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Novel Note Templates to Enhance Signal and Reduce Noise in Medical Documentation: Prospective Improvement Study
Feldman, Jonah; Goodman, Adam; Hochman, Katherine; Chakravartty, Eesha; Austrian, Jonathan; Iturrate, Eduardo; Bosworth, Brian; Saxena, Archana; Moussa, Marwa; Chenouda, Dina; Volpicelli, Frank; Adler, Nicole; Weisstuch, Joseph; Testa, Paul
Background: The introduction of electronic workflows has allowed for the flow of raw uncontextualized clinical data into medical documentation. As a result, many electronic notes have become replete of "noise" and deplete clinically significant "signals." There is an urgent need to develop and implement innovative approaches in electronic clinical documentation that improve note quality and reduce unnecessary bloating. Objective: This study aims to describe the development and impact of a novel set of templates designed to change the flow of information in medical documentation. Methods: This is a multihospital nonrandomized prospective improvement study conducted on the inpatient general internal medicine service across 3 hospital campuses at the New York University Langone Health System. A group of physician leaders representing each campus met biweekly for 6 months. The output of these meetings included (1) a conceptualization of the note bloat problem as a dysfunction in information flow, (2) a set of guiding principles for organizational documentation improvement, (3) the design and build of novel electronic templates that reduced the flow of extraneous information into provider notes by providing link outs to best practice data visualizations, and (4) a documentation improvement curriculum for inpatient medicine providers. Prior to go-live, pragmatic usability testing was performed with the new progress note template, and the overall user experience was measured using the System Usability Scale (SUS). Primary outcome measures after go-live include template utilization rate and note length in characters. Results: In usability testing among 22 medicine providers, the new progress note template averaged a usability score of 90.6 out of 100 on the SUS. A total of 77% (17/22) of providers strongly agreed that the new template was easy to use, and 64% (14/22) strongly agreed that they would like to use the template frequently. In the 3 months after template implementation, general internal medicine providers wrote 67% (51,431/76,647) of all inpatient notes with the new templates. During this period, the organization saw a 46% (2768/6191), 47% (3505/7819), and 32% (3427/11,226) reduction in note length for general medicine progress notes, consults, and history and physical notes, respectively, when compared to a baseline measurement period prior to interventions. Conclusions: A bundled intervention that included the deployment of novel templates for inpatient general medicine providers significantly reduced average note length on the clinical service. Templates designed to reduce the flow of extraneous information into provider notes performed well during usability testing, and these templates were rapidly adopted across all hospital campuses. Further research is needed to assess the impact of novel templates on note quality, provider efficiency, and patient outcomes.
SCOPUS:85154550880
ISSN: 2561-326x
CID: 5499932
Smoking Status, Nicotine Medication, Vaccination, and COVID-19 Hospital Outcomes: Findings from the COVID EHR Cohort at the University of Wisconsin (CEC-UW) Study
Piasecki, Thomas M; Smith, Stevens S; Baker, Timothy B; Slutske, Wendy S; Adsit, Robert T; Bolt, Daniel M; Conner, Karen L; Bernstein, Steven L; Eng, Oliver D; Lazuk, David; Gonzalez, Alec; Jorenby, Douglas E; D'Angelo, Heather; Kirsch, Julie A; Williams, Brian S; Nolan, Margaret B; Hayes-Birchler, Todd; Kent, Sean; Kim, Hanna; Lubanski, Stan; Yu, Menggang; Suk, Youmi; Cai, Yuxin; Kashyap, Nitu; Mathew, Jomol P; McMahan, Gabriel; Rolland, Betsy; Tindle, Hilary A; Warren, Graham W; An, Lawrence C; Boyd, Andrew D; Brunzell, Darlene H; Carrillo, Victor; Chen, Li-Shiun; Davis, James M; Deshmukh, Vikrant G; Dilip, Deepika; Ellerbeck, Edward F; Goldstein, Adam O; Iturrate, Eduardo; Jose, Thulasee; Khanna, Niharika; King, Andrea; Klass, Elizabeth; Mermelstein, Robin J; Tong, Elisa; Tsoh, Janice Y; Wilson, Karen M; Theobald, Wendy E; Fiore, Michael C
