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Research Article

Nurse-Led Gastrointestinal Tolerability–Adapted Osteoporosis Care After Hip Fracture: 24-Month Implementation Outcomes

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DOI:

10.3791/71242

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September 8th, 2026

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In This Article

Summary

This study evaluates a nurse-led gastrointestinal tolerability–adapted osteoporosis care pathway after hip fracture. The pathway uses risk stratification, regimen selection, structured follow-up, and trigger-based optimization to improve treatment continuity, adherence, and outcome capture over 24 months.

Abstract

Older adults remain at high risk for subsequent fragility fractures after hip fracture; however, post-discharge anti-osteoporosis therapy is frequently delayed, interrupted, or discontinued. This single-center, non-randomized longitudinal implementation study evaluated a nurse-led gastrointestinal (GI) tolerability–adapted osteoporosis care pathway for older adults following surgical treatment of hip fracture. A total of 147 participants were enrolled, including 73 in the nurse-led pathway group and 74 in the usual care group. The intervention incorporated discharge-time GI tolerability risk stratification, safety verification, tolerability-adapted regimen selection, standardized patient education, structured follow-up at 1 week and 1, 3, 6, 12, 18, and 24 months, and predefined criteria for treatment reassessment. Outcomes included implementation fidelity, timely treatment initiation, medication adherence measured by the proportion of days covered (PDC), treatment persistence, changes in bone mineral density (BMD), GI adverse events, and first confirmed subsequent fragility fracture. Compared with usual care, the nurse-led pathway achieved higher rates of GI risk stratification, education checklist completion, safety laboratory review, timely therapy initiation, follow-up completion, and dual-energy X-ray absorptiometry (DXA) assessment. Mean PDC and the proportion of participants achieving a PDC ≥0.80 were consistently higher in the intervention group throughout the 24-month follow-up. Lumbar spine and total hip BMD demonstrated greater improvements in the pathway group, whereas femoral neck BMD changes were smaller. Time-to-event analyses for subsequent fragility fractures favored the intervention group but should be interpreted with caution, given the limited number of events and the non-randomized study design. These findings demonstrate that a nurse-led GI tolerability–adapted osteoporosis care pathway is feasible and may improve treatment continuity following hip fracture. Larger multicenter randomized studies are warranted to confirm its effects on BMD and refracture outcomes.

Introduction

Hip fractures in older adults represent a major public health challenge because they are associated with functional decline, disability, institutionalization, and increased mortality1. Following an initial hip fracture, the risk of a subsequent fragility fracture is particularly high in the early post-fracture period, making secondary fracture prevention an essential component of long-term recovery2. Current clinical guidelines recommend incorporating anti-osteoporosis pharmacotherapy into post-fracture management; however, treatment initiation and long-term continuation remain inconsistent after hospital discharge3. This implementation gap limits the transition from acute surgical care to sustained fracture-prevention management.

The effectiveness of anti-osteoporosis therapy depends on maintaining adequate medication exposure over time. Improvements in bone mineral density (BMD) and reductions in fracture risk generally require sustained adherence and persistence rather than treatment initiation alone4. Poor adherence is common in osteoporosis management and is associated with diminished therapeutic effectiveness5. Medication coverage below commonly accepted adherence thresholds has been linked to an increased risk of subsequent fractures in real-world studies6. Consequently, adherence serves not only as a key process-of-care indicator but also as an intermediate determinant of skeletal outcomes7. Maintaining long-term adherence is particularly challenging after hip fracture because recovery is frequently complicated by frailty, polypharmacy, caregiver dependence, limited mobility, and fragmented post-discharge follow-up8.

Gastrointestinal (GI) intolerance represents an important barrier to sustained anti-osteoporosis therapy. Oral bisphosphonates require specific administration conditions and may be poorly tolerated by older adults with gastroesophageal reflux symptoms, dysphagia, postural limitations, constipation, or a history of upper GI disease9. GI symptoms may result in missed doses, unsupervised treatment interruptions, or permanent discontinuation10. These problems may remain undetected when follow-up is inconsistent or when medication refill information is dispersed across hospital and community pharmacy systems. A structured care pathway that identifies GI risk before discharge and links signals of intolerance to timely reassessment of treatment may help reduce avoidable interruptions in therapy.

