Nancy L. Keating's research while affiliated with Brigham and Women's Hospital and other places

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Publications (223)


Maryland's Global Budget Revenue Payment Model and Shifts in the Surgical Site of Care Among Medicare Beneficiaries
  • Article

July 2024

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1 Read

Annals of Surgery

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Bradley Herring

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[...]

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Anaeze C Offodile

Objective To assess the association between the Global Budget Revenue (GBR) payment model and shifts to the outpatient setting for surgical procedures among Medicare fee-for-service beneficiaries in Maryland versus control states. Summary Background Data The GBR model provides fixed global payments to hospitals to reduce spending growth and incentivize hospitals to reduce the costs of care while improving care quality. Since surgical care is a major contributor to hospital spending, the GBR model might accelerate the ongoing shift from the inpatient to the outpatient setting to generate additional savings. Methods A difference-in-differences (DiD) design was used to compare changes in surgical care settings over time from pre-GBR (2011-2013) to post-GBR (2014-2018) for Maryland versus control states for common surgeries that could be performed in the outpatient setting. A cross-sectional approach was used to compare the difference in care settings in 2018 for total knee arthroplasty which was on Medicare’s Inpatient-Only List before then. Results We studied 47,542 surgical procedures from 44,410 beneficiaries in Maryland and control states. GBR’s 2014 implementation was associated with an acceleration in the shift from inpatient to outpatient settings for surgical procedures in Maryland (DiD: 3.9 percentage points, 95% CI: 2.3, 5.4). Among patients undergoing total knee arthroplasty in 2018, the proportion of outpatient surgeries in Maryland was substantially higher than that in control states (difference: 27.6 percentage points, 95% CI: 25.6, 29.6). Conclusions Implementing Maryland’s GBR payment model was associated with an acceleration in the shift from inpatient to outpatient hospital settings for surgical procedures.

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Trends in Integration Between Physician Organizations and Pharmacies for Self-Administered Drugs

February 2024

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10 Reads

JAMA Network Open

Importance Increasing integration across medical services may have important implications for health care quality and spending. One major but poorly understood dimension of integration is between physician organizations and pharmacies for self-administered drugs or in-house pharmacies. Objective To describe trends in the use of in-house pharmacies, associated physician organization characteristics, and associated drug prices. Design, Setting, and Participants A cross-sectional study was conducted from calendar years 2011 to 2019. Participants included 20% of beneficiaries enrolled in fee-for-service Medicare Parts A, B, and D. Data analysis was performed from September 15, 2020, to December 20, 2023. Exposures Prescriptions filled by in-house pharmacies. Main Outcomes and Measures The share of Medicare Part D spending filled by in-house pharmacies by drug class, costliness, and specialty was evaluated. Growth in the number of physician organizations and physicians in organizations with in-house pharmacies was measured in 5 specialties: medical oncology, urology, infectious disease, gastroenterology, and rheumatology. Characteristics of physician organizations with in-house pharmacies and drug prices at in-house vs other pharmacies are described. Results Among 8 020 652 patients (median age, 72 [IQR, 66-81] years; 4 570 114 [57.0%] women), there was substantial growth in the share of Medicare Part D spending on high-cost drugs filled at in-house pharmacies from 2011 to 2019, including oral anticancer treatments (from 10% to 34%), antivirals (from 12% to 20%), and immunosuppressants (from 2% to 9%). By 2019, 63% of medical oncologists, 20% of urologists, 29% of infectious disease specialists, 21% of gastroenterologists, and 22% of rheumatologists were in organizations with specialty-relevant in-house pharmacies. Larger organizations had a greater likelihood of having an in-house pharmacy (0.75 percentage point increase [95% CI, 0.56-0.94] per each additional physician), as did organizations owning hospitals enrolled in the 340B Drug Discount Program (10.91 percentage point increased likelihood [95% CI, 6.33-15.48]). Point-of-sale prices for high-cost drugs were 1.76% [95% CI, 1.66%-1.87%] lower at in-house vs other pharmacies. Conclusions and Relevance In this cross-sectional study of physician organization–operated pharmacies, in-house pharmacies were increasingly used from 2011 to 2019, especially for high-cost drugs, potentially associated with organizations’ financial incentives. In-house pharmacies offered high-cost drugs at lower prices, in contrast to findings of integration in other contexts, but their growth highlights a need to understand implications for patient care.


