errors corrected and the pharmacist validation time.</p></caption><table id="table2" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom"/><td align="left" valign="bottom">Without peer supervision (n=102), mean (SD)</td><td align="left" valign="bottom">With peer supervision (n=215), mean (SD)</td><td align="left" valign="bottom">Rate ratio (95% CI)</td><td align="left" valign="bottom"><italic>P</italic> value</td></tr></thead><tbody><tr><td align="left" valign="top">Time taken to validate the reconciliation (minutes)</td><td align="left" valign="top">22.5 (10.9)</td><td align="left" valign="top">11.4 (6.08)</td><td align="left" valign="top">0.47 (0.42&#x2010;0.52)</td><td align="left" valign="top">&#x003C;.001</td></tr><tr><td align="left" valign="top">Number of errors corrected</td><td align="left" valign="top">1.5 (1.51)</td><td align="left" valign="top">0.9 (1.24)</td><td align="left" valign="top">0.64 (0.49&#x2010;0.83)</td><td align="left" valign="top">&#x003C;.001</td></tr></tbody></table></table-wrap></sec><sec id="s3-6"><title>Analysis of Errors</title><p>We identified 143 errors corrected by student supervisors or pharmacists (<xref ref-type="supplementary-material" rid="app5">Multimedia Appendix 5</xref>). Not all errors were described in detail. The most frequent error (accounting for n=25, 17.5% of all errors) was the omission of the precise administration frequency for as-needed (ie, on-demand) medications. The second most frequent error (n=13, 9.1%) was the misinterpretation of differences between the patient&#x2019;s medication history and the admission prescriptions.</p><p>The analysis of reconciliation errors also enabled us to identify the most frequently involved drug classes: other analgesics and antipyretics were involved in 28 (19.6%) errors, followed by antihypertensives (n=18, 12.6%; <xref ref-type="supplementary-material" rid="app6">Multimedia Appendix 6</xref>).</p></sec></sec><sec id="s4" sec-type="discussion"><title>Discussion</title><sec id="s4-1"><title>Principal Findings</title><p>Peer validation of admission medication reconciliations by pharmacy students proved to be effective in optimizing the pharmacists&#x2019; working time; the average pharmacist time per reconciliation decreased from 23 minutes to 11 minutes, and the average number of errors made by the student conducting the reconciliation fell from 1.5 to 0.9. However, these reconciliation time savings must be balanced against the time required to train the student supervisors, that is, 2 to 4 half-days. We observed a significant linear correlation between the time spent by pharmacists and the number of errors rectified (<italic>P</italic>&#x003C;.001), which confirmed the validity of our data.</p><p>In France, the current regulations do not specify how admission medication reconciliations should be validated. Here, we chose to have all student-conducted and student-supervised reconciliations validated by a pharmacist or a resident to ensure the quality of the work performed. Accordingly, the pharmacy students entered their reconciliation reports into our medical center&#x2019;s electronic patient record system so that the validated reconciliations could be consulted by the prescribers. According to the French Society of Clinical Pharmacy (Soci&#x00E9;t&#x00E9; fran&#x00E7;aise de pharmacie clinique), the pharmacist is the guarantor of the reconciliation process [<xref ref-type="bibr" rid="ref18">18</xref>] and the validation of certain steps in this process [<xref ref-type="bibr" rid="ref15">15</xref>].</p><p>Peer evaluation in pharmacy education is a valuable pedagogical tool that helps students develop key skills such as communication, teamwork, priority management, and critical thinking [<xref ref-type="bibr" rid="ref19">19</xref>]. It fosters accountability, self-reflection, empathy, and cultural sensitivity within a supportive, student-centered environment. Peer learning also enhances satisfaction for both students and supervisors, promotes lifelong learning, and is cost-effective [<xref ref-type="bibr" rid="ref20">20</xref>]. Although commonly used in research and initial training, peer evaluation is less documented in hospital pharmacy settings [<xref ref-type="bibr" rid="ref21">21</xref>-<xref ref-type="bibr" rid="ref23">23</xref>]. However, studies show that peer mentoring improves academic success [<xref ref-type="bibr" rid="ref24">24</xref>] and practical skills. Peer supervision encourages open feedback [<xref ref-type="bibr" rid="ref25">25</xref>], motivation, and confidence by creating a less hierarchical and collaborative learning atmosphere [<xref ref-type="bibr" rid="ref26">26</xref>]. However, successful implementation relies on a culture of transparency and mutual trust. Peer supervision may also improve the quality of patient care and can help pharmacy students to acquire skills that will be essential in their careers.</p><p>With a view to improving the student supervision of admission medication reconciliations, we developed a checklist. This type of tool is known to be effective because it ensures that no details are overlooked, saves time (by providing a written reference instead of relying on memory), and enhances overall organization. Checklists are widely used in the medical field in general and operating rooms in particular; the cross-checking of essential criteria before, during, and after each operation helps increase levels of safety and efficiency [<xref ref-type="bibr" rid="ref27">27</xref>].