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Lauren Cipriano is an Assistant Professor in Management Science at the Ivey Business School. Lauren's research interests focus on the application of statistics, economics, operations research, and systems analysis to health policy problems.
- Decision Making with Analytics, HBA core
- B.Sc., Honors Biochemistry, Western University
- HBA, Ivey Business School, Western University
- M.S., Statistics, Stanford University
- Ph.D., Management Science, Stanford University
Recent Refereed Articles
Cipriano, L. E.; Weber, T. A.,
(Forthcoming), "Population-level intervention and information collection in dynamic healthcare policy", Health Care Management Science: 1 - 28.
Abstract: © 2017 The Author(s) We develop a general framework for optimal health policy design in a dynamic setting. We consider a hypothetical medical intervention for a cohort of patients where one parameter varies across cohorts with imperfectly observable linear dynamics. We seek to identify the optimal time to change the current health intervention policy and the optimal time to collect decision-relevant information. We formulate this problem as a discrete-time, infinite-horizon Markov decision process and we establish structural properties in terms of first and second-order monotonicity. We demonstrate that it is generally optimal to delay information acquisition until an effect on decisions is sufficiently likely. We apply this framework to the evaluation of hepatitis C virus (HCV) screening in the general population determining which birth cohorts to screen for HCV and when to collect information about HCV prevalence.
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Sposato, L. A.; Cerasuolo, J. O.; Cipriano, L. E.; Fang, J.; Fridman, S.; Paquet, M.; Saposnik, G.,
2018, "Atrial fibrillation detected after stroke is related to a low risk of ischemic stroke recurrence", Neurology, March 90(11): e924 - e931.
Paquet, M.; Cerasuolo, J. O.; Thorburn, V.; Fridman, S.; Alsubaie, R.; Lopes, R. D.; Cipriano, L. E.; Salamone, P.; Melling, C. W. J.; Khan, A. R., et al.,
2018, "Pathophysiology and Risk of Atrial Fibrillation Detected after Ischemic Stroke (PARADISE): A Translational, Integrated, and Transdisciplinary Approach", Journal of Stroke and Cerebrovascular Diseases, March 27(3): 606 - 619.
Abstract: © 2018 National Stroke Association Background: It has been hypothesized that ischemic stroke can cause atrial fibrillation. By elucidating the mechanisms of neurogenically mediated paroxysmal atrial fibrillation, novel therapeutic strategies could be developed to prevent atrial fibrillation occurrence and perpetuation after stroke. This could result in fewer recurrent strokes and deaths, a reduction or delay in dementia onset, and in the lessening of the functional, structural, and metabolic consequences of atrial fibrillation on the heart. Methods: The Pathophysiology and Risk of Atrial Fibrillation Detected after Ischemic Stroke (PARADISE) study is an investigator-driven, translational, integrated, and transdisciplinary initiative. It comprises 3 complementary research streams that focus on atrial fibrillation detected after stroke: experimental, clinical, and epidemiological. The experimental stream will assess pre- and poststroke electrocardiographic, autonomic, anatomic (brain and heart pathology), and inflammatory trajectories in an animal model of selective insular cortex ischemic stroke. The clinical stream will prospectively investigate autonomic, inflammatory, and neurocognitive changes among patients diagnosed with atrial fibrillation detected after stroke by employing comprehensive and validated instruments. The epidemiological stream will focus on the demographics, clinical characteristics, and outcomes of atrial fibrillation detected after stroke at the population level by means of the Ontario Stroke Registry, a prospective clinical database that comprises over 23,000 patients with ischemic stroke. Conclusions: PARADISE is a translational research initiative comprising experimental, clinical, and epidemiological research aimed at characterizing clinical features, the pathophysiology, and outcomes of neurogenic atrial fibrillation detected after stroke.
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Reza Azarpazhooh, M.; Avan, A.; Cipriano, L. E.; Muno, D. G.; Sposato, L. A.; Hachinski, V.,
2018, "Concomitant vascular and neurodegenerative pathologies double the risk of dementia", Alzheimer's & Dementia, February 14(2): 148 - 156.
