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Knowlton LM, Arnow K, Trickey AW, Tran LD, Harris AH, Morris AM, Wagner TH. Hospital Presumptive Eligibility Emergency Medicaid Programs: An Opportunity for Continuous Insurance Coverage? Med Care 2024; 62:567-574. [PMID: 38986116 PMCID: PMC11315624 DOI: 10.1097/mlr.0000000000002026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/12/2024]
Abstract
BACKGROUND Lack of health insurance is a public health crisis, leading to foregone care and financial strain. Hospital Presumptive Eligibility (HPE) is a hospital-based emergency Medicaid program that provides temporary (up to 60 d) coverage, with the goal that hospitals will assist patients in applying for ongoing Medicaid coverage. It is unclear whether HPE is associated with successful longer-term Medicaid enrollment. OBJECTIVE To characterize Medicaid enrollment 6 months after initiation of HPE and determine sociodemographic, clinical, and geographic factors associated with Medicaid enrollment. DESIGN This was a cohort study of all HPE approved inpatients in California, using claims data from the California Department of Healthcare Services. SETTING The study was conducted across all HPE-participating hospitals within California between January 1, 2016 and December 31, 2017. PARTICIPANTS We studied California adult hospitalized inpatients, who were uninsured at the time of hospitalization and approved for HPE emergency Medicaid. Using multivariable logistic regression models, we compared HPE-approved patients who enrolled in Medicaid by 6 months versus those who did not. EXPOSURES HPE emergency Medicaid approval at the time of hospitalization. MAIN OUTCOMES AND MEASURES The primary outcome was full-scope Medicaid enrollment by 6 months after the hospital's presumptive eligibility approval. RESULTS Among 71,335 inpatient HPE recipients, a total of 45,817 (64.2%) enrolled in Medicaid by 6 months. There was variability in Medicaid enrollment across counties in California (33%-100%). In adjusted analyses, Spanish-preferred-language patients were less likely to enroll in Medicaid (aOR 0.77, P <0.001). Surgical intervention (aOR 1.10, P <0.001) and discharge to another inpatient facility or a long-term care facility increased the odds of Medicaid enrollment (vs. routine discharge home: aOR 2.24 and aOR 1.96, P <0.001). CONCLUSION California patients who enroll in HPE often enroll in Medicaid coverage by 6 months, particularly among patients requiring surgical intervention, repeated health care visits, and ongoing access to care. Future opportunities include prospective evaluation of HPE recipients to understand the impact that Medicaid enrollment has on health care utilization and financial solvency.
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Affiliation(s)
- Lisa Marie Knowlton
- Department of Surgery, Stanford University School of Medicine, Stanford, CA
- Stanford-Surgery Policy Improvement Research and Education Center (S-SPIRE), Stanford, CA
| | - Katherine Arnow
- Stanford-Surgery Policy Improvement Research and Education Center (S-SPIRE), Stanford, CA
| | - Amber W. Trickey
- Stanford-Surgery Policy Improvement Research and Education Center (S-SPIRE), Stanford, CA
| | - Linda D. Tran
- Stanford-Surgery Policy Improvement Research and Education Center (S-SPIRE), Stanford, CA
| | - Alex H.S. Harris
- Stanford-Surgery Policy Improvement Research and Education Center (S-SPIRE), Stanford, CA
| | - Arden M. Morris
- Department of Surgery, Stanford University School of Medicine, Stanford, CA
- Stanford-Surgery Policy Improvement Research and Education Center (S-SPIRE), Stanford, CA
| | - Todd H. Wagner
- Stanford-Surgery Policy Improvement Research and Education Center (S-SPIRE), Stanford, CA
