Literature DB >> 29403320

Opinions, practice patterns, and perceived barriers to lung cancer screening among attending and resident primary care physicians.

Louise M Henderson1, Laura M Jones1, Mary W Marsh1, Alison T Brenner2,3, Adam O Goldstein4, Thad S Benefield1, Mikael Anne Greenwood-Hickman5, Paul L Molina1, M Patricia Rivera2, Daniel S Reuland2,3.   

Abstract

INTRODUCTION: The US Preventive Services Task Force recommended annual lung cancer screening with low-dose computed tomography (LDCT) for high-risk patients in December 2013. We compared lung cancer screening-related opinions and practices among attending and resident primary care physicians (PCPs).
METHODS: In 2015, we conducted a 23-item survey among physicians at a large academic medical center. We surveyed 100 resident PCPs (30% response rate) and 86 attending PCPs (49% response rate) in Family Medicine and Internal Medicine. The questions focused on physicians' opinions, knowledge of recommendations, self-reported practice patterns, and barriers to lung cancer screening. In 2015 and 2016, we compared responses among attending versus resident PCPs using chi-square/Fisher's exact tests and 2-samples t-tests.
RESULTS: Compared with resident PCPs, attending PCPs were older (mean age =47 vs 30 years) and more likely to be male (54% vs 37%). Over half of both groups concurred that inconsistent recommendations make deciding whether or not to screen difficult. A substantial proportion in both groups indicated that they were undecided about the benefit of lung cancer screening for patients (43% attending PCPs and 55% resident PCPs). The majority of attending and resident PCPs agreed that barriers to screening included limited time during patient visits (62% and 78%, respectively), cost to patients (74% and 83%, respectively), potential for complications (53% and 70%, respectively), and a high false-positive rate (67% and 73%, respectively).
CONCLUSION: There was no evidence to suggest that attending and resident PCPs had differing opinions about lung cancer screening. For population-based implementation of lung cancer screening, physicians and trainees will need resources and time to address the benefits and harms with their patients.

Entities:  

Keywords:  benefits; harms; low dose computed tomography; lung neoplasms; mass screening; physician behavior; questionnaires; surveys

Year:  2018        PMID: 29403320      PMCID: PMC5784747          DOI: 10.2147/RMHP.S143152

Source DB:  PubMed          Journal:  Risk Manag Healthc Policy        ISSN: 1179-1594


Introduction

Lung cancer is the leading cause of cancer deaths in the US, resulting in more deaths than breast, colorectal, cervical, and prostate cancers combined.1 Since the signs and symptoms of lung cancer are nonspecific and do not appear until the disease is advanced, the majority of lung cancers are detected at late stages when treatment is less effective and survival is poor.2 While randomized controlled trials assessing early lung cancer detection through screening with conventional radiography failed to find a reduction in lung cancer mortality, the National Lung Screening Trial (NLST) showed a 20% reduction in lung cancer mortality among current and former heavy smokers who were screened with low-dose computed tomography (LDCT) versus chest radiography.3 Despite concerns over the high false-positive rate reported in the NLST and the fact that NLST results may not be generalizable to the US population as a whole, in December 2013, the US Preventive Services Task Force (USPSTF) began recommending annual lung cancer screening with LDCT in adults aged 55–80 years who are current or former (quit within the past 15 years) smokers and have a 30 pack-year smoking history.4 In 2015, the Centers for Medicaid and Medicare Services (CMS) began covering lung cancer screening with LDCT for those meeting the screening criteria; however, the extent to which screening practices will change with the new USPSTF recommendation and CMS coverage is unknown.5 Approximately 8.7 million people in the US meet the NLST criteria of “high risk” (based on age and smoking history) and would qualify for screening under the USPSTF guidelines.6 Although several groups have endorsed screening,4,7–9 there is concern that the risk-to-benefit ratio observed in the NLST will not translate into real-world settings.10,11 This may explain why uptake of lung cancer screening has been relatively slow. According to the 2015 National Health Interview Survey, only 3.9% of eligible smokers reported LDCT screening in the prior month.12 Understanding the opinions and knowledge of published recommendations for lung cancer screening among resident and attending primary care physicians (PCPs) are likely to influence implementation of lung cancer screening in future years. Prior research has shown that physician knowledge of screening guidelines is positively correlated with increased utilization of screening procedures.13 The purpose of this study was to understand and compare perceptions of lung cancer screening among attending and resident PCPs at one US academic medical center. Specifically, we explored the relationship between practitioner type (attending or resident physician) and screening opinions, ordering and referral patterns, and perceived barriers. We hypothesized that attending and resident PCPs would both report following USPSTF recommendations but that resident PCPs would perceive more barriers to screening than attending PCPs since resident PCPs are more likely to see uninsured patients, those with low literacy, and more patients with major psychosocial problems than attending PCPs.14,15