Abstract: Introductionbr The relative contributions of vascular and degenerative pathology to dementia are unknown. We aim to quantify the proportion of dementia explained by potentially preventable vascular lesions. brbr Methodsbr We systematically searched for population-based cohorts before February 2017 reporting clinicopathological data for individuals with and without dementia. We calculated the summary proportion and absolute risk of dementia comparing subjects with and without the pathology.brbr Resultsbr We identified 10 studies comprising 2856 subjects. Vascular-type pathology and mixed pathology are respectively two and three times more likely in demented patients. The summary proportion of dementia is 77%86% in subjects with mixed degenerative and vascular pathology and 45% in subjects with pure Alzheimer-type pathology.brbr Discussionbr Patients with mixed pathologies have nearly twice the incremental risk of dementia compared with patients with only Alzheimer-type lesions. Consequently, many cases of dementia could be prevented or delayed by targeting the vascular component.
Cerasuolo, J. O.; Cipriano, L. E.; Sposato, L. A.; Kapral, M. K.; Fang, J.; Gill, S. S.; Hackam, D. G.; Hachinski, V.,
2017, "Population-based stroke and dementia incidence trends: Age and sex variations", Alzheimer's & Dementia, October 13(10): 1081 - 1088.
Abstract: Introduction br We discovered a concomitant decline in stroke and dementia incidence rates at a whole population level in Ontario, Canada. This study explores these trends within demographic subgroups.brbr Methodsbr We analyzed administrative data sources using validated algorithms to calculate stroke and dementia incidence rates from 2002 to 2013.brbr Resultsbr For more than 12 years, stroke incidence remained unchanged among those aged 20 to 49 years and decreased for those aged 50 to 64, 65 to 79, and 80+ years by 22.7%, 36.9%, and 37.9%, respectively. Dementia incidence increased by 17.3% and 23.5% in those aged 20 to 49 and 50 to 64 years, respectively, remained unchanged in those aged 65 to 79 years, and decreased by 15.4% in those aged 80+ years.brbr Discussionbr The concomitant decline in stroke and dementia incidence rates may depict how successful stroke prevention has targeted shared risk factors of both conditions, especially at advanced ages where such risk factors are highly prevalent. We lend support for the development of an integrated system of stroke and dementia prevention.
Sposato, L. A.; Ruiz Vargas, E.; Riccio, P. M.; Toledo, J. B.; Trojanowski, J. Q.; Kukull, W. A.; Cipriano, L. E.; Nucera, A.; Whitehead, S. N.; Hachinski, V., et al.,
2017, "Milder Alzheimer's disease pathology in heart failure and atrial fibrillation", Alzheimer's & Dementia, July 13(7): 770 - 777.
Abstract: Introduction Heart failure (HF) and atrial fibrillation (AF) have been associated with a higher risk of Alzheimer's disease (AD). Whether HF and AF are related to AD by enhancing AD neuropathological changes is unknown. Methods We applied network analyses and multiple logistic regression models to assess the association between HF and AF with severity of AD neuropathology in patients from the National Alzheimer's Coordinating Center database with primary neuropathological diagnosis of AD. Results We included 1593 patients, of whom 129 had HF and 250 had AF. HF and AF patients were older and had milder AD pathology. In the network analyses, HF and AF were associated with milder AD neuropathology. In the regression analyses, age (odds ratio [OR 0.94, 95% confidence interval [CI 0.930.95 per 1-year increase in age, P < .001) and the interaction term HF AF (OR 0.61, 95% CI 0.400.91, P .014) were inversely related to severe AD pathology, whereas APOE e4 genotype showed a direct association (OR 1.68, 95% CI 1.312.16). Vascular neuropathology was more frequent in patient with HF and AF patients than in those without. Discussion HF and AF had milder AD neuropathology. Patients with milder AD lived longer and had more exposure to vascular risk factors. HF and AF patients showed a higher frequency of vascular neuropathology, which could have contributed to lower the threshold for clinically evident dementia.
Lee, S. A.; Sposato, L. A.; Hachinski, V.; Cipriano, L. E.,
2017, "Cost-effectiveness of cerebrospinal biomarkers for the diagnosis of Alzheimer's disease", Alzheimer's Research & Therapy, March 1(18).