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Qalby N, Arsyad DS, Qanitha A, Cramer MJ, Appelman Y, Pabittei DR, Doevendans PA, Mappangara I, Muzakkir AF. In-hospital mortality of patients with acute coronary syndrome (ACS) after implementation of national health insurance (NHI) in Indonesia. BMC Health Serv Res 2024; 24:284. [PMID: 38443913 PMCID: PMC10916244 DOI: 10.1186/s12913-024-10637-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2023] [Accepted: 01/25/2024] [Indexed: 03/07/2024] Open
Abstract
BACKGROUND The National Health Insurance (NHI) was implemented in Indonesia in 2014, and cardiovascular diseases are one of the diseases that have overburdened the healthcare system. However, data concerning the relationship between NHI and cardiovascular healthcare in Indonesia are scarce. We aimed to describe changes in cardiovascular healthcare after the implementation of the NHI while determining whether the implementation of the NHI is related to the in-hospital mortality of patients with acute coronary syndrome (ACS). METHODS This is a retrospective comparative study of two cohorts in which we compared the data of 364 patients with ACS from 2013 to 2014 (Cohort 1), before and early after NHI implementation, with those of 1142 patients with ACS from 2018 to 2020 (Cohort 2), four years after NHI initiation, at a tertiary cardiac center in Makassar, Indonesia. We analyzed the differences between both cohorts using chi-square test and Mann-Whitney U test. To determine the association between NHI and in-hospital mortality, we conducted multivariable logistic regression analysis. RESULTS We observed an increase in NHI users (20.1% to 95.6%, p < 0.001) accompanied by a more than threefold increase in patients with ACS admitted to the hospital in Cohort 2 (from 364 to 1142, p < 0.001). More patients with ACS received invasive treatment in Cohort 2, with both thrombolysis and percutaneous coronary intervention (PCI) rates increasing more than twofold (9.2% to 19.2%; p < 0.001). There was a 50.8% decrease in overall in-hospital mortality between Cohort 1 and Cohort 2 (p < 0.001). CONCLUSIONS This study indicated the potential beneficial effect of universal health coverage (UHC) in improving cardiovascular healthcare by providing more accessible treatment. It can provide evidence to urge the Indonesian government and other low- and middle-income nations dealing with cardiovascular health challenges to adopt and prioritize UHC.
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Affiliation(s)
- Nurul Qalby
- Department of Cardiology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.
- Department of Public Health, Faculty of Medicine, Hasanuddin University, Makassar, Indonesia.
| | - Dian S Arsyad
- Department of Cardiology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
- Department of Epidemiology, Faculty of Public Health, Hasanuddin University, Makassar, Indonesia
| | - Andriany Qanitha
- Department of Physiology, Faculty of Medicine, Hasanuddin University, Makassar, Indonesia
| | - Maarten J Cramer
- Department of Cardiology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Yolande Appelman
- Department of Cardiology, Cardiovascular Sciences, Amsterdam UMC Location VUMC, Amsterdam, the Netherlands
| | - Dara R Pabittei
- Department of Physiology, Faculty of Medicine, Hasanuddin University, Makassar, Indonesia
- Department of Cardiothoracic Surgery, AMC Heart Center, Amsterdam UMC Location AMC, Amsterdam, The Netherlands
| | - Pieter A Doevendans
- Department of Cardiology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
- Netherlands Heart Institute, Utrecht, The Netherlands
- Central Military Hospital, Utrecht, The Netherlands
| | - Idar Mappangara
- Department of Cardiology and Vascular Medicine, Faculty of Medicine, Hasanuddin University, Makassar, Indonesia
| | - Akhtar Fajar Muzakkir
- Department of Cardiology and Vascular Medicine, Faculty of Medicine, Hasanuddin University, Makassar, Indonesia.