Methods

Survey methodology

We designed, pre-tested, and implemented an online survey to attending physicians and residents at a single large academic medical center using the Tailored Design Method by Dillman et al.16 The survey content was developed through collaboration with a multidisciplinary Advisory Group comprised of a survey methodologist, an epidemiologist and physicians from Internal Medicine, Family Medicine, Thoracic Radiology, Pulmonary Medicine, and Pathology. A total of 23 survey questions were included with a focus on opinions about lung cancer screening, recommendations and guidelines for lung cancer screening, referral patterns and barriers for lung cancer screening, and respondent socio-demographics. Survey questions were comprised of Likert scale items, multiple choice, and short answer. The survey was administered online, via the Qualtrics software. We pre-tested the survey among five physicians outside of the academic medical center where the survey took place to obtain feedback on the survey flow, length, design, and ease of understanding and responding to the survey questions. Based on responses from the pre-testing, we made slight modifications to clarify the intent of a few questions. Through the use of online resources (student service coordinators and department websites), we created a list of 186 potential Internal and Family Medicine survey respondents. Of these, 86 (46.2%) were attending physicians and 100 (53.8%) were residents. We collected participant names, email addresses, and campus box numbers and sent a pre-notification postcard in 2015 to each potential participant to introduce the study and survey. One week later, we emailed a survey link to each participant through Qualtrics. At 1, 5, 8, and 9 weeks post survey delivery, we sent reminder emails to the physicians who had not yet responded. In addition, we mailed a reminder postcard 2 weeks after survey deployment. Participation for the study was determined by return of the survey. Those who participated in the study were given the opportunity to enter into a random drawing for an iPad incentive, as offering an incentive has been shown to increase response rates for physicians.17–19 Responses from returned surveys were stored within the Qualtrics system and exported upon survey closure. This study was reviewed and approved by the University of North Carolina at Chapel Hill Institutional Review Board (Study #13-2672).

Statistical analyses

We describe the characteristics and responses of the survey by attending and resident physicians. We compare survey responses between these groups with a 2-sample t-test using the Satterthwaite approximation for unequal variances for continuous outcomes and chi-square or Fisher’s exact tests for categorical outcomes, depending on the expected cell size. All analyses were performed in 2015 and 2016 using SAS v9.4.

Results

Sociodemographic characteristics of the attending and resident PCPs

A total of 72 attending and resident PCPs responded to the survey for an overall response rate of 38.7%. The response rate was significantly higher for attending PCPs (response rate = 42/86 = 48.8%) than for resident PCPs (response rate = 30/100 =30.0%), p-value =0.01. Attending physicians were older with more years in clinical practice and more patients were seen per week in the clinic compared with resident physicians (Table 1).
Table 1

Sociodemographic characteristics of the respondents by provider type

CharacteristicsAttending Physician N=42Resident Physician N=30

N or Mean%* (range)N or Mean%* (range)
Department
 Family Medicine1945.21860.0
 Internal Medicine2354.81240.0
Age46.9(32–64)30.0(28–35)
 Missing63
Sex
 Female1746.01763.0
 Male2054.01037.0
 Missing53
Race
 White3286.52592.6
 Non-white513.527.4
 Missing53
Years in clinical practice17.4(1–35)2.3(1–4)
 Missing53
Percent of time devoted to outpatient care48.3(10–100)39.3(5–90)
 Missing43
Average number of patients seen in outpatient setting per week34.7(3–100)18.7(3–50)
 Missing43

Note:

Percentages are among those with non-missing data.