Nurse-led fracture liaison services and post-fracture care models have been shown to improve osteoporosis assessment, patient education, treatment initiation, and care coordination following fragility fractures11. Nurses are well-positioned to deliver structured education, monitor symptoms, communicate with caregivers, track medication refills, and coordinate physician or pharmacist reassessments when treatment-related barriers arise12. However, although many post-fracture care models emphasize diagnosis and treatment initiation, relatively few incorporate GI tolerability as a structured component of regimen selection and longitudinal follow-up13. Integrating GI risk stratification with ongoing adherence monitoring may be particularly valuable for older adults recovering from hip fractures, who require prolonged anti-osteoporosis therapy but may have difficulty tolerating complex oral treatment regimens.

Accordingly, this study evaluated a nurse-led, GI tolerability–adapted anti-osteoporosis care pathway for older adults following surgical treatment of hip fracture. The pathway incorporated discharge-time GI risk assessment, safety verification, tolerability-adapted treatment selection, standardized patient education, structured longitudinal follow-up, and predefined criteria for treatment optimization. The study assessed implementation fidelity, medication adherence and persistence, changes in bone mineral density, GI adverse events, and the occurrence of a first subsequent fragility fracture over 24 months. Because treatment allocation was based on implementation of the care pathway rather than randomization, analyses of subsequent fracture outcomes were considered exploratory and hypothesis-generating rather than confirmatory.

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Protocol

The study was approved by the Ethics Committee of Ziyang Central Hospital, West China Hospital Ziyang Branch, Sichuan University (Approval ID: 2026(115)). Written informed consent was obtained from all participants or their legally authorized representatives before enrollment. All procedures were conducted in accordance with the Declaration of Helsinki and institutional guidelines for clinical research involving human participants.

Study design and setting

This single-center, non-randomized, parallel-group controlled implementation study evaluated a nurse-led gastrointestinal (GI) tolerability–adapted anti-osteoporosis care pathway for older adults following surgical treatment of hip fracture. The study was conducted at Ziyang Central Hospital, West China Hospital Ziyang Branch, Sichuan University, between January 2021 and December 2024. Participants were followed for 24 months after hospital discharge. The study was reported in accordance with the Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) guidelines14. Participant screening, group allocation, follow-up schedule, and analysis-set construction are summarized in Figure 1. The prespecified outcome definitions and 24-month assessment schedule are summarized in Supplementary Table 1.

Participants were allocated based on the implementation of the nurse-led pathway rather than by randomization. Patients admitted before pathway implementation (January 2021–December 2022) received usual care, whereas those admitted after implementation (January 2023–December 2024) were managed using the nurse-led pathway. To minimize temporal bias, identical eligibility criteria, follow-up schedules, outcome definitions, DXA assessment windows, adherence calculations, and refracture adjudication procedures were applied to both groups. The calendar period was included in the adjusted and sensitivity analyses.

Participants

Consecutive inpatients aged ≥65 years admitted with a low-energy femoral neck or intertrochanteric hip fracture were screened for eligibility. Low-energy fractures were defined as fractures resulting from a fall from standing height or lower.

Participants were eligible if they were ≥65 years of age, underwent surgical treatment for a low-energy femoral neck or intertrochanteric fracture, survived to hospital discharge, were considered eligible for anti-osteoporosis therapy after assessment of renal function, corrected calcium, and vitamin D status, had complete baseline clinical and medication data, were able to participate in follow-up directly or through a caregiver, and provided written informed consent.

Participants were excluded if they sustained high-energy trauma, had pathological fractures secondary to malignancy or metabolic bone disease other than osteoporosis, had an expected survival of <6 months, had severe renal impairment (estimated glomerular filtration rate <30 mL/min/1.73 m2), uncorrected hypocalcemia, active upper GI bleeding, severe esophageal stricture, unstable gastrointestinal disease requiring urgent treatment, prior anti-osteoporosis therapy for >3 months during the preceding year, lacked reliable follow-up or caregiver support, or declined participation.

Baseline assessment

Baseline assessments were completed during the index hospitalization, preferably within 48 h before discharge. Demographic and clinical variables included age, sex, body mass index, fracture type, surgical procedure, time from admission to surgery, length of hospital stay, smoking status, alcohol consumption, previous fragility fracture, comorbidities, medication history, caregiver availability, and baseline GI risk factors. Comorbidity burden was assessed using the Charlson Comorbidity Index, and frailty was evaluated using the Clinical Frailty Scale.

Baseline laboratory investigations included serum calcium, albumin, corrected calcium, phosphate, creatinine, estimated glomerular filtration rate, alkaline phosphatase, 25-hydroxyvitamin D, and parathyroid hormone, where available. Medication review focused on nonsteroidal anti-inflammatory drugs, antiplatelet agents, anticoagulants, proton pump inhibitors, glucocorticoids, sedatives, and previous anti-osteoporosis medications.