Abstract: BACKGROUND: Accurate and timely diagnosis of Alzheimer's disease (AD) is important for prompt initiation of treatment in patients with AD and to avoid inappropriate treatment of patients with false-positive diagnoses. METHODS: Using a Markov model, we estimated the lifetime costs and quality-adjusted life-years (QALYs) of cerebrospinal fluid biomarker analysis in a cohort of patients referred to a neurologist or memory clinic with suspected AD who remained without a definitive diagnosis of AD or another condition after neuroimaging. Parametric values were estimated from previous health economic models and the medical literature. Extensive deterministic and probabilistic sensitivity analyses were performed to evaluate the robustness of the results. RESULTS: At a 12.7% pretest probability of AD, biomarker analysis after normal neuroimaging findings has an incremental cost-effectiveness ratio (ICER) of 11,032 per QALY gained. Results were sensitive to the pretest prevalence of AD, and the ICER increased to over 50,000 per QALY when the prevalence of AD fell below 9%. Results were also sensitive to patient age (biomarkers are less cost-effective in older cohorts), treatment uptake and adherence, biomarker test characteristics, and the degree to which patients with suspected AD who do not have AD benefit from AD treatment when they are falsely diagnosed. CONCLUSIONS: The cost-effectiveness of biomarker analysis depends critically on the prevalence of AD in the tested population. In general practice, where the prevalence of AD after clinical assessment and normal neuroimaging findings may be low, biomarker analysis is unlikely to be cost-effective at a willingness-to-pay threshold of 50,000 per QALY gained. However, when at least 1 in 11 patients has AD after normal neuroimaging findings, biomarker analysis is likely cost-effective. Specifically, for patients referred to memory clinics with memory impairment who do not present neuroimaging evidence of medial temporal lobe atrophy, pretest prevalence of AD may exceed 15%. Biomarker analysis is a potentially cost-saving diagnostic method and should be considered for adoption in high-prevalence centers.
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Cerasuolo, J. O.; Cipriano, L. E.; Sposato, L. A.,
2017, "The complexity of atrial fibrillation newly diagnosed after ischemic stroke and transient ischemic attack: advances and uncertainties", Current Opinion in Neurology, February 30(1): 28 - 37.
Abstract: Purpose of review: Atrial fibrillation is being increasingly diagnosed after ischemic stroke and transient ischemic attack (TIA). Patient characteristics, frequency and duration of paroxysms, and the risk of recurrent ischemic stroke associated with atrial fibrillation detected after stroke and TIA (AFDAS) may differ from atrial fibrillation already known before stroke occurrence. We aim to summarize major recent advances in the field, in the context of prior evidence, and to identify areas of uncertainty to be addressed in future research. Recent findings: Half of all atrial fibrillations in ischemic stroke and TIA patients are AFDAS, and most of them are asymptomatic. Over 50% of AFDAS paroxysms last less than 30 s. The rapid initiation of cardiac monitoring and its duration are crucial for its timely and effective detection. AFDAS comprises a heterogeneous mix of atrial fibrillation, possibly including cardiogenic and neurogenic types, and a mix of both. Over 25 single markers and at least 10 scores have been proposed as predictors of AFDAS. However, there are considerable inconsistencies across studies. The role of AFDAS burden and its associated risk of stroke recurrence have not yet been investigated. Summary: AFDAS may differ from atrial fibrillation known before stroke in several clinical dimensions, which are important for optimal patient care strategies. Many questions remain unanswered. Neurogenic and cardiogenic AFDAS need to be characterized, as it may be possible to avoid some neurogenic cases by initiating timely preventive treatments. AFDAS burden may differ in ischemic stroke and TIA patients, with distinctive diagnostic and treatment implications. The prognosis of AFDAS and its risk of recurrent stroke are still unknown therefore, it is uncertain whether AFDAS patients should be treated with oral anticoagulants.
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Bahit, M. C.; Coppola, M. L.; Riccio, P. M.; Cipriano, L. E.; Roth, G. A.; Lopes, R. D.; Feigin, V. L.; Borrego Guerrero, B.; De Martino, M.; Diaz, A., et al.,
2016, "First-Ever Stroke and Transient Ischemic Attack Incidence and 30-Day Case-Fatality Rates in a Population-Based Study in Argentina", Stroke, June 47(6): 1640 - 1642.