Physicians were asked their opinions about screening patients for lung cancer (Table 2). When asked whether they were convinced that screening for lung cancer is beneficial for patients, 42.5% of attending and 55.2% of resident physicians were undecided, with a similar proportion agreeing or strongly agreeing with the statement (40% vs 34.5% respectively). In both physician groups, the majority of respondents agreed or strongly agreed that inconsistent recommendations about lung cancer screening make it difficult to decide whether or not to screen (56.1% attending vs 65.5% resident). The majority of attending (60.0%) and resident PCPs (62.1%) agreed or strongly agreed that they had enough knowledge to explain the pros and cons of lung cancer screening to patients. More than half of attending and resident PCPs agreed or strongly agreed (61.6% and 75.9%, respectively) that time restrictions during patient visits result in other problems having higher priority than screening for lung cancer.
Table 2

Provider attitudes about lung cancer screening, by provider type

Attitude statementAttending Physician N=42
Resident Physician N=30
p-valuea
N%*N%*
I am convinced that screening for lung cancer is beneficial for patients
 Strongly agree37.513.50.709
 Agree1332.5931.0
 Undecided1742.51655.2
 Disagree717.5310.3
 Strongly disagree0000
 Missing21
Inconsistent recommendations about lung cancer screening make it difficult to decide whether or not to screen
 Strongly agree512.2310.30.620
 Agree1843.91655.2
 Undecided37.3413.8
 Disagree1331.7517.2
 Strongly disagree24.913.5
 Missing11
Screening for lung cancer is cost-effective
 Strongly agree12.4000.687
 Agree717.126.9
 Undecided2253.71965.5
 Disagree614.6517.2
 Strongly disagree512.3310.3
 Missing11
I rely on the recommendations of local specialists regarding lung cancer screening in my practice
 Strongly agree00000.173
 Agree922.5724.1
 Undecided615.0620.7
 Disagree1947.51655.2
 Strongly disagree615.000
 Missing21
I have enough knowledge to explain the pros and cons of lung cancer screening to my patients
 Strongly agree820.013.50.156
 Agree1640.01758.6
 Undecided820.0413.8
 Disagree717.5724.1
 Strongly disagree12.500
 Missing21
Time restrictions during a patient’s clinical visit mean other presenting problems have higher priority than screening for lung cancer
 Strongly agree615.4413.80.323
 Agree1846.21862.1
 Undecided410.3413.8
 Disagree1128.2310.3
 Strongly disagree0000
 Missing31

Notes:

Chi-square test or Fisher’s exact test.

Percentages are among those with non-missing data.

We asked physicians about the initiation of lung cancer screening discussions, as well as ordering and referral practices during the 12 months prior to the survey to ascertain the extent to which these were occurring (Table 3). While 37.1% of attending physicians reported that patients asked whether they should be screened for lung cancer, only 18.5% of resident physicians reported that patients asked about lung cancer screening. The majority of the attending (66.7%) and resident (57.1%) physicians reported initiating discussion of the risks and benefits of lung cancer screening with patients, with a smaller proportion reporting ordering LDCT screening (46.2% of attending and 34.5% of resident physicians). Approximately 53% of attending and 32% of resident physicians reported discussing results of LDCT lung cancer screening with the patients.
Table 3