INTRODUCTION/BACKGROUND:Available evidence is mixed concerning associations between smoking status and COVID-19 clinical outcomes. Effects of nicotine replacement therapy (NRT) and vaccination status on COVID-19 outcomes in smokers are unknown. METHODS:Electronic health record data from 104 590 COVID-19 patients hospitalized February 1, 2020 to September 30, 2021 in 21 U.S. health systems were analyzed to assess associations of smoking status, in-hospital NRT prescription, and vaccination status with in-hospital death and ICU admission. RESULTS:Current (n = 7764) and never smokers (n = 57 454) did not differ on outcomes after adjustment for age, sex, race, ethnicity, insurance, body mass index, and comorbidities. Former (vs never) smokers (n = 33 101) had higher adjusted odds of death (aOR, 1.11; 95% CI, 1.06-1.17) and ICU admission (aOR, 1.07; 95% CI, 1.04-1.11). Among current smokers, NRT prescription was associated with reduced mortality (aOR, 0.64; 95% CI, 0.50-0.82). Vaccination effects were significantly moderated by smoking status; vaccination was more strongly associated with reduced mortality among current (aOR, 0.29; 95% CI, 0.16-0.66) and former smokers (aOR, 0.47; 95% CI, 0.39-0.57) than for never smokers (aOR, 0.67; 95% CI, 0.57, 0.79). Vaccination was associated with reduced ICU admission more strongly among former (aOR, 0.74; 95% CI, 0.66-0.83) than never smokers (aOR, 0.87; 95% CI, 0.79-0.97). CONCLUSIONS:Former but not current smokers hospitalized with COVID-19 are at higher risk for severe outcomes. SARS-CoV-2 vaccination is associated with better hospital outcomes in COVID-19 patients, especially current and former smokers. NRT during COVID-19 hospitalization may reduce mortality for current smokers. IMPLICATIONS/CONCLUSIONS:Prior findings regarding associations between smoking and severe COVID-19 disease outcomes have been inconsistent. This large cohort study suggests potential beneficial effects of nicotine replacement therapy on COVID-19 outcomes in current smokers and outsized benefits of SARS-CoV-2 vaccination in current and former smokers. Such findings may influence clinical practice and prevention efforts and motivate additional research that explores mechanisms for these effects.
PMCID:9494410
PMID: 36069915
ISSN: 1469-994x
CID: 5337002
Relations of Current and Past Cancer with Severe Outcomes among 104,590 Hospitalized COVID-19 Patients: The COVID EHR Cohort at the University of Wisconsin
Nolan, Margaret B; Piasecki, Thomas M; Smith, Stevens S; Baker, Timothy B; Fiore, Michael C; Adsit, Robert T; Bolt, Daniel M; Conner, Karen L; Bernstein, Steven L; Eng, Oliver D; Lazuk, David; Gonzalez, Alec; Hayes-Birchler, Todd; Jorenby, Douglas E; D'Angelo, Heather; Kirsch, Julie A; Williams, Brian S; Kent, Sean; Kim, Hanna; Lubanski, Stanley A; Yu, Menggang; Suk, Youmi; Cai, Yuxin; Kashyap, Nitu; Mathew, Jomol; McMahan, Gabriel; Rolland, Betsy; Tindle, Hilary A; Warren, Graham W; Abu-El-Rub, Noor; An, Lawrence C; Boyd, Andrew D; Brunzell, Darlene H; Carrillo, Victor A; Chen, Li-Shiun; Davis, James M; Deshmukh, Vikrant G; Dilip, Deepika; Goldstein, Adam; Ha, Patrick K; Iturrate, Eduardo; Jose, Thulasee; Khanna, Niharika; King, Andrea; Klass, Elizabeth; Lui, Michelle; Mermelstein, Robin J; Poon, Chester; Tong, Elisa; Wilson, Karen M; Theobald, Wendy E; Slutske, Wendy S
BACKGROUND:There is mixed evidence about the relations of current versus past cancer with severe COVID-19 outcomes and how they vary by patient and cancer characteristics. METHODS:Electronic health record data of 104,590 adult hospitalized patients with COVID-19 were obtained from 21 United States health systems from February 2020 through September 2021. In-hospital mortality and ICU admission were predicted from current and past cancer diagnoses. Moderation by patient characteristics, vaccination status, cancer type, and year of the pandemic was examined. RESULTS:6.8% of the patients had current (n = 7,141) and 6.5% had past (n = 6,749) cancer diagnoses. Current cancer predicted both severe outcomes but past cancer did not; adjusted odds ratios (aORs) for mortality were 1.58 (95% CI: 1.46, 1.70) and 1.04 (95% CI: 0.96, 1.13), respectively. Mortality rates decreased over the pandemic but the incremental risk of current cancer persisted, with the increment being larger among younger vs. older patients. Prior COVID-19 vaccination reduced mortality generally and amongst those with current cancer (aOR = 0.69, 95% CI = 0.53 to 0.90). CONCLUSIONS:Current cancer, especially amongst younger patients, posed a substantially increased risk for death and ICU admission among COVID-19 patients; prior COVID-19 vaccination mitigated the risk associated with current cancer. Past history of cancer was not associated with higher risks for severe COVID-19 outcomes for most cancer types. IMPACT/CONCLUSIONS:This study clarifies the characteristics that modify the risk associated with cancer on severe COVID-19 outcomes across the first 20 months of the COVID-19 pandemic.