Abstract: BACKGROUND AND PURPOSE: Epidemiological data about stroke are scarce in low- and middle-income Latin-American countries. We investigated annual incidence of first-ever stroke and transient ischemic attack (TIA) and 30-day case-fatality rates in a population-based setting in Tandil, Argentina. METHODS: We prospectively identified all first-ever stroke and TIA cases from overlapping sources between January 5, 2013, and April 30, 2015, in Tandil, Argentina. We calculated crude and standardized incidence rates. We estimated 30-day case-fatality rates. RESULTS: We identified 334 first-ever strokes and 108 TIAs. Age-standardized incidence rate per 100 000 for Segi's World population was 76.5 (95% confidence interval [CI, 67.8-85.9) for first-ever stroke and 25.1 (95% CI, 20.2-30.7) for first-ever TIA, 56.1 (95% CI, 48.8-64.2) for ischemic stroke, 13.5 (95% CI, 9.9-17.9) for intracerebral hemorrhage, and 4.9 (95% CI, 2.7-8.1) for subarachnoid hemorrhage. Stroke incidence was slightly higher for men (87.8 95% CI, 74.6-102.6) than for women (73.2 95% CI, 61.7-86.1) when standardized for the Argentinean population. Thirty-day case-fatality rate was 14.7% (95% CI, 10.8-19.5) for ischemic stroke, 24.1% (95% CI, 14.2-36.6) for intracerebral hemorrhage, and 1.9% (95% CI, 0.4-5.8) for TIA. CONCLUSIONS: This study provides the first prospective population-based stroke and TIA incidence and case-fatality estimate in Argentina. First-ever stroke incidence was lower than that reported in previous Latin-American studies, but first-ever TIA incidence was higher. Thirty-day case-fatality rates were similar to those of other population-based Latin-American studies.
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Joundi, R. A.; Cipriano, L. E.; Sposato, L. A.; Saposnik, G.,
2016, "Ischemic stroke risk in patients with atrial fibrillation and CHA2DS2-VASc score of 1: Systematic review and meta-analysis", Stroke, April 47(5): 1364 - 1367.
Abstract: Background and PurposeThe CHA2DS2-VASc score aims to improve risk stratification of ischemic stroke among patients with atrial fibrillation to identify those who can safely forego oral anticoagulation. Oral anticoagulation treatment guidelines remain uncertain for CHA2DS2-VASc score of 1. We conducted a systematic review and meta-analysis of the risk of ischemic stroke for patients with atrial fibrillation and CHA2DS2-VASc score of 0, 1, or 2 not treated with oral anticoagulation. MethodsWe searched MEDLINE, Embase, PubMed, Cochrane Central Register of Controlled Trials, Cochrane Database of Systematic Reviews, and Web of Science from the start of the database up until April 15, 2015. We included studies that stratified the risk of ischemic stroke by CHA2DS2-VASc score for patients with nonvalvular atrial fibrillation. We estimated the summary annual rate of ischemic stroke using random effects meta-analyses and compared the estimated stroke rates with published net-benefit thresholds for initiating anticoagulants. Results1162 abstracts were retrieved, of which 10 met all inclusion criteria for the study. There was substantial heterogeneity among studies. The summary estimate for the annual risk of ischemic stroke was 1.61% (95% confidence interval 0%3.23%) for CHA2DS2-VASc score of 1, meeting the theoretical threshold for using novel oral anticoagulants (0.9%), but below the threshold for warfarin (1.7%). The summary incident risk of ischemic stroke was 0.68% (95% confidence interval 0.12%1.23%) for CHA2DS2-VASc score of 0 and 2.49% (95% confidence interval 1.16%3.83%) for CHA2DS2-VASc score of 2. ConclusionsOur meta-analysis of ischemic stroke risk in atrial fibrillation patients suggests that those with CHA2DS2-VASc score of 1 may be considered for a novel oral anticoagulant, but because of high heterogeneity, the decision should be based on individual patient characteristics.
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Sposato, L. A.; Kapral, M. K.; Fang, J.; Gill, S. S.; Hackam, D. G.; Cipriano, L. E.; Hachinski, V.,
2015, "Declining incidence of stroke and dementia: Coincidence or prevention opportunity?", JAMA Neurology, December 72(12): 1529 - 1531.
Abstract: Stroke and dementia pose significant threats to the adult brain and share the same treatable risk factors.1 Stroke incidence in high-income countries has been declining,2 coinciding with better risk-factor control. However, hitherto there have been encouraging trends, but no proof, of declining dementia incidence.3 To address this, we analyzed health care administrative data from the Canadian Institute for Health Information for the province of Ontario, Canada.
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Sposato, L. A.; Cipriano, L. E.; Riccio, P. M.; Hachinski, V.; Saposnik, G.,
2015, "Very Short Paroxysms Account for More than Half of the Cases of Atrial Fibrillation detected after Stroke and TIA: A Systematic Review and Meta-analysis", International Journal of Stroke, August 10(6): 801 - 807.