Bone mineral density (BMD) was assessed using dual-energy X-ray absorptiometry (DXA) before discharge whenever feasible. If pre-discharge DXA could not be performed, scanning was completed within 4–6 weeks after discharge and considered the baseline assessment. Measurements were obtained at the lumbar spine, femoral neck, and total hip, with the contralateral non-fractured hip preferentially selected for hip measurements.

Usual care

Participants assigned to the usual-care group received routine perioperative management, standard discharge counseling, physician-directed anti-osteoporosis therapy, and routine outpatient follow-up in accordance with institutional practice. Structured GI risk stratification, nurse-led treatment selection, proactive refill monitoring, and predefined treatment-modification algorithms were not incorporated into usual care.

Nurse-led GI tolerability–adapted pathway

The nurse-led pathway was initiated before discharge and continued throughout the 24-month follow-up period. A specialist osteoporosis nurse coordinated care among orthopedic surgeons, geriatricians or endocrinologists, pharmacists, rehabilitation staff, DXA and laboratory services, and community healthcare providers. The workflow for GI risk assessment, treatment selection, follow-up, and regimen modification is illustrated in Figure 2.

Before discharge, GI tolerability was categorized as low, moderate, or high risk according to predefined clinical criteria (Supplementary Table 2). Risk classification incorporated gastrointestinal history, swallowing ability, ability to remain upright after medication administration, concomitant medications, and current GI symptoms.

Treatment selection was individualized according to GI risk, renal function, corrected calcium concentration, 25-hydroxyvitamin D status, fracture risk, patient preference, and anticipated follow-up compliance. Patients at low GI risk were preferentially prescribed oral bisphosphonates with standardized administration instructions. Patients at moderate risk received oral therapy only when administration requirements could be reliably followed; otherwise, non-oral antiresorptive therapy was recommended. Patients classified as high GI risk preferentially received intravenous zoledronic acid or subcutaneous denosumab after confirmation of treatment safety and physician approval. Calcium and vitamin D supplementation were recommended unless contraindicated.

Before discharge, the specialist nurse completed a standardized education checklist covering medication administration, dosing schedule, calcium and vitamin D supplementation, recognition of warning symptoms, refill procedures, follow-up appointments, and contact information. Patients receiving oral bisphosphonates received additional education on fasting administration with water, maintaining an upright posture for at least 30 min after dosing, separating from food and calcium supplements, and promptly reporting GI symptoms.

Trigger-based regimen optimization

Treatment optimization followed the decision algorithm shown in Figure 2. Gastrointestinal triggers included new or worsening reflux, nausea, vomiting, epigastric pain, abdominal pain, dysphagia, constipation, suspected GI bleeding, or any GI symptom interfering with medication adherence. Adherence triggers included missed prescription refills; treatment interruptions exceeding 30 days for oral therapy; delayed injections or infusions exceeding 30 days; early PDC <0.80; patient-reported discontinuation; or caregiver-reported treatment difficulties.

Mild symptoms prompted reinforcement of medication administration techniques, pharmacist review of concomitant medications, dietary and constipation management, and repeat assessment within 7–14 days. Persistent symptoms or recurrent non-adherence prompted multidisciplinary reassessment involving the treating physician, pharmacist, and specialist nurse. Management included temporary treatment interruption, gastroprotective therapy when appropriate, transition from oral to injectable therapy, simplification of the treatment regimen, or referral for community nursing support. Severe symptoms, suspected GI bleeding, progressive dysphagia, dehydration, or hospitalization required urgent physician assessment and discontinuation or modification of therapy.

Outcomes and follow-up

The primary outcome was medication continuity, assessed using the proportion of days covered (PDC), adherence target attainment, and treatment persistence. Secondary outcomes included changes in bone mineral density (BMD) at prespecified skeletal sites and the time to first confirmed subsequent fragility fracture. Safety outcomes included gastrointestinal (GI) adverse events, other treatment-related adverse events, regimen switching, temporary treatment interruption, permanent treatment discontinuation, adverse event-related hospitalization, and death. Outcome definitions and the 24-month assessment schedule are provided in Supplementary Table 1.

Follow-up assessments were performed at 1 week and at 1, 3, 6, 12, 18, and 24 months after discharge in both study groups. At each follow-up, medication exposure, refill status, adherence barriers, GI symptoms, other adverse events, falls, suspected refractures, hospitalizations, deaths, and treatment modifications were recorded. DXA examinations were repeated at 12 and 24 months whenever feasible.