PMID: 35965473
ISSN: 1538-7755
CID: 5299702
Coinfections and antimicrobial use in patients hospitalized with coronavirus disease 2019 (COVID-19) across a single healthcare system in New York City: A retrospective cohort study
Prasad, Prithiv J; Poles, Jordan; Zacharioudakis, Ioannis M; Dubrovskaya, Yanina; Delpachitra, Dinuli; Iturrate, Eduardo; Muñoz-Gómez, Sigridh
BACKGROUND AND OBJECTIVE/UNASSIGNED:With the coronavirus disease 2019 (COVID-19) pandemic, rates of in-hospital antimicrobial use increased due to perceived bacterial and fungal coinfections along with COVID-19. We describe the incidence of these coinfections and antimicrobial use in patients hospitalized with COVID-19 to help guide effective antimicrobial use in this population. SETTING/UNASSIGNED:This study was conducted in 3 tertiary-care referral university teaching hospitals in New York City. METHODS/UNASSIGNED:This multicenter retrospective observational cohort study involved all patients admitted with COVID-19 from January 1, 2020, to February 1, 2021. Variables of interest were extracted from a de-identified data set of all COVID-19 infections across the health system. Population statistics are presented as median with interquartile range (IQR) or proportions with 95% confidence intervals (CIs) as indicated. RESULTS/UNASSIGNED:Among 7,209 of patients admitted with COVID-19, 663 (9.2%) had a positive culture from the respiratory tract or blood sometime during their initial hospital admission. Positive respiratory cultures occurred found in 449 (6.2%) patients, and 20% were collected within 48 hours of admission. Blood culture positivity occurred in 334 patients (4.6%), with 33.5% identified within 48 hours of admission. A higher proportion of patients received antimicrobials in the first wave than in the later pandemic period (82.4% vs 52.0%). Antimicrobials were prescribed to 70.1% of inpatients, with a median of 6 antimicrobial days per patient. Infection-free survival decreased over the course of hospitalization. CONCLUSIONS/UNASSIGNED:We detected a very low incidence of coinfection with COVID-19 at admission. A longer duration of hospitalization was associated with an increased risk of coinfection. Antimicrobial use far exceeded the true incidence and detection of coinfections in these patients.