Lung cancer screening discussion, ordering, and referral by provider type

During the past 12 months:Attending Physicians N=42
Resident Physicians N=30
p-valuea
N%*N%*
Did a patient ask if they should be screened for lung cancer?
 Yes1337.1518.50.109
 No2262.92281.5
Missing73
Did you initiate discussion about the risks and benefits of lung cancer screening?
 Yes2666.71657.10.427
 No1333.31242.9
 Missing32
Did you order low-dose spiral CT for lung cancer screening?
 Yes1846.21034.50.334
 No2153.91965.5
 Missing31
Did you refer a patient to another provider for further evaluation for lung cancer screening?
 Yes410.5620.70.247
 No3489.52379.3
 Missing41
Did you discuss results of a low-dose CT for lung cancer screening with a patient?
 Yes2052.6832.00.107
 No1847.41768.0
 Missing45

Notes:

Chi-square test or Fisher’s exact test.

Percentages are among those with non-missing data.

Physicians were also asked about perceived barriers to recommending lung cancer screening (Table 4). Overall, most attending and resident physicians selected at least one barrier. In both attending and resident groups, cost to the patient was the most cited concern (72.8% vs 83.3%, respectively). Physicians were also concerned with too many false positives, potential for complications, potential for emotional harm, and cost to the health care system. Less than 15% of physicians reported false negatives/missed cancers as a barrier to screening.
Table 4

Provider reported barriers to lung cancer screening by provider type

Barriers to screeningAttending Physicians
Resident Physicians
p-valuea
N%N%
Any barrier3788.12893.30.460
Cost to patient3172.82583.30.338
Too many false positives2866.72273.30.545
Potential for emotional harm2354.81963.30.467
Potential for complications2252.42170.00.133
Cost to healthcare system1945.22066.70.072
Lack of efficacy/evidence1638.11240.00.870
Low patient acceptance1433.31343.30.388
False negatives/missed cancers24.8413.30.227

Note:

Chi-square test or Fisher’s exact test.