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Pichert MD, Canavan ME, Maduka RC, Li AX, Ermer T, Zhan PL, Kaminski M, Udelsman BV, Blasberg JD, Park HS, Goldberg SB, Boffa DJ. Immunotherapy After Chemotherapy and Radiation for Clinical Stage III Lung Cancer. JAMA Netw Open 2022; 5:e2224478. [PMID: 35925606 PMCID: PMC9353596 DOI: 10.1001/jamanetworkopen.2022.24478] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
IMPORTANCE The 2017 international PACIFIC trial established a role for immunotherapy after chemoradiation for unresectable stage III non-small cell lung cancer (NSCLC). However, in the US, patients with NSCLC commonly differ from clinical trial populations in terms of age, health, access to care, and treatment course, which may all factor into the efficacy of immunotherapy. OBJECTIVE To determine the outcomes of immunotherapy use in unresectable stage III NSCLC in the general US population. DESIGN, SETTING, AND PARTICIPANTS This cohort study analyzed the National Cancer Database for patients diagnosed with clinical stage III NSCLC between 2015 and 2017 with follow-up through the end of 2018 who were treated with chemotherapy and radiation. Data were analyzed January 2022. MAIN OUTCOMES AND MEASURES Mortality hazard in a multivariable Cox proportional hazards model and survival among a propensity-matched sample treated with chemotherapy and radiation, with and without immunotherapy. RESULTS A total of 23 811 patients with clinical stage III NSCLC with median (IQR) age 66 (59-72) years met inclusion criteria (10 454 [43.9%] women; 564 [2.4%] Asian, 2930 [12.3%] Black, 20 077 [84.3%] White patients), including 209 (16.1%) patients with multiple comorbidities and 1297 (5.4%) immunotherapy recipients. Immunotherapy after chemotherapy and radiation was associated with reduced mortality (hazard ratio [HR], 0.74; 95% CI, 0.67-0.82; P < .001). Among a propensity-matched sample, immunotherapy was associated with superior 3-year survival (52% [1297 patients at 0 months, 56 patients at 36 months] vs 44% [2594 patients at 0 months, 173 patients at 36 months]; P < .001). The treatment of 833 patients who received immunotherapy (64.2%) differed from the PACIFIC trial protocol, including 221 patients (17.0%) who received radiation doses outside of the protocol range and 731 patients (56.4%) who started immunotherapy more than 6 weeks after radiation was completed. The survival advantage of immunotherapy persisted when initiated up to 12 weeks after radiation was completed (HR, 0.75; 95% CI, 0.61-0.92). Among patients who received radiation outside the PACIFIC protocol range, the survival advantage of immunotherapy was not significant (HR, 0.87; 95% CI, 0.69-1.01). CONCLUSIONS AND RELEVANCE In this cohort study, immunotherapy after chemotherapy and radiation for stage III NSCLC was associated with a survival advantage in the general US population despite two-thirds of patients treated differently than the PACIFIC protocol. The findings suggest there may be flexibility in the timing of immunotherapy initiation after radiation; further study is warranted to clarify the clinical benefits of immunotherapy.
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Affiliation(s)
- Matthew D. Pichert
- Division of Thoracic Surgery, Department of Surgery, Yale University School of Medicine, New Haven, Connecticut
| | - Maureen E. Canavan
- Division of Thoracic Surgery, Department of Surgery, Yale University School of Medicine, New Haven, Connecticut
- Cancer Outcomes Public Policy and Effectiveness Research Center, Department of Internal Medicine, Yale University School of Medicine, New Haven, Connecticut
| | - Richard C. Maduka
- Division of Thoracic Surgery, Department of Surgery, Yale University School of Medicine, New Haven, Connecticut