</p><p>It has been reported that the empowerment of students with medication reconciliation tasks positively influences their perception of future responsibilities and helps them develop field-specific, general, and organizational skills [<xref ref-type="bibr" rid="ref28">28</xref>]. Active participation enhances the students&#x2019; perceived level of autonomy [<xref ref-type="bibr" rid="ref29">29</xref>]. In a questionnaire, the pharmacists stated that they favored student supervision of admission medication reconciliations under certain conditions, such as those with specialty-specific issues and medication switching. Student involvement allows health care institutions to free up pharmacist time and reinforces trust in medication histories [<xref ref-type="bibr" rid="ref30">30</xref>]. Trust&#x2014;based on training, evaluations, and qualifications&#x2014;is crucial for assigning tasks and peer supervision. Key concepts guiding supervising students are professionalism, self-awareness, and communication [<xref ref-type="bibr" rid="ref31">31</xref>]. Training in medication reconciliation is essential and improves students&#x2019; comfort, confidence, and skills [<xref ref-type="bibr" rid="ref32">32</xref>]. Supervisors require specific training and experience to assess their peers&#x2019; work accurately. Learning programs enable students to contribute to continuity of care activities and are crucial in pharmacy faculties for enhancing preparation for practice, adding value to patient care, and benefiting the health care system [<xref ref-type="bibr" rid="ref33">33</xref>].</p><p>Although these positive outcomes were evident, the student supervisors&#x2019; impact on admission medication reconciliations might have been underestimated. During the reference phase (ie, with nonsupervised reconciliations), the pharmacy students were well integrated into the team and were actively engaged in discussions with prescribers before validation. This high level of integration might have reduced the number of errors (relative to what might be expected with novice students) and thus might have partly masked the true benefits of supervision. Furthermore, reconciliations performed by student supervisors were not included in the evaluation phase because they did not involve supervision, which explains the lower number of reconciliations. Other limitations of our study should be acknowledged, including an imbalance in recruitment between the 2 departments and the single-center nature of the study, which warrants confirmation of our findings in other organizational contexts.</p><p>This research could be extended by an evaluation of the system in other health care departments, a comparison of the clinical pharmacists&#x2019; activity indicators with and without student pharmacist supervision, and the measurement of levels of satisfaction among students, pharmacists, and prescribers [<xref ref-type="bibr" rid="ref34">34</xref>].</p><p>Analysis of errors in our geriatric population showed that first-line analgesics were most frequently involved, with the main error being students&#x2019; failure to specify the dosing frequency for as-needed medications. It remains unclear whether these errors were due to knowledge gaps or simple oversight, as we did not distinguish between errors made under supervision by more or less experienced supervisors. Further evaluation of pharmacist interventions and the context of these errors would help clarify whether they stem from carelessness on the part of the student or a lack of professional practice-based knowledge.</p><p>Supervision develops autonomy and can be viewed as an entrustable professional activity, that is, a specific task that a student can perform independently once competent [<xref ref-type="bibr" rid="ref35">35</xref>]. This approach balances autonomy against safety, especially in areas such as geriatrics, where there is a high risk of adverse drug events and potentially unfamiliar medication switches. Supervision creates a training pathway toward autonomous practice, although senior verification is still required to ensure care quality and patient safety. According to the literature on medication review analysis, the integration of a checklist into an artificial intelligence process might enhance efficiency, reduce errors, and improve traceability [<xref ref-type="bibr" rid="ref36">36</xref>]. However, final validation by a pharmacist is still essential for maintaining rigorous standards and high-quality outcomes amid ongoing technological progress.</p></sec><sec id="s4-2"><title>Conclusions</title><p>A new peer supervision method for admission medication reconciliations by pharmacy students optimized pharmacists&#x2019; working time and was successfully integrated into our IMDs and AGUs. This validation process helped identify and correct potential errors or inconsistencies before reconciliations were finalized. Peer supervision reduced errors through the use of a standardized procedure and specific training. By decreasing the number of errors to be corrected, this approach reduced the time that pharmacists spent validating reconciliations. This new organizational model had a positive impact by improving pharmacists&#x2019; time management and availability for other activities, while also providing students with substantial educational benefits in medication reconciliation.