Discussion

We found no evidence to suggest that attending and resident PCPs in one large academic medical center share dissimilar reservations about the benefits, risks, and barriers associated with lung cancer screening with LDCT. Differences between attending and resident PCPs may indeed exist, but were not detectable given our sample size. The survey developed and pilot tested in this study should be conducted in a larger population to allow for more in-depth analyses. Although resident PCPs typically see patients who are less likely to have private insurance and more likely to have comorbidities than attending physicians,14,15 our survey results indicated no difference in terms of barriers to screening among resident and attending PCPs. Both types of physicians reported being unsure of the benefits of lung cancer screening and cited many concerns about screening. Regardless of resident or attending status, respondents identified inconsistent recommendations, time restrictions during visits, cost to patients, potential complications, and a high false-positive rate as barriers to lung cancer screening. While more than half of physicians initiated discussions about the risks and benefits of lung cancer screening, of these, approximately two-thirds of physicians reported ordering an LDCT scan and 15%–38% reported referring their patient to another provider for further evaluation for screening. Prior to the USPSTF guidelines being released in December 2013, several studies examined provider practices around lung cancer screening with sputum cytology, chest radiography, or LDCT.13,20–22 These studies found that US PCPs’ beliefs and recommendations regarding lung cancer screening were inconsistent with guidelines20 and that providers frequently ordered screening tests even though they were not recommended by expert groups.21 Another study conducted telephone focus groups with 28 US PCPs and identified factors influencing physicians’ decisions to screen, including perceptions of the test effectiveness, attitudes toward recommended guidelines, practice experience, perceptions of the patient’s lung cancer risk, cost of screening, concerns about litigation, and patient request for screening.22 An additional study was conducted after the results of the NLST were published, during the time when some professional society guidelines endorsed LDCT but prior to the release of updated USPSTF guidelines. This study found that providers ordered radiography for lung cancer screening more often than LDCT (21% vs 12%, respectively).13 Providers in this study also cited that the most common barriers to screening included cost to the patient, false-positive findings, patients’ lack of awareness, incidental findings, and insurance coverage.13 Our finding that over half of respondents agreed that inconsistent recommendations about lung cancer screening make it difficult to decide whether or not to screen is likely reflective of the fact that the American Academy of Family Physicians does not currently endorse lung cancer screening and that 51% of our respondents are from the Family Medicine Department. Several studies on provider attitudes about lung cancer screening have been conducted since the USPSTF recommendation was published.23–26 Two of these focused on specialist physicians25,26 while the other two focused on PCPs.23,24 Hoffman et al conducted semi-structured interviews with 10 New Mexico PCPs in 2014.19 None of the 10 PCPs had screened with LDCT and viewed the NLST results with skepticism, particularly the high false-positive rate, the high number needed to screen to prevent one lung cancer death, and the low enrollment of minority participants. Potential barriers noted in this study were following up on abnormal tests, concern that New Mexico lacked the infrastructure to support high-quality screening programs as required by guidelines, challenges of screening rural patients in terms of available technology and travel burdens for patients, costs for follow-up testing, overloading a primary care system that is already taxed, and competing demands during the patient visit. In the other study of PCPs, Ersek et al distributed a 32-item questionnaire via email to all active South Carolina Academy of Family Physicians and via paper form to a subset of physicians at a meeting in 2015.23 Among the 101 physicians who responded, the majority reported that screening with LDCT increased the odds of detecting disease at earlier stages and that the benefits outweighed the harms. In the prior 12 months, 47% of PCPs had not referred a patient for LDCT and some PCPs continued to recommend chest radiography for screening. Concerns about screening included unnecessary diagnostic procedures, psychological harms, and exposure to radiation. The results of our physician survey have some similarities and differences to the Hoffman and Ersek studies. First, the proportion of respondents in our survey who agreed or strongly agreed that lung cancer screening is beneficial for patients was lower than that in the South Carolina group (35%–40% versus 75%). Second, unlike the South Carolina study in which 31% of respondents agreed or strongly agreed that LDCT screening is cost-effective, only 6.9% of residents and 19.5% of attending PCPs in our study perceived lung cancer screening as being cost-effective. Similar to the Hoffman study, cost to patients was the most frequently reported barrier to lung cancer screening among our respondents. While lung cancer screening with LDCT is covered by most of the insurance plans for those patients meeting the high-risk definition, the work-up of pulmonary nodules or incidental findings will likely incur out-of-pocket expenses for the patient. Third, providers in all three studies raised concern about the high false-positive rate. In a retrospective analysis, application of the American College of Radiology Lung-RADS to NLST data suggests that use of Lung-RADS may potentially reduce the false-positive rates,27 which may alleviate some provider concerns about false positives in the future.

Limitations

Since our study was conducted at a single US academic medical center, our results are limited in generalizability to other similar settings. As a safety net system, our institution serves a diverse patient population, and the concerns that physicians raised about screening are likely reflective of the potential burden that would be placed on these patients. By asking physicians about their ordering and referral patterns, we rely on their reporting, and thus, responses are subject to recall bias. In addition, our sample was underpowered to detect small differences between attending and resident physicians. There is also the potential for nonresponse bias given our overall response rate of 38.7%. This nonresponse bias may differentially impact the attending and resident physician groups, as the response rates were significantly different for the two. We are unable to ascertain whether those who did not respond to the survey differed in a systematic way than those who did respond. Where feasible, future studies should address nonresponse bias by collecting information from non-respondents. Where this is impossible, future studies should include auxiliary data on the sampling frame in order to derive nonresponse adjustments.

Conclusion

Findings from our study suggest that attending and resident physicians have similar opinions, ordering and referral patterns, or perceived barriers for lung cancer screening with LDCT. Both attending and resident PCPs reported being undecided on the utility of screening, and while they report having the knowledge to explain the pros and cons of screening, they do not have enough time during the clinical visit to adequately discuss screening. For lung cancer screening to be implemented at the population level, physicians will need resources and time to fully address the benefits and harms of screening with their patients. Furthermore, US attending and resident PCPs may need more evidence on the benefits of lung cancer screening and its impact on patients in real-world settings.
  21 in total

Review 1.  Methodologies for improving response rates in surveys of physicians: a systematic review.