Abstract: Background: Guidelines suggest that only poststroke atrial fibrillation episodes lasting 30?s or longer should be considered for anticoagulation. However, little evidence supports this recommendation. Aims: We performed a systematic review and meta-analysis to investigate the frequency of poststroke atrial fibrillation lasting less than 30?s in stroke and transient ischemic attack patients. Methods: We searched PubMed, Embase, and Scopus from 1980 to June 30, 2014 for studies reporting the detection of poststroke atrial fibrillation of less than 30 s and of 30 s or longer. The primary endpoint was the proportion of screened patients diagnosed with poststroke atrial fibrillation lasting less than 30?s. The secondary endpoint was the proportion of patients diagnosed with poststroke atrial fibrillation shorter than 30 s among the overall number of patients in whom a poststroke atrial fibrillation was detected after stroke or transient ischemic attack. Results: From 28?290 titles, we included nine studies in the random-effects meta-analysis. Among stroke and transient ischemic attack patients without a history of atrial fibrillation, 90% (95% confidence interval: 49143) experienced episodes of poststroke atrial fibrillation shorter than 30 s. An additional 65% (95% confidence interval: 32109) experienced episodes of poststroke atrial fibrillation longer than 30 s. Among all patients with poststroke atrial fibrillation, 563% (95% confidence interval: 377740) had poststroke atrial fibrillation episodes shorter than 30 s during diagnostic evaluation. Conclusions: The clinical and prognostic significance of poststroke atrial fibrillation episodes shorter than 30 s is unknown. The high frequency of poststroke atrial fibrillation episodes shorter than 30 s justify further investigation into the risk of stroke recurrence and the riskbenefit profile of anticoagulation for this patient population.
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Sposato, L. A.; Cipriano, L. E.; Saposnik, G.; Ruíz Vargas, E.; Riccio, P. M.; Hachinski, V.,
2015, "Diagnosis of atrial fibrillation after stroke and transient ischaemic attack: a systematic review and meta-analysis", Lancet Neurology, April 14(4): 377 - 387.
Abstract: Background: Among patients with atrial fibrillation, the risk of stroke is highest for those with a history of stroke however, oral anticoagulants can lower the risk of recurrent stroke by two-thirds. No consensus has been reached about how atrial fibrillation should be investigated in patients with stroke, and its prevalence after a stroke remains uncertain. We did a systematic review and meta-analysis to estimate the proportion of patients newly diagnosed with atrial fibrillation after four sequential phases of cardiac monitoring after a stroke or transient ischaemic attack. Methods: We searched PubMed, Embase, and Scopus from 1980 to June 30, 2014. We included studies that provided the number of patients with ischaemic stroke or transient ischaemic attack who were newly diagnosed with atrial fibrillation. We stratified cardiac monitoring methods into four sequential phases of screening: phase 1 (emergency room) consisted of admission electrocardiogram (ECG) phase 2 (in hospital) comprised serial ECG, continuous inpatient ECG monitoring, continuous inpatient cardiac telemetry, and in-hospital Holter monitoring phase 3 (first ambulatory period) consisted of ambulatory Holter and phase 4 (second ambulatory period) consisted of mobile cardiac outpatient telemetry, external loop recording, and implantable loop recording. The primary endpoint was the proportion of patients newly diagnosed with atrial fibrillation for each method and each phase, and for the sequential combination of phases. For each method and each phase, we estimated the summary proportion of patients diagnosed with post-stroke atrial fibrillation using random-effects meta-analyses. Findings: Our systematic review returned 28?290 studies, of which 50 studies (comprising 11?658 patients) met the criteria for inclusion in the meta-analyses. The summary proportion of patients diagnosed with post-stroke atrial fibrillation was 77% (95% CI 50108) in phase 1, 51% (3865) in phase 2, 107% (56172) in phase 3, and 169% (130212) in phase 4. The overall atrial fibrillation detection yield after all phases of sequential cardiac monitoring was 237% (95% CI 172310). Interpretation: By sequentially combining cardiac monitoring methods, atrial fibrillation might be newly detected in nearly a quarter of patients with stroke or transient ischaemic attack. The overall proportion of patients with stroke who are known to have atrial fibrillation seems to be higher than previously estimated. Accordingly, more patients could be treated with oral anticoagulants and more stroke recurrences prevented.