Prior Authorization and Association With Delayed or Discontinued Prescription Fills

December 2023

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20 Reads

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1 Citation

Journal of Clinical Oncology

PURPOSE Prior authorization requirements are increasing but little is known about their effects on access to care. We examined the association of a new prior authorization policy with delayed or discontinued prescription fills for oral anticancer drugs among Medicare Part D beneficiaries. METHODS Using Medicare part D claims data from 2010 to 2020, we studied beneficiaries regularly filling one of 11 oral anticancer drugs, defined as three 30-day fills in 120 days preceding the plan's prior authorization policy change on that drug and continuously enrolled in the same plan for 120 days before and after the policy change at the start of a new year. The control group consisted of beneficiaries meeting the same utilization criteria, but who were enrolled in plans at the same time that did not implement a prior authorization policy change. The outcomes of interest were discontinuation of the drug within 120 days (analyzed with regression analyses) and time (in days) to next fill after a prior authorization policy change (analyzed using a quasi-experimental difference-in-differences event study). RESULTS The introduction of a new prior authorization on an established drug increased the odds of discontinuation within 120 days (adjusted odds ratio, 7.1 [95% CI, 6.0 to 8.5]; P < .001) and increased time to next fill by 9.7 days (95% CI, 8.2 to 11.2; P < .001), relative to patients whose plans did not have a prior authorization policy change. CONCLUSION Introduction of a new prior authorization policy on an established drug regimen is associated with increased probability of discontinued and delayed care. For some conditions, this may represent a clinically consequential barrier to access. Waiving prior authorization for patients already established on a drug may improve adherence.


Figure 1. The step-counting algorithm. (A) The original signal is projected onto (B) the time-frequency space using wavelet transformation, which shows the relative weights of different frequencies over time (brighter color indicates higher weight). (C) This scalogram is then split into nonoverlapping 1-second windows. (D) The temporal step frequency (cadence) is estimated as a frequency with the maximum average wavelet coefficient inside each window. (E) The total number of steps in a signal is calculated as a rounded sum of all 1-second counts in that signal.
Figure 2. Bland-Altman plots with comparison of step counts in 3 validation approaches: (A) internal, (B) manual, and (C) wearable. (A) The horizontal axis indicates a mean step count from the 2 body locations; (B) estimated steps and manually counted ground truth; and (C) estimated steps and step counts obtained from Fitbit. The vertical axis indicates a difference between step counts from the 2 methods. Blue solid lines indicate mean bias, while dashed red lines indicate ±95% limits of agreement calculated as ±1.96 SD of the differences between the 2 methods.
Walking conditions in the data sets included in this study.
Step-counting bias estimation in the commercial wearable validation data set.
Open-Source, Step-Counting Algorithm for Smartphone Data Collected in Clinical and Nonclinical Settings: Algorithm Development and Validation Study
  • Article
  • Full-text available

November 2023

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37 Reads

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2 Citations

JMIR Cancer

Background Step counts are increasingly used in public health and clinical research to assess well-being, lifestyle, and health status. However, estimating step counts using commercial activity trackers has several limitations, including a lack of reproducibility, generalizability, and scalability. Smartphones are a potentially promising alternative, but their step-counting algorithms require robust validation that accounts for temporal sensor body location, individual gait characteristics, and heterogeneous health states. Objective Our goal was to evaluate an open-source, step-counting method for smartphones under various measurement conditions against step counts estimated from data collected simultaneously from different body locations (“cross-body” validation), manually ascertained ground truth (“visually assessed” validation), and step counts from a commercial activity tracker (Fitbit Charge 2) in patients with advanced cancer (“commercial wearable” validation). Methods We used 8 independent data sets collected in controlled, semicontrolled, and free-living environments with different devices (primarily Android smartphones and wearable accelerometers) carried at typical body locations. A total of 5 data sets (n=103) were used for cross-body validation, 2 data sets (n=107) for visually assessed validation, and 1 data set (n=45) was used for commercial wearable validation. In each scenario, step counts were estimated using a previously published step-counting method for smartphones that uses raw subsecond-level accelerometer data. We calculated the mean bias and limits of agreement (LoA) between step count estimates and validation criteria using Bland-Altman analysis. Results In the cross-body validation data sets, participants performed 751.7 (SD 581.2) steps, and the mean bias was –7.2 (LoA –47.6, 33.3) steps, or –0.5%. In the visually assessed validation data sets, the ground truth step count was 367.4 (SD 359.4) steps, while the mean bias was –0.4 (LoA –75.2, 74.3) steps, or 0.1%. In the commercial wearable validation data set, Fitbit devices indicated mean step counts of 1931.2 (SD 2338.4), while the calculated bias was equal to –67.1 (LoA –603.8, 469.7) steps, or a difference of 3.4%. Conclusions This study demonstrates that our open-source, step-counting method for smartphone data provides reliable step counts across sensor locations, measurement scenarios, and populations, including healthy adults and patients with cancer.