Authors:  Jonathan B VanGeest; Timothy P Johnson; Verna L Welch
Journal:  Eval Health Prof       Date:  2007-12       Impact factor: 2.651

2.  How to obtain excellent response rates when surveying physicians.

Authors:  C Thorpe; B Ryan; S L McLean; A Burt; M Stewart; J B Brown; G J Reid; S Harris
Journal:  Fam Pract       Date:  2008-12-12       Impact factor: 2.267

3.  Lung Cancer Screening With Low-Dose Computed Tomography in the United States-2010 to 2015.

Authors:  Ahmedin Jemal; Stacey A Fedewa
Journal:  JAMA Oncol       Date:  2017-09-01       Impact factor: 31.777

4.  Society of Behavioral Medicine supports implementation of high quality lung cancer screening in high-risk populations.

Authors:  Karriem S Watson; Amanda C Blok; Joanna Buscemi; Yamile Molina; Marian Fitzgibbon; Melissa A Simon; Lance Williams; Kameron Matthews; Jamie L Studts; Sarah E Lillie; Jamie S Ostroff; Lisa Carter-Harris; Robert A Winn
Journal:  Transl Behav Med       Date:  2016-12       Impact factor: 3.046

5.  A qualitative analysis of lung cancer screening practices by primary care physicians.

Authors:  Susan Henderson; Amy DeGroff; Thomas B Richards; Julia Kish-Doto; Cindy Soloe; Christina Heminger; Elizabeth Rohan
Journal:  J Community Health       Date:  2011-12

6.  U.S. primary care physicians' lung cancer screening beliefs and recommendations.

Authors:  Carrie N Klabunde; Pamela M Marcus; Gerard A Silvestri; Paul K J Han; Thomas B Richards; Gigi Yuan; Stephen E Marcus; Sally W Vernon
Journal:  Am J Prev Med       Date:  2010-11       Impact factor: 5.043

7.  Does experience matter? A comparison of the practice of attendings and residents.

Authors:  Mary E Charlson; Jwala Karnik; Mitchell Wong; Charles E McCulloch; James P Hollenberg
Journal:  J Gen Intern Med       Date:  2005-06       Impact factor: 5.128

8.  A National Survey of Pulmonologists' Views on Low-Dose Computed Tomography Screening for Lung Cancer.

Authors:  Jonathan M Iaccarino; Jack Clark; Rendelle Bolton; Linda Kinsinger; Michael Kelley; Christopher G Slatore; David H Au; Renda Soylemez Wiener
Journal:  Ann Am Thorac Soc       Date:  2015-11

9.  Screening for lung cancer: U.S. Preventive Services Task Force recommendation statement.

Authors:  Virginia A Moyer
Journal:  Ann Intern Med       Date:  2014-03-04       Impact factor: 25.391

10.  Use of lung cancer screening tests in the United States: results from the 2010 National Health Interview Survey.

Authors:  V Paul Doria-Rose; Mary C White; Carrie N Klabunde; Marion R Nadel; Thomas B Richards; Timothy S McNeel; Juan L Rodriguez; Pamela M Marcus
Journal:  Cancer Epidemiol Biomarkers Prev       Date:  2012-05-09       Impact factor: 4.254

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Authors:  Louise M Henderson; Thad S Benefield; S Caitlin Bearden; Daniel S Reuland; Alison T Brenner; Adam O Goldstein; Allison Throneburg; M Patricia Rivera
Journal:  Ann Am Thorac Soc       Date:  2019-08

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Authors:  Jennifer A Lewis; Lauren R Samuels; Jason Denton; Gretