Research Appraisalobservational

Digital and Paper-Based Hospital Workflows and 60-Day Mortality in Acute Leukemia: Retrospective Natural Experiment

JMIR cancerRamos Peñafiel, Christian Omar, Cabrera García, Álvaro, Balderas Delgado, Carolina et al.17 Apr 2026DOI

Clinical Snapshot

70CEBM
Evidence: Weakobservational

PICO Framework

P — Population274 patients with newly diagnosed acute leukemia treated at two tertiary public hospitals in Mexico (February 2023 to April 2025)
I — InterventionIntegrated electronic medical record (EMR) system
C — ComparatorTraditional physical records (TPR) system
O — OutcomesPrimary: 60-day mortality. Secondary: time to first antibiotic dose after febrile neutropenia recognition, treatment-related complications, operational steps for urgent care

Bottom Line

This retrospective natural experiment from Mexico suggests dramatically lower 60-day mortality in acute leukemia patients treated at a hospital using integrated EMR versus traditional paper records (5.8% vs 35.9%). However, the extraordinarily large effect size raises serious concerns about unmeasured confounding factors beyond the documentation system. The study's two-centre design cannot adequately control for hospital-level differences in staffing, resources, protocols, or patient populations. While the findings support the potential benefits of digital workflows for time-sensitive care processes like antibiotic administration in febrile neutropenia, clinicians should interpret these results with extreme caution. The study is hypothesis-generating rather than definitive evidence for EMR superiority. Australian healthcare professionals should focus on optimising existing digital workflows rather than viewing this as evidence that EMR systems alone dramatically improve mortality outcomes.

Evidence: Weak

Key Findings

  • P Value: P<0.001

  • Effect Size: Adjusted odds ratio 0.11 (95% CI 0.05-0.26)

  • Primary Outcome: 60-day mortality: EMR hospital 5.8% vs TPR hospital 35.9%

  • Nnt Or Sensitivity: Number needed to treat: 3.3 patients (absolute risk reduction 30.1%)

  • Confidence Interval: 95% CI 0.05-0.26

Clinical Application

EMR implementation requires significant infrastructure investment and staff training Australian hospitals already have established EMR systems; findings may inform workflow optimisation rather than EMR adoption decisions. TGA and RACGP guidelines support digital health initiatives for quality improvement Patients with newly diagnosed acute leukemia in tertiary care settings

Abstract

BACKGROUND: Electronic medical record (EMR) systems have been associated with better clinical workflows and fewer documentation errors. However, evidence regarding their effect on time-sensitive leukemia care in public hospitals in Latin America remains limited. OBJECTIVE: This study aimed to compare 60-day mortality and urgent supportive-care processes between 2 tertiary public hospitals in Mexico with different documentation models (integrated EMR vs traditional physical records [TPR]), under the hypothesis that digital workflows may facilitate more timely treatment. METHODS: We conducted a retrospective natural experiment including 274 patients with newly diagnosed acute leukemia treated between February 2023 and April 2025. Clinical characteristics, treatment intensity, complications during induction, antibiotic administration times, and survival outcomes were abstracted from finalized institutional records that are routinely reviewed at discharge by the institutional medical record committee as part of standard quality-assurance procedures. The primary outcome was 60-day mortality. Secondary outcomes included time to first antibiotic dose after recognition of febrile neutropenia, treatment-related complications, and the number of operational steps required for urgent care processes. A subgroup analysis of 70 patients with complete timing documentation was performed for antibiotic administration. Comparisons between hospitals were performed using univariate tests, Kaplan-Meier 60-day survival curves, and multivariable logistic regression. RESULTS: Of the 274 included patients, 104 (38%) were treated at the hospital using an integrated EMR, and 170 (62%) at the hospital using TPR. Sixty-day mortality was lower in the EMR hospital (6/104, 5.8%) than in the TPR hospital (61/170, 35.9%; P<.001). In the subgroup with complete timing data, the mean time from febrile episode recognition to first antibiotic administration was shorter in the hospital using EMR than in the hospital using TPR (54, SD 18.4 minutes; P<.001). Although the EMR hospital used a higher proportion of high-intensity regimens, patients in that hospital had better 60-day outcomes. In multivariable analysis, hospital type remained independently associated with 60-day mortality (odds ratio 0.11, 95% CI 0.05-0.26; P<.001), whereas kidney injury and hepatotoxicity were associated with worse outcomes. CONCLUSIONS: In this natural experiment, the hospital using an integrated EMR had a lower 60-day mortality and shorter time to antibiotic administration than the hospital using TPR. These findings are hypothesis-generating and suggest that digital workflows may contribute to more timely urgent supportive care, but they should be interpreted with caution, given the retrospective 2-center design and the potential for residual confounding.

References

  1. 1.Ramos Peñafiel, C. O., Cabrera García, Á., Balderas Delgado, C., Luna Tentle, R., Milán Salvatierra, A., Godínez Cubillo, N., Acosta Altamirano, G., Sánchez Conejo, R., & Gallardo Rodríguez, A. G. (2026). Digital and Paper-Based Hospital Workflows and 60-Day Mortality in Acute Leukemia: Retrospective Natural Experiment. JMIR Cancer. https://doi.org/10.2196/71306
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