PMCID:9726479
PMID: 36483377
ISSN: 2732-494x
CID: 5383182
The impact of COVID-19 monoclonal antibodies on clinical outcomes: A retrospective cohort study
Nagler, Arielle R; Horwitz, Leora I; Jones, Simon; Petrilli, Christopher M; Iturrate, Eduardo; Lighter, Jennifer L; Phillips, Michael; Bosworth, Brian P; Polsky, Bruce; Volpicelli, Frank M; Dapkins, Isaac; Viswanathan, Anand; François, Fritz; Kalkut, Gary
DISCLAIMER/CONCLUSIONS:In an effort to expedite the publication of articles, AJHP is posting manuscripts online as soon as possible after acceptance. Accepted manuscripts have been peer-reviewed and copyedited, but are posted online before technical formatting and author proofing. These manuscripts are not the final version of record and will be replaced with the final article (formatted per AJHP style and proofed by the authors) at a later time. PURPOSE/OBJECTIVE:Despite progress in the treatment of coronavirus disease 2019 (COVID-19), including the development of monoclonal antibodies (mAbs), more clinical data to support the use of mAbs in outpatients with COVID-19 is needed. This study is designed to determine the impact of bamlanivimab, bamlanivimab/etesevimab, or casirivimab/imdevimab on clinical outcomes within 30 days of COVID-19 diagnosis. METHODS:A retrospective cohort study was conducted at a single academic medical center with 3 campuses in Manhattan, Brooklyn, and Long Island, NY. Patients 12 years of age or older who tested positive for COVID-19 or were treated with a COVID-19-specific therapy, including COVID-19 mAb therapies, at the study site between November 24, 2020, and May 15, 2021, were included. The primary outcomes included rates of emergency department (ED) visit, inpatient admission, intensive care unit (ICU) admission, or death within 30 days from the date of COVID-19 diagnosis. RESULTS:A total of 1,344 mAb-treated patients were propensity matched to 1,344 patients with COVID-19 patients who were not treated with mAb therapy. Within 30 days of diagnosis, among the patients who received mAb therapy, 101 (7.5%) presented to the ED and 79 (5.9%) were admitted. Among the patients who did not receive mAb therapy, 165 (12.3%) presented to the ED and 156 (11.6%) were admitted (relative risk [RR], 0.61 [95% CI, 0.50-0.75] and 0.51 [95% CI, 0.40-0.64], respectively). Four mAb patients (0.3%) and 2.64 control patients (0.2%) were admitted to the ICU (RR, 01.51; 95% CI, 0.45-5.09). Six mAb-treated patients (0.4%) and 3.37 controls (0.3%) died and/or were admitted to hospice (RR, 1.61; 95% CI, 0.54-4.83). mAb therapy in ambulatory patients with COVID-19 decreases the risk of ED presentation and hospital admission within 30 days of diagnosis.
PMCID:9619808
PMID: 36242772
ISSN: 1535-2900
CID: 5361302
Sex differences in the prognostic value of troponin and D-dimer in COVID-19 illness
Mukhopadhyay, Amrita; Talmor, Nina; Xia, Yuhe; Berger, Jeffrey S; Iturrate, Eduardo; Adhikari, Samrachana; Pulgarin, Claudia; Quinones-Camacho, Adriana; Yuriditsky, Eugene; Horowitz, James; Jung, Albert S; Massera, Daniele; Keller, Norma M; Fishman, Glenn I; Horwitz, Leora; Troxel, Andrea B; Hochman, Judith S; Reynolds, Harmony R
BACKGROUND:Male sex, elevated troponin levels, and elevated D-dimer levels are associated with more complicated COVID-19 illness and greater mortality; however, while there are known sex differences in the prognostic value of troponin and D-dimer in other disease states, it is unknown whether they exist in the setting of COVID-19. OBJECTIVE:We assessed whether sex modified the relationship between troponin, D-dimer, and severe COVID-19 illness (defined as mechanical ventilation, ICU admission or transfer, discharge to hospice, or death). METHODS:We conducted a retrospective cohort study of patients hospitalized with COVID-19 at a large, academic health system. We used multivariable regression to assess associations between sex, troponin, D-dimer, and severe COVID-19 illness, adjusting for demographic, clinical, and laboratory covariates. To test whether sex modified the relationship between severe COVID-19 illness and troponin or D-dimer, models with interaction terms were utilized. RESULTS:Among 4,574 patients hospitalized with COVID-19, male sex was associated with higher levels of troponin and greater odds of severe COVID-19 illness, but lower levels of initial D-dimer when compared with female sex. While sex did not modify the relationship between troponin level and severe COVID-19 illness, peak D-dimer level was more strongly associated with severe COVID-19 illness in male patients compared to female patients (males: OR=2.91, 95%CI=2.63-2.34, p<0.001; females: OR=2.31, 95%CI=2.04-2.63, p<0.001; p-interaction=0.005). CONCLUSION/CONCLUSIONS:Sex did not modify the association between troponin level and severe COVID-19 illness, but did modify the association between peak D-dimer and severe COVID-19 illness, suggesting greater prognostic value for D-dimer in males with COVID-19.