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Opportunities for Savings in Risk Arrangements for Oncologic Care

September 2023

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8 Reads

JAMA Health Forum

Importance As the US accelerates adoption of alternative payment through global payment models such as Accountable Care Organizations (ACOs) or Medicare Advantage (MA), high spending for cancer care is a potential target for savings. Objective To quantify the extent to which ACOs and other risk-bearing organizations operating in a specific geographic area (hospital referral region [HRR]) could achieve savings by steering patients to efficient medical oncology practices. Design, Setting, and Participants This observational study included serial cross-sections of Medicare beneficiaries with cancer from 2010 to 2018. Data were analyzed from August 2021 to March 2023. Main Outcomes and Measures Total spending and spending by category in the 1-year period following an index visit for a patient with newly diagnosed (incident) or poor-prognosis cancer. Results The incident cohort included 1 309 825 patients with a mean age of 74.0 years; the most common cancer types were breast (21.4%), lung (16.7%), and colorectal cancer (10.0%). The poor prognosis cohort included 1 429 973 (mean age, 72.7 years); the most common cancer types were lung (26.6%), lymphoma (11.7%), and leukemia (7.3%). Options for steering varied across markets; the top quartile market had 10 or more oncology practices, but the bottom quartile had 3 or fewer oncology practices. Total spending (including Medicare Part D) in the incident cohort increased from a mean of $57 314 in 2009 to 2010 to $66 028 in 2016 to 2017. Within markets, total spending for practices in the highest spending quartile was 19% higher than in the lowest quartile. Hospital spending was the single largest component of spending in both time periods ($20 390 and $19 718, respectively) followed by Part B (infused) chemotherapy ($8022 and $11 699). Correlations in practice-level spending between the first-year (2009) and second-year (2010) spending were high (>0.90 in all categories with most >0.98), but these attenuated over time. Conclusions and Relevance These results suggest there may be opportunities for ACOs and other risk-bearing organizations to select or drive referrals to lower-spending oncology practices in many local markets.


Quality of Medication Cost Conversations and Interest in Future Cost Conversations Among Older Adults

September 2023

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16 Reads

Journal of General Internal Medicine

Medication cost conversations occur less frequently than patients prefer, and it is unclear whether patients have positive experiences with them when they do occur. To describe patients’ experiences discussing their medication costs with their health care team. Cross-sectional survey. Nationally representative survey fielded in the United States in 2022 (response rate = 48.5%). 1020 adults over age 65. Primary measures were adapted from Clinician and Group Consumer Assessment of Healthcare Providers Survey visit survey v4.0 and captured patients’ experiences of medication cost conversations. Additional measures captured patients’ interest in future cost conversations, the type of clinicians with whom they would be comfortable discussing costs, and sociodemographic characteristics. Among 1020 respondents who discussed medication prices with their health care team, 39.3% were 75 or older and 78.6% were non-Hispanic White. Forty-three percent of respondents indicated that their prior medication cost conversation was not easy to understand; 3% indicated their health care team was not respectful and 26% indicated their health care team was somewhat respectful during their last conversation; 48% indicated that there was not enough time. Those reporting that their prior discussion was not easy to understand or that their clinician was not definitely respectful were less likely to be interested in future discussions. Only 6% and 10% of respondents indicated being comfortable discussing medication prices with financial counselors or social workers, respectively. Few differences in responses were observed by survey participant characteristics. This cross-sectional survey of prior experiences may be subject to recall bias. Among older adults who engaged in prior medication cost conversations, many report that these conversations are not easy to understand and that almost one-third of clinicians were somewhat or not respectful. Efforts to increase the frequency of medication cost conversations should consider parallel interventions to ensure the discussions are effective at informing prescribing decisions and reducing cost-related medication nonadherence.



Citations (62)


... 41 The considerable scope of services requiring PA may lead to reductions in the provision of low value services, but it can impose an administrative burden on the clinicians who must navigate these policies, and the insurer staff who adjudicate the claims. Patients may also face barriers or delays in obtaining appropriate care, [42][43][44] particularly if therapeutic substitutes are lacking. Because most PA requests are eventually approved, reforms may be particularly promising if they reduce administrative burdens for services most likely to be approved 45 ; to infer whether a PA request is likely to be approved, insurers might employ readily available data about a patient or clinician (eg, the patient's previous diagnoses or the physicians' rate of PA approvals). ...