Medication adherence and persistence

Medication adherence was assessed using the proportion of days covered (PDC), which estimates medication availability over a defined observation period15. The observation period began on the date of discharge following the index hip-fracture admission and ended at 24 months, death, withdrawal, or the last confirmed follow-up, whichever occurred first. Time-specific PDC values were calculated at 1, 3, 6, 12, 18, and 24 months. PDC was calculated as the number of covered medication days divided by the total eligible follow-up days, capped at 1.00. A PDC ≥0.80 was considered to indicate adequate adherence, consistent with commonly accepted thresholds in osteoporosis research16. PDC was interpreted as a measure of medication availability rather than confirmed medication ingestion.

Medication dispensing and refill data were obtained from hospital outpatient pharmacy records, discharge prescriptions, electronic medical records, external prescription documentation, community pharmacy receipts, medication packages presented or photographed during follow-up, and structured nursing records. External pharmacy use without documentary verification was documented but excluded from the primary PDC analysis and included only in the expanded-source sensitivity analysis. For oral therapies, covered days were calculated based on the dispensed quantity and the prescribed dosing interval. Each confirmed denosumab injection contributed 180 covered days, whereas each confirmed zoledronic acid infusion contributed 365 covered days. Overlapping medication supplies were carried forward without double-counting.

Treatment persistence was defined as continuous anti-osteoporosis therapy without a clinically meaningful treatment gap. Non-persistence was defined as an interruption exceeding 60 days for oral therapy or more than 90 days beyond the scheduled administration date for injectable or infusion therapies. The date, duration, cause, and corrective action associated with each interruption were recorded. Permanent discontinuation was defined as the absence of anti-osteoporosis medication coverage for the remainder of the follow-up period after treatment interruption.

BMD assessment

Bone mineral density was measured at the lumbar spine, femoral neck, and total hip using dual-energy X-ray absorptiometry (DXA). Absolute BMD change was expressed in g/cm2, and relative BMD change was calculated as:

Bone Density Change Formula in Research; Equation; Calculating BMD Percentage Change; Educational

Site-specific BMD changes were classified using the least significant change approach for serial DXA interpretation17. An increase in BMD was defined as a relative gain >3.0% from baseline, whereas a decrease was defined as a relative loss >3.0%. Changes between −3.0% and +3.0% were classified as stable BMD. Participants without valid baseline and follow-up DXA measurements at the same anatomical site were excluded from site-specific BMD analyses but remained eligible for adherence and refracture analyses.

Refracture ascertainment

A subsequent fragility fracture was defined as a new low-energy fracture occurring after discharge from the index hip-fracture admission. At each follow-up visit, participants were screened for suspected refractures by recording new falls, focal pain, emergency department visits, hospitalizations, imaging examinations, or fracture diagnoses made at other institutions. Refractures were confirmed using imaging reports, hospital records, discharge summaries, or external medical documentation. Events reported only during interviews, without radiographic or medical-record confirmation, were classified as suspected refractures and excluded from the primary analysis.

The event date was defined as the injury date when available, or, if unavailable, as the date of the first medical encounter. Only the first confirmed refracture was included in the primary time-to-event analysis. Fracture location, confirmation source, and the interval between symptom onset and confirmation were recorded. All refracture events were independently reviewed by two clinicians, and disagreements were resolved by a senior orthopedic specialist.

GI adverse-event grading

Gastrointestinal adverse events were graded using a predefined four-level clinical severity scale. Grade 1 events consisted of mild symptoms that did not require treatment interruption or additional medication. Grade 2 events comprised moderate symptoms requiring additional medical management, pharmacist or physician review, intensified follow-up, or treatment interruption of ≤14 days. Grade 3 events included symptoms resulting in discontinuation of the current regimen, treatment interruption exceeding 14 days, outpatient or emergency evaluation, or a change in the route of administration. Grade 4 events represented serious GI complications, including suspected or confirmed GI bleeding, gastrointestinal perforation, severe dehydration, or hospitalization. The relationship between each event and anti-osteoporosis therapy was classified by the treating physician as unrelated, possibly related, probably related, or definitely related.