</p></sec></sec></body><back><ack><p>The authors would like to thank the pharmacy students and pharmacists who participated in the development and evaluation of the organizational model.</p></ack><notes><sec><title>Funding</title><p>No external financial support or grants were received from any public, commercial, or not-for-profit entities for the research, authorship, or publication of this paper.</p></sec><sec><title>Data Availability</title><p>All data generated or analyzed during this study are supplied in supporting files available for download along with the published manuscript.</p></sec></notes><fn-group><fn fn-type="con"><p>Investigation: BA</p><p>Formal analysis: BA, LC</p><p>Methodology: BA, MM, AT, LC, BD</p><p>Supervision: MM, AT, JBB, ML, PO, BD</p><p>Project administration: BD</p><p>Resources: BD</p><p>Validation: BD</p><p>Writing&#x2013;original draft: BA</p><p>Writing&#x2013;review and editing: BA, MM, AT, JBB, ML, PO, BD</p></fn><fn fn-type="conflict"><p>None declared.</p></fn></fn-group><glossary><title>Abbreviations</title><def-list><def-item><term id="abb1">AGU</term><def><p>acute geriatric unit</p></def></def-item><def-item><term id="abb2">BPMH</term><def><p>best possible medication histories</p></def></def-item><def-item><term id="abb3">IMD</term><def><p>internal medicine department</p></def></def-item><def-item><term id="abb4">RR</term><def><p>rate ratio</p></def></def-item></def-list></glossary><ref-list><title>References</title><ref id="ref1"><label>1</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Phatak</surname><given-names>A</given-names> </name><name name-style="western"><surname>Prusi</surname><given-names>R</given-names> </name><name name-style="western"><surname>Ward</surname><given-names>B</given-names> </name><etal/></person-group><article-title>Impact of pharmacist involvement in the transitional care of high-risk patients through medication reconciliation, medication education, and postdischarge call-backs (IPITCH Study)</article-title><source>J Hosp Med</source><year>2016</year><month>01</month><volume>11</volume><issue>1</issue><fpage>39</fpage><lpage>44</lpage><pub-id pub-id-type="doi">10.1002/jhm.2493</pub-id><pub-id pub-id-type="medline">26434752</pub-id></nlm-citation></ref><ref id="ref2"><label>2</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Schnipper</surname><given-names>JL</given-names> </name><name name-style="western"><surname>Kirwin</surname><given-names>JL</given-names> </name><name name-style="western"><surname>Cotugno</surname><given-names>MC</given-names> </name><etal/></person-group><article-title>Role of pharmacist counseling in preventing adverse drug events after hospitalization</article-title><source>Arch Intern Med</source><year>2006</year><month>03</month><day>13</day><volume>166</volume><issue>5</issue><fpage>565</fpage><lpage>571</lpage><pub-id pub-id-type="doi">10.1001/archinte.166.5.565</pub-id><pub-id pub-id-type="medline">16534045</pub-id></nlm-citation></ref><ref id="ref3"><label>3</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Allenet</surname><given-names>B</given-names> </name><name name-style="western"><surname>Juste</surname><given-names>M</given-names> </name><name name-style="western"><surname>Mouchoux</surname><given-names>C</given-names> </name><etal/></person-group><article-title>De la dispensation au plan pharmaceutique personnalis&#x00E9;: vers un mod&#x00E8;le int&#x00E9;gratif de pharmacie clinique</article-title><source>Pharm Hosp Clin</source><year>2019</year><month>03</month><volume>54</volume><issue>1</issue><fpage>56</fpage><lpage>63</lpage><pub-id pub-id-type="doi">10.1016/j.phclin.2018.12.003</pub-id></nlm-citation></ref><ref id="ref4"><label>4</label><nlm-citation citation-type="report"><person-group person-group-type="author"><name name-style="western"><surname>Dornan</surname><given-names>T</given-names> </name><name name-style="western"><surname>Ashcroft</surname><given-names>D</given-names> </name><name name-style="western"><surname>Heathfield</surname><given-names>H</given-names> </name><etal/></person-group><article-title>An in depth investigation into causes of prescribing errors by foundation trainees in relation to their medical education. 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reconciliation scenarios.</p><media xlink:href="humanfactors_v13i1e77486_app3.docx" xlink:title="DOCX File, 18 KB"/></supplementary-material><supplementary-material id="app4"><label>Multimedia Appendix 4</label><p>Student supervisor&#x2019;s checklist.</p><media xlink:href="humanfactors_v13i1e77486_app4.docx" xlink:title="DOCX File, 21 KB"/></supplementary-material><supplementary-material id="app5"><label>Multimedia Appendix 5</label><p>Type of errors found in reconciliations supervised by students.</p><media xlink:href="humanfactors_v13i1e77486_app5.docx" xlink:title="DOCX File, 16 KB"/></supplementary-material><supplementary-material id="app6"><label>Multimedia Appendix 6</label><p>Drug classes involved in errors in reconciliations supervised by students.</p><media xlink:href="humanfactors_v13i1e77486_app6.docx" xlink:title="DOCX File, 15 KB"/></supplementary-material></app-group></back></article>