PMCID:9597518
PMID: 36334466
ISSN: 1527-3288
CID: 5358922
The first 20 months of the COVID-19 pandemic: Mortality, intubation and ICU rates among 104,590 patients hospitalized at 21 United States health systems
Fiore, Michael C; Smith, Stevens S; Adsit, Robert T; Bolt, Daniel M; Conner, Karen L; Bernstein, Steven L; Eng, Oliver D; Lazuk, David; Gonzalez, Alec; Jorenby, Douglas E; D'Angelo, Heather; Kirsch, Julie A; Williams, Brian; Nolan, Margaret B; Hayes-Birchler, Todd; Kent, Sean; Kim, Hanna; Piasecki, Thomas M; Slutske, Wendy S; Lubanski, Stan; Yu, Menggang; Suk, Youmi; Cai, Yuxin; Kashyap, Nitu; Mathew, Jomol P; McMahan, Gabriel; Rolland, Betsy; Tindle, Hilary A; Warren, Graham W; An, Lawrence C; Boyd, Andrew D; Brunzell, Darlene H; Carrillo, Victor; Chen, Li-Shiun; Davis, James M; Dilip, Deepika; Ellerbeck, Edward F; Iturrate, Eduardo; Jose, Thulasee; Khanna, Niharika; King, Andrea; Klass, Elizabeth; Newman, Michael; Shoenbill, Kimberly A; Tong, Elisa; Tsoh, Janice Y; Wilson, Karen M; Theobald, Wendy E; Baker, Timothy B
MAIN OBJECTIVE:There is limited information on how patient outcomes have changed during the COVID-19 pandemic. This study characterizes changes in mortality, intubation, and ICU admission rates during the first 20 months of the pandemic. STUDY DESIGN AND METHODS:University of Wisconsin researchers collected and harmonized electronic health record data from 1.1 million COVID-19 patients across 21 United States health systems from February 2020 through September 2021. The analysis comprised data from 104,590 adult hospitalized COVID-19 patients. Inclusion criteria for the analysis were: (1) age 18 years or older; (2) COVID-19 ICD-10 diagnosis during hospitalization and/or a positive COVID-19 PCR test in a 14-day window (+/- 7 days of hospital admission); and (3) health system contact prior to COVID-19 hospitalization. Outcomes assessed were: (1) mortality (primary), (2) endotracheal intubation, and (3) ICU admission. RESULTS AND SIGNIFICANCE:The 104,590 hospitalized participants had a mean age of 61.7 years and were 50.4% female, 24% Black, and 56.8% White. Overall risk-standardized mortality (adjusted for age, sex, race, ethnicity, body mass index, insurance status and medical comorbidities) declined from 16% of hospitalized COVID-19 patients (95% CI: 16% to 17%) early in the pandemic (February-April 2020) to 9% (CI: 9% to 10%) later (July-September 2021). Among subpopulations, males (vs. females), those on Medicare (vs. those on commercial insurance), the severely obese (vs. normal weight), and those aged 60 and older (vs. younger individuals) had especially high mortality rates both early and late in the pandemic. ICU admission and intubation rates also declined across these 20 months. CONCLUSIONS:Mortality, intubation, and ICU admission rates improved markedly over the first 20 months of the pandemic among adult hospitalized COVID-19 patients although gains varied by subpopulation. These data provide important information on the course of COVID-19 and identify hospitalized patient groups at heightened risk for negative outcomes. TRIAL REGISTRATION:ClinicalTrials.gov Identifier: NCT04506528 (https://clinicaltrials.gov/ct2/show/NCT04506528).
PMCID:9518859
PMID: 36170336
ISSN: 1932-6203
CID: 5334332
Clinical and genomic signatures of SARS-CoV-2 Delta breakthrough infections in New York
Duerr, Ralf; Dimartino, Dacia; Marier, Christian; Zappile, Paul; Levine, Samuel; Francois, Fritz; Iturrate, Eduardo; Wang, Guiqing; Dittmann, Meike; Lighter, Jennifer; Elbel, Brian; Troxel, Andrea B; Goldfeld, Keith S; Heguy, Adriana
BACKGROUND:In 2021, Delta became the predominant SARS-CoV-2 variant worldwide. While vaccines have effectively prevented COVID-19 hospitalization and death, vaccine breakthrough infections increasingly occurred. The precise role of clinical and genomic determinants in Delta infections is not known, and whether they contributed to increased rates of breakthrough infections compared to unvaccinated controls. METHODS:We studied SARS-CoV-2 variant distribution, dynamics, and adaptive selection over time in relation to vaccine status, phylogenetic relatedness of viruses, full genome mutation profiles, and associated clinical and demographic parameters. FINDINGS/RESULTS:We show a steep and near-complete replacement of circulating variants with Delta between May and August 2021 in metropolitan New York. We observed an increase of the Delta sublineage AY.25 (14% in vaccinated, 7% in unvaccinated), its spike mutation S112L, and AY.44 (8% in vaccinated, 2% in unvaccinated) with its nsp12 mutation F192V in breakthroughs. Delta infections were associated with younger age and lower hospitalization rates than Alpha. Delta breakthrough infections increased significantly with time since vaccination, and, after adjusting for confounders, they rose at similar rates as in unvaccinated individuals. INTERPRETATION/CONCLUSIONS:We observed a modest adaptation of Delta genomes in breakthrough infections in New York, suggesting an improved genomic framework to support Delta's epidemic growth in times of waning vaccine protection despite limited impact on vaccine escape. FUNDING/BACKGROUND:The study was supported by NYU institutional funds. The NYULH Genome Technology Center is partially supported by the Cancer Center Support Grant P30CA016087 at the Laura and Isaac Perlmutter Cancer Center.