| | - Andrew X. Li
- Division of Thoracic Surgery, Department of Surgery, Yale University School of Medicine, New Haven, Connecticut
| | - Theresa Ermer
- Division of Thoracic Surgery, Department of Surgery, Yale University School of Medicine, New Haven, Connecticut
- London School of Hygiene and Tropical Medicine, University of London, London, United Kingdom
| | - Peter L. Zhan
- Division of Thoracic Surgery, Department of Surgery, Yale University School of Medicine, New Haven, Connecticut
| | - Michael Kaminski
- Division of Thoracic Surgery, Department of Surgery, Yale University School of Medicine, New Haven, Connecticut
| | - Brooks V. Udelsman
- Division of Thoracic Surgery, Department of Surgery, Yale University School of Medicine, New Haven, Connecticut
| | - Justin D. Blasberg
- Division of Thoracic Surgery, Department of Surgery, Yale University School of Medicine, New Haven, Connecticut
| | - Henry S. Park
- Department of Therapeutic Radiology, Yale School of Medicine, Smilow Cancer Hospital at Yale, New Haven, Connecticut
| | - Sarah B. Goldberg
- Section of Medical Oncology, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut
| | - Daniel J. Boffa
- Division of Thoracic Surgery, Department of Surgery, Yale University School of Medicine, New Haven, Connecticut
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Vallabhajosyula S, Kumar V, Sundaragiri PR, Cheungpasitporn W, Miller PE, Patlolla SH, Gersh BJ, Lerman A, Jaffe AS, Shah ND, Holmes DR, Bell MR, Barsness GW. Management and Outcomes of Acute Myocardial Infarction-Cardiogenic Shock in Uninsured Compared With Privately Insured Individuals. Circ Heart Fail 2022; 15:e008991. [PMID: 35240866 PMCID: PMC9930186 DOI: 10.1161/circheartfailure.121.008991] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND There are limited data on uninsured patients presenting with acute myocardial infarction-cardiogenic shock (AMI-CS). This study sought to compare the management and outcomes of AMI-CS between uninsured and privately insured individuals. METHODS Using the National Inpatient Sample (2000-2016), a retrospective cohort of adult (≥18 years) uninsured admissions (primary payer-self-pay or no charge) were compared with privately insured individuals. Interhospital transfers were excluded. Outcomes of interest included in-hospital mortality, temporal trends in admissions, use of cardiac procedures, do-not-resuscitate status, palliative care referrals, and resource utilization. RESULTS Of 402 182 AMI-CS admissions, 21 966 (5.4%) and 93 814 (23.3%) were uninsured and privately insured. Compared with private insured individuals, uninsured admissions were younger, male, from a lower socioeconomic status, had lower comorbidity, higher rates of acute organ failure, ST-segment elevation AMI-CS (77.3% versus 76.4%), and concomitant cardiac arrest (33.8% versus 31.9%; all P<0.001). Compared with 2000, in 2016, there were more uninsured (adjusted odds ratio, 1.15 [95% CI, 1.13-1.17]; P<0.001) and less privately insured admissions (adjusted odds ratio, 0.85 [95% CI, 0.83-0.87]; P<0.001). Uninsured individuals received less frequent coronary angiography (79.5% versus 81.0%), percutaneous coronary intervention (60.8% versus 62.2%), mechanical circulatory support (54% versus 55.5%), and had higher palliative care (3.8% versus 3.2%) and do-not-resuscitate status use (4.4% versus 3.2%; all P<0.001). Uninsured admissions had higher in-hospital mortality (adjusted odds ratio, 1.62 [95% CI, 1.55-1.68]; P<0.001) and resource utilization. CONCLUSIONS Uninsured individuals have higher in-hospital mortality and lower use of guideline-directed therapies in AMI-CS compared with privately insured individuals.