Racosta, J. M.; Sposato, L. A.; Morrow, S. A.; Cipriano, L. E.; Kimpinski, K.; Kremenchutzky, M.,
2015, "Cardiovascular Autonomic Dysfunction in Multiple Sclerosis: A Meta-Analysis.", Multiple Sclerosis and Related Disorders, March 4(2): 104 - 111.
Abstract: Background and objective The definition of cardiovascular autonomic dysfunction in patients with multiple sclerosis is controversial. Thus, its true prevalence is unknown. We performed a systematic review and meta-analysis to compare the proportion of patients with multiple sclerosis that would be diagnosed with cardiovascular dysautonomia using a definition of at least one abnormal cardiac autonomic test vs. at least two abnormal studies. Methods We searched PubMed, Embase, and Scopus from 1980 to December 2013 for publications reporting abnormal autonomic tests in patients with multiple sclerosis. We performed random-effects meta-analyses for calculating the proportion of patients diagnosed with autonomic dysfunction with both definitions. Results We included 16 studies comprising 611 patients with multiple sclerosis, assessing 3 cardiovascular autonomic tests. The proportion of patients with autonomic dysfunction was two-fold higher (p0.006) when using the definition of only one abnormal autonomic test (42.1%) compared to that using at least two abnormal results (18.8%). Conclusions We found a wide variation in the proportion of patients with multiple sclerosis diagnosed with cardiovascular dysautonomia by using the two definitions. Consensus is needed to define autonomic dysfunction in patients with multiple sclerosis. In the meantime, we encourage investigators to report results using both thresholds.
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Enns, E. A.; Cipriano, L. E.; Simons, C. T.; Kong, C. Y.,
2015, "Identifying Best-Fitting Inputs in Health-Economic Model Calibration: A Pareto Frontier Approach", Medical Decision Making, February 35(2): 170 - 182.
Abstract: Background. To identify best-fitting input sets using model calibration, individual calibration target fits are often combined into a single goodness-of-fit (GOF) measure using a set of weights. Decisions in the calibration process, such as which weights to use, influence which sets of model inputs are identified as best-fitting, potentially leading to different health economic conclusions. We present an alternative approach to identifying best-fitting input sets based on the concept of Pareto-optimality. A set of model inputs is on the Pareto frontier if no other input set simultaneously fits all calibration targets as well or better. Methods. We demonstrate the Pareto frontier approach in the calibration of 2 models: a simple, illustrative Markov model and a previously published cost-effectiveness model of transcatheter aortic valve replacement (TAVR). For each model, we compare the input sets on the Pareto frontier to an equal number of best-fitting input sets according to 2 possible weighted-sum GOF scoring systems, and we compare the health economic conclusions arising from these different definitions of best-fitting. Results. For the simple model, outcomes evaluated over the best-fitting input sets according to the 2 weighted-sum GOF schemes were virtually nonoverlapping on the cost-effectiveness plane and resulted in very different incremental cost-effectiveness ratios (79,300 [95% CI 72,50087,600 v. 139,700 [95% CI 79,900182,800 per quality-adjusted life-year [QALY gained). Input sets on the Pareto frontier spanned both regions (79,000 [95% CI 64,900156,200 per QALY gained). The TAVR model yielded similar results. Conclusions. Choices in generating a summary GOF score may result in different health economic conclusions. The Pareto frontier approach eliminates the need to make these choices by using an intuitive and transparent notion of optimality as the basis for identifying best-fitting input sets.
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Honours & Awards
- Decision making in dynamic systems with strategic information acquisition” Natural Sciences and Engineering Research Council of Canada (NSERC)
- Seth Bonder Foundation Research Award, 2012
- Lee B. Lusted Student Prize Award for outstanding presentations of research in Applied Health Economics, Annual Meeting of the Society for Medical Decision Making, 2012
- Course Assistant Award, Department of Management Science & Engineering, Stanford University, 2012
- Seth Bonder Scholarship for Applied Operations Research in Health Services, INFORMS, 2011
- Award for Outstanding Short Course, Annual Meeting of the Society for Medical Decision Making, 2010, 2011
- Centennial Teaching Assistant Award, Stanford University, 2011
- Visiting Researcher, Management of Technology and Entrepreneurship Institute (MTEI), École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland (Spring 2012)
- Research Scientist. Institute for Technology Assessment, Massachusetts General Hospital, Boston, MA (2006-2008)
- Queuing Project Manager, Ontario Joint Replacement Registry, London Health Sciences Centre, London, ON (2004-2006)