PMCID:9323230
PMID: 35906172
ISSN: 2352-3964
CID: 5277042
Pathogen Species Is Associated With Mortality in Nosocomial Bloodstream Infection in Patients With COVID-19
Gago, Juan; Filardo, Thomas D; Conderino, Sarah; Magaziner, Samuel J; Dubrovskaya, Yanina; Inglima, Kenneth; Iturrate, Eduardo; Pironti, Alejandro; Schluter, Jonas; Cadwell, Ken; Hochman, Sarah; Li, Huilin; Torres, Victor J; Thorpe, Lorna E; Shopsin, Bo
Background/UNASSIGNED:The epidemiology of nosocomial bloodstream infections (NBSIs) in patients with coronavirus disease 2019 (COVID-19) is poorly understood, due in part to substantial disease heterogeneity resulting from multiple potential pathogens. Methods/UNASSIGNED:We identified risk factors for NBSIs and examined the association between NBSIs and mortality in a retrospective cohort of patients hospitalized with COVID-19 in 2 New York City hospitals during the height of the pandemic. We adjusted for the potential effects of factors likely to confound that association, including age, race, illness severity upon admission, and underlying health status. Results/UNASSIGNED:infections did not have an identifiable source and were not associated with common risk factors for infection by these organisms. Conclusions/UNASSIGNED:Pathogen species and mortality exhibited temporal differences. Early recognition of risk factors among COVID-19 patients could potentially decrease NBSI-associated mortality through early COVID-19 and antimicrobial treatment.
PMCID:8992347
PMID: 35607701
ISSN: 2328-8957
CID: 5283852
The Impact of Telemedicine on Physicians' After-hours Electronic Health Record "Work Outside Work" During the COVID-19 Pandemic: Retrospective Cohort Study
Lawrence, Katharine; Nov, Oded; Mann, Devin; Mandal, Soumik; Iturrate, Eduardo; Wiesenfeld, Batia
BACKGROUND:Telemedicine as a mode of health care work has grown dramatically during the COVID-19 pandemic; the impact of this transition on clinicians' after-hours electronic health record (EHR)-based clinical and administrative work is unclear. OBJECTIVE:This study assesses the impact of the transition to telemedicine during the COVID-19 pandemic on physicians' EHR-based after-hours workload (ie, "work outside work") at a large academic medical center in New York City. METHODS:We conducted an EHR-based retrospective cohort study of ambulatory care physicians providing telemedicine services before the pandemic, during the acute pandemic, and after the acute pandemic, relating EHR-based after-hours work to telemedicine intensity (ie, percentage of care provided via telemedicine) and clinical load (ie, patient load per provider). RESULTS:A total of 2129 physicians were included in this study. During the acute pandemic, the volume of care provided via telemedicine significantly increased for all physicians, whereas patient volume decreased. When normalized by clinical load (ie, average appointments per day by average clinical days per week), telemedicine intensity was positively associated with work outside work across time periods. This association was strongest after the acute pandemic. CONCLUSIONS:Taking physicians' clinical load into account, physicians who devoted a higher proportion of their clinical time to telemedicine throughout various stages of the pandemic engaged in higher levels of EHR-based after-hours work compared to those who used telemedicine less intensively. This suggests that telemedicine, as currently delivered, may be less efficient than in-person-based care and may increase the after-hours work burden of physicians.
PMCID:9337620
PMID: 35749661
ISSN: 2291-9694
CID: 5282312