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Affiliation(s)
- Saraschandra Vallabhajosyula
- Section of Cardiovascular Medicine, Department of Medicine, Wake Forest University School of Medicine, Winston-Salem, North Carolina
| | - Vinayak Kumar
- Department of Cardiovascular Medicine, Mayo Clinic, Rochester, Minnesota
| | - Pranathi R Sundaragiri
- Department of Primary Care Internal Medicine, Wake Forest Baptist Health, High Point, North Carolina
| | - Wisit Cheungpasitporn
- Division of Nephrology and Hypertension, Department of Medicine, Mayo Clinic, Rochester, Minnesota
| | - P Elliott Miller
- Division of Cardiovascular Medicine, Department of Medicine, Yale University School of Medicine, New Haven, Connecticut
| | | | - Bernard J Gersh
- Department of Cardiovascular Medicine, Mayo Clinic, Rochester, Minnesota
| | - Amir Lerman
- Department of Cardiovascular Medicine, Mayo Clinic, Rochester, Minnesota
| | - Allan S Jaffe
- Department of Cardiovascular Medicine, Mayo Clinic, Rochester, Minnesota
| | - Nilay D Shah
- Robert D. and Patricia E. Kern Center for the Science of Healthcare Delivery, Mayo Clinic, Rochester, Minnesota,Department of Health Services Research, Mayo Clinic, Rochester, Minnesota
| | - David R Holmes
- Department of Cardiovascular Medicine, Mayo Clinic, Rochester, Minnesota
| | - Malcolm R Bell
- Department of Cardiovascular Medicine, Mayo Clinic, Rochester, Minnesota
| | - Gregory W Barsness
- Department of Cardiovascular Medicine, Mayo Clinic, Rochester, Minnesota
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Matetic A, Doolub G, Van Spall HGC, Alkhouli M, Quan H, Butalia S, Myint PK, Bagur R, Pana TA, Mohamed MO, Mamas MA. Distribution, management and outcomes of AMI according to principal diagnosis priority during inpatient admission. Int J Clin Pract 2021; 75:e14554. [PMID: 34152064 DOI: 10.1111/ijcp.14554] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/12/2021] [Accepted: 06/15/2021] [Indexed: 11/27/2022] Open
Abstract
BACKGROUND In recent years, there has been a growing interest in outcomes of patients with acute myocardial infarction (AMI) using large administrative datasets. The present study was designed to compare the characteristics, management strategies and acute outcomes between patients with primary and secondary AMI diagnoses in a national cohort of patients. METHODS All hospitalisations of adults (≥18 years) with a discharge diagnosis of AMI in the US National Inpatient Sample from January 2004 to September 2015 were included, stratified by primary or secondary AMI. The International Classification of Diseases, ninth revision and Clinical Classification Software codes were used to identify patient comorbidities, procedures and clinical outcomes. RESULTS A total of 10 864 598 weighted AMI hospitalisations were analysed, of which 7 186 261 (66.1%) were primary AMIs and 3 678 337 (33.9%) were secondary AMI. Patients with primary AMI diagnoses were younger (median 68 vs 74 years, P < .001) and less likely to be female (39.6% vs 48.5%, P < .001). Secondary AMI was associated with lower odds of receipt of coronary angiography (aOR 0.19; 95%CI 0.18-0.19) and percutaneous coronary intervention (0.24; 0.23-0.24). Secondary AMI was associated with increased odds of MACCE (1.73; 1.73-1.74), mortality (1.71; 1.70-1.72), major bleeding (1.64; 1.62-1.65), cardiac complications (1.69; 1.65-1.73) and stroke (1.68; 1.67-1.70) (P < .001 for all). CONCLUSIONS Secondary AMI diagnoses account for one-third of AMI admissions. Patients with secondary AMI are older, less likely to receive invasive care and have worse outcomes than patients with a primary diagnosis code of AMI. Future studies should consider both primary and secondary AMI diagnoses codes in order to accurately inform clinical decision-making and health planning.