Implementation fidelity and KPI thresholds

Implementation fidelity was evaluated using predefined indicators, including completion of GI risk stratification, discharge education checklist completion, baseline safety laboratory review, treatment initiation within 1 month and within 90 days, calcium and vitamin D supplementation when indicated, completion of scheduled follow-up, DXA completion, documentation of GI adverse-event assessments, completion of trigger-based interventions, and completeness of refracture adjudication. Prespecified key performance indicator (KPI) thresholds and corrective-action criteria are summarized in Figure 3 and Supplementary Table 3.

The predefined KPI targets were as follows: GI risk stratification completion ≥90% by discharge or within 1 week; discharge education checklist completion ≥85%; baseline safety laboratory review ≥85% before treatment selection; treatment initiation ≥70% within 1 month and ≥85% within 90 days; follow-up completion ≥80% through 6 months and ≥75% at 24 months; DXA completion ≥70% at 24 months; documented GI adverse-event assessment ≥85%; and confirmed refracture adjudication ≥95%. Failure to achieve predefined KPI targets triggered additional patient contact, caregiver engagement, staff retraining, pharmacist collaboration, community nursing support, or reassessment of the treatment regimen.

Sample size

The sample size calculation was based on the primary adherence outcome. Pilot data from the study center and published osteoporosis adherence studies suggested a mean 24-month PDC of 0.55 in the usual-care group and 0.68 in the pathway group, corresponding to an anticipated between-group difference of 0.13. Assuming a pooled standard deviation of 0.25, a two-sided α of 0.05, and 80% statistical power, a minimum of 59 participants per group was required. Allowing for a 20% attrition rate over the 24-month follow-up period, the target enrollment was approximately 74 participants per group. The final study cohort comprised 147 participants, including 73 in the pathway group and 74 in the usual-care group. The study was not powered to detect differences in refracture outcomes; therefore, refracture analyses were considered secondary and exploratory.

Statistical analysis

Statistical analyses were performed using R version 4.3.2 and SPSS version 27.0. All statistical tests were two-sided, and a P < 0.05 was considered statistically significant. Continuous variables are presented as the mean ± standard deviation or median (interquartile range), as appropriate, whereas categorical variables are presented as frequencies and percentages. Between-group comparisons were performed using Student's t-test or the Mann–Whitney U test for continuous variables and the chi-square or Fisher's exact test for categorical variables. Baseline comparability was assessed using P values and standardized mean differences.

The primary analysis followed the intention-to-treat principle, with all participants analyzed according to their original group allocation. A per-protocol analysis was also performed after excluding participants with major protocol deviations, withdrawal of consent, or no post-discharge adherence data available.

PDC was analyzed both as a continuous outcome and as a binary variable, using the predefined adherence threshold of PDC ≥ 0.80. Continuous PDC values were evaluated using linear regression, whereas binary adherence outcomes were analyzed using log-binomial regression or modified Poisson regression with robust standard errors. Multivariable models were adjusted for age, sex, fracture type, surgical procedure, Charlson Comorbidity Index, previous fragility fracture, baseline GI risk category, estimated glomerular filtration rate, baseline 25-hydroxyvitamin D concentration, baseline BMD, and calendar period.

Longitudinal BMD changes were analyzed using linear mixed-effects models with fixed effects for treatment group, time, and the group-by-time interaction, together with participant-specific random intercepts. Separate analyses were performed for the lumbar spine, total hip, and femoral neck. Time to first confirmed refracture was evaluated using Kaplan–Meier survival curves, the log-rank test, and Cox proportional hazards regression. The proportional hazards assumption was assessed using Schoenfeld residuals. Because the number of refracture events was limited, hazard ratio estimates were interpreted as exploratory. Death before refracture was evaluated using Fine–Gray competing-risk regression18.

Missing data were summarized by study group, variable, follow-up time point, and reason for missingness. Multiple imputation by chained equations was used for missing covariates and repeated non-event outcomes when the missing-at-random assumption was considered plausible19. Because follow-up completion varied across study groups, prespecified sensitivity analyses for missing-not-at-random were performed. For adherence analyses, a conservative worst-case scenario classified participants lost to follow-up in the pathway group as non-adherent and those lost to follow-up in the usual-care group as adherent at 24 months. For BMD analyses, missing pathway-group DXA values were imputed to the 10th percentile of observed changes, whereas missing usual-care values were imputed to the 90th percentile. For refracture analyses, a conservative event-assignment scenario assumed that participants lost to follow-up in the pathway group experienced a refracture at the midpoint between their last contact and 24 months, whereas participants lost to follow-up in the usual-care group were censored at their last confirmed follow-up. A tipping-point analysis was performed by varying the assumed outcomes among participants lost to follow-up until the principal between-group conclusions were no longer statistically or clinically meaningful.