Reference:

Comparison of prior authorization across insurers: cross sectional evidence from Medicare Advantage
Prior Authorization and Association With Delayed or Discontinued Prescription Fills
  • Citing Article
  • December 2023

Journal of Clinical Oncology

... GPS-based measures are not affected either by hand function or phone wear characteristics, and the algorithm we used to process accelerometer-based walking measures is invariant to phone orientation and translation and has been validated across different sensor locations. 39,40 However, the scope of robust and easy-to-understand measures is limited. Therefore, further research into interpretable metrics derived from passively collected smartphone accelerometer data, which could provide an unambiguous interpretation of ALS progression, is warranted. ...

Open-Source, Step-Counting Algorithm for Smartphone Data Collected in Clinical and Nonclinical Settings: Algorithm Development and Validation Study

JMIR Cancer

... What concrete actions have we taken? We created a new senior editor position for DEI to translate into actions the promises we made in a recent editorial (7). We are reformulating our instructions to authors to remind them that analyses that include race and ethnicity must entertain the social constructs subsumed in these variables, thus averting the perpetual assumption that racial effects are primarily ascribed to genetic or biological differences. ...

An essential goal within reach: attaining diversity, equity, and inclusion for the Journal of the National Cancer Institute journals
  • Citing Article
  • October 2023

JNCI Journal of the National Cancer Institute

... For cancer of the cervix, 65.8% of cases diagnosed in between 2005 and 2015 from the 12 registries included in the study by Sengayi-Muchengeti et al. 7 were in stages III/IV at diagnosis, compared with 48.5% inRwanda. Diagnosis at a relatively earlier stage in Rwanda may be due to comprehensive efforts to promote early diagnosis of breast and cervix cancer, including, in the case of cervix cancer, extensive screening by visual inspection.15,16 ...

Implementation research: including breast examinations in a cervical cancer screening programme, Rwanda

Bulletin of the World Health Organization

... 2,3 Nonadherence due to high healthcare and prescription costs Price transparency at the point of prescribing with realtime prescription benefits aM J heaLth-sYst PharM | VOLUME XX | NUMBER XX | XX XX, 2024 occurred in 20% of patients over 65 years old. 4 A recent meta-analysis looking at primary nonadherence among patients with chronic disease identified higher copay costs and the number of concurrent medications as indicators of higher rates of primary nonadherence. 5 One pharmacy benefits manager (PBM) found that, when prescribers were shown an alert about PA requirements or lower-cost alternatives, they would commonly switch to a covered alternative. ...

Cost-Related Medication Nonadherence and Desire for Medication Cost Information Among Adults Aged 65 Years and Older in the US in 2022

JAMA Network Open

... To ensure proper utilizations of CGMs, it is crucial to assess the reliability and reproducibility of these devices over multiple days, considering the biological variations across individuals and time (see an example in another domain 13 ). This evaluation is necessary to understand how perform in different populations and to stablich effective recommendations for clinical decisions derived from CGM procedures. ...

Validation of an open-source smartphone step counting algorithm in clinical and non-clinical settings

... 64 US medical policy has often been biased against African American people in structural injustices often in hidden, unintended ways. Examples include our national policy on drugs 65 and protocols for managing congestive heart failure, 66 for end of life, and for pain 67 to name a few. Embedded algorithms such as the estimated glomerular filtration rate in clinical practice guidelines 68 assumed race as an intrinsic biologic difference systematically and, unintentionally, perhaps, harmed a racial group. ...

Racial and Ethnic Disparities in Opioid Access and Urine Drug Screening Among Older Patients With Poor-Prognosis Cancer Near the End of Life
  • Citing Article
  • January 2023

Journal of Clinical Oncology

... Moreover, a recent cohort study showed that the adoption of novel therapies in oncology practices that are not part of academic systems was lower in comparison to the practices that were part of academic systems. 7 Hence, more thorough studies exploring this novel drug are required, so that this precision medicine approach can become a standard-of-care regimen for children diagnosed with STS. Phase 0 clinical trials should be done to explore the accuracy of the dosimetry extrapolations regarding this novel drug in humans. ...

Adoption of Innovative Therapies Across Oncology Practices-Evidence From Immunotherapy
  • Citing Article
  • January 2023

... This model has been implemented in the Veterans Affairs Medical System (VAMC). A retrospective study of the VAMC population enrolled in the US Renal Database System (USRDS) from 2007-2016 found that the majority of concurrent dialysis treatments in hospice care were financed through the VA (87%), regardless of if the patient was enrolled in hospice through the VA or Medicare (48). Furthermore, the study found that patients enrolled in VA-financed hospice were much more likely to receive at least one session of concurrent dialysis in comparison to Medicare-financed hospice patients. ...

Association of Hospice Payer With Concurrent Receipt of Hospice and Dialysis Among US Veterans With End-stage Kidney Disease: A Retrospective Analysis of a National Cohort

JAMA Health Forum