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Affiliation(s)
- Andrija Matetic
- Department of Cardiology, University Hospital of Split, Split, Croatia
- Department of Pathophysiology, University of Split School of Medicine, Split, Croatia
| | - Gemina Doolub
- Department of Cardiology, Bristol Heart Institute, Bristol, UK
| | - Harriette G C Van Spall
- Department of Medicine, McMaster University, Hamilton, ON, Canada
- Population Health Research Institute, Hamilton, ON, Canada
- ICES, Hamilton, ON, Canada
| | | | - Hude Quan
- Libin Cardiovascular Institute, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- O'Brien Institute for Public Health, Cumming School of Medicine, Calgary, AB, Canada
- University of Calgary, Calgary, AB, Canada
| | - Sonia Butalia
- Department of Medicine, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
- Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada
| | - Phyo K Myint
- Institute of Applied Health Sciences, University of Aberdeen, Aberdeen, UK
| | - Rodrigo Bagur
- Keele Cardiovascular Research Group, Centre for Prognosis Research, Keele University, Keele, UK
| | - Tiberiu A Pana
- Institute of Applied Health Sciences, University of Aberdeen, Aberdeen, UK
| | - Mohamed O Mohamed
- Keele Cardiovascular Research Group, Centre for Prognosis Research, Keele University, Keele, UK
| | - Mamas A Mamas
- Keele Cardiovascular Research Group, Centre for Prognosis Research, Keele University, Keele, UK
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Sulaiman S, Kawsara A, Mohamed MO, Van Spall HGC, Sutton N, Holmes DR, Mamas MA, Alkhouli M. Treatment Effect of Percutaneous Coronary Intervention in Men Versus Women With ST-Segment-Elevation Myocardial Infarction. J Am Heart Assoc 2021; 10:e021638. [PMID: 34533043 PMCID: PMC8649522 DOI: 10.1161/jaha.121.021638] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/14/2021] [Accepted: 07/22/2021] [Indexed: 11/16/2022]
Abstract
Background Women are less likely to receive primary percutaneous coronary intervention (pPCI) than men. A potential reason is risk aversion because of the worse outcomes with pPCI among women. However, whether pPCI is associated with a comparable mortality benefit in men and women remains unknown. Methods and Results We selected patients admitted with a principal diagnosis of ST-segment-elevation myocardial infarction in the National Inpatient Sample (2016-2018). We used propensity-score matching to calculate average treatment effects of pPCI for in-hospital mortality, major complications, length of stay, and cost. As a sensitivity analysis, we used logit models followed by a marginal command to calculate the average marginal effect. We included 413 500 weighted hospitalizations (30.7% women, 69.3% men). Women had more comorbidities except smoking and prior sternotomy. Compared with men, women were less likely to undergo angiography (81.0% versus 87.0%; adjusted odds ratio [OR], 0.77; 95% CI, 0.74-0.81; P<0.001) or pPCI (74.0% versus 82.0%; adjusted OR, 0.76; 95% CI, 0.73-0.79; P<0.001). There were no significant differences in average treatment effects of pPCI on mortality between men (-8.4% [-9.3% to -7.6%], P<0.001), and women (-9.5% [-10.8% to -8.3%], P<0.001) (P interaction=0.16). This persisted in age-stratified analyses (≥85, 65-84, 45-64, <45 years) and sensitivity analysis, excluding emergent admissions. The average treatment effects of pPCI on major complications were comparable except for acute stroke, leaving against medical advice, and palliative encounter. There were no differences in the average treatment effects of pPCI on length of stay, but the proportional increase in cost with pPCI was higher in women. Conclusions pPCI results in a comparable reduction in in-hospital mortality in men and women. Nonetheless, risk-adjusted rates of pPCI remain lower in women in contemporary US practice.
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Affiliation(s)
| | - Akram Kawsara
- Division of CardiologyWest Virginia UniversityMorgantownWV
| | - Mohamed O. Mohamed
- Keele Cardiovascular Research GroupCentre for Prognosis ResearchKeele UniversityStoke‐on‐TrentUnited Kingdom
| | - Harriette G. C. Van Spall
- Department of MedicineDivision of CardiologyMcMaster UniversityHamiltonOntarioCanada
- Department of Health Research Methods, Evidence, and ImpactMcMaster UniversityHamiltonOntarioCanada
- Population Health Research InstituteHamiltonOntarioCanada
- ICES (Cardiovascular Research Program)McMaster UniversityHamiltonOntarioCanada
| | - Nadia Sutton
- Division of Cardiovascular MedicineDepartment of Internal MedicineUniversity of MichiganAnn ArborMI
| | | | - Mamas A. Mamas
- Keele Cardiovascular Research GroupCentre for Prognosis ResearchKeele UniversityStoke‐on‐TrentUnited Kingdom
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