Prespecified subgroup analyses evaluated the effects of age, sex, GI risk category, renal function, baseline BMD category, and previous fragility fracture. Interaction terms were assessed within the regression models, and all subgroup analyses were considered exploratory.

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Results

Cohort enrollment, allocation, and follow-up capture

A total of 198 older adults with surgically treated hip fractures were screened for eligibility. Fifty-one participants were excluded because they did not meet the inclusion criteria (n = 29), declined participation or did not provide informed consent (n = 12), had severe comorbidities or an expected survival of less than 6 months (n = 6), or were unable to complete follow-up because no caregiver or valid contact information...

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Discussion

This single-center, non-randomized implementation study evaluated a nurse-led gastrointestinal (GI) tolerability–adapted anti-osteoporotic care pathway for older adults following surgical treatment of hip fracture. The most consistent findings were observed in care-process execution and dispensing-based adherence. Compared with usual care, the pathway group had more complete GI risk stratification, discharge education, safety laboratory review, therapy initiation, follow-up capture, and proportion of days covered (...

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Disclosures

The authors declare no competing financial interests and no conflicts of interest related to this work.

Acknowledgements

The authors thank the nursing staff, orthopedic team, and follow-up personnel at the study center for their support in patient screening, pathway implementation, and longitudinal follow-up. The authors also thank all patients and their families for participating in this study. This work was supported by the Health and Wellness Bureau of Longquanyi District, Chengdu (Grant No. WJKY2025020).

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Materials

List of materials used in this article
NameCompanyCatalog NumberComments
25-hydroxyvitamin D assayBeckman CoulterAccess 25(OH) Vitamin D Total Kit, B24838Baseline vitamin D assessment and safety verification before antiresorptive therapy.
Case report formsStudy siteLocal document setStandardized collection of eligibility, baseline characteristics, fracture details, medication history, follow-up status, adverse events, and outcomes.
Chemistry analyzerRoche Diagnosticscobas 8000 modular analyzer series, cobas c 702 moduleMeasurement of serum calcium, albumin, phosphate, creatinine, alkaline phosphatase, and other routine chemistry indicators.
Discharge education checklistStudy siteLocal document setStandardized recording of medication education, administration instructions, warning symptoms, refill plan, and follow-up schedule.
DXA analysis softwareGE HealthCareenCORE software platformRegion-of-interest definition, BMD calculation, and serial DXA comparison.
DXA bone densitometerGE HealthCareLunar iDXABone mineral density measurement at lumbar spine, femoral neck, and total hip at baseline, 12 months, and 24 months.
External refill documentationExternal hospitals / community pharmaciesNot applicableVerification of external prescriptions, community pharmacy receipts, medication packages, or caregiver-provided refill records.
GI tolerability risk checklistStudy siteLocal document setDocumentation of GI symptoms, GI disease history, swallowing ability, upright-position feasibility, GI-risk medications, constipation, and polypharmacy.
Hospital electronic medical record systemStudy hospitalLocal institutional EMR/HISExtraction of admission data, surgery data, laboratory results, discharge prescriptions, outpatient records, and hospitalization events.
Hospital pharmacy dispensing systemStudy hospitalLocal institutional pharmacy information systemExtraction of discharge prescriptions, outpatient refill dates, dispensed quantity, and medication supply information for PDC calculation.
Immunoassay analyzerBeckman CoulterAccess 2 Immunoassay SystemMeasurement platform for serum 25-hydroxyvitamin D.
Medication adherence worksheetStudy siteLocal spreadsheet templateCalculation of PDC, refill gaps, interruption duration, persistence status, and expanded-source sensitivity analysis.
Secure data capture platformREDCap Consortium / study hospitalREDCap or local institutional EDCData entry, audit trail, role-based access, query resolution, and analysis dataset export.
Statistical softwareIBMIBM SPSS Statistics 27.0Descriptive statistics, baseline comparisons, and quality-control analyses where used.
Statistical softwareR Foundation for Statistical ComputingR, version recorded in analysis logRegression analysis, mixed-effects models, Kaplan–Meier curves, Cox models, competing-risk models, multiple imputation, and sensitivity analyses.
Structured follow-up scriptStudy siteLocal document setTelephone or clinic follow-up at 1 week, 1 month, 3 months, 6 months, 12 months, 18 months, and 24 months.
Trigger-response logStudy siteLocal document setDocumentation of GI intolerance, missed refill, treatment gap, regimen reassessment, switching decision, and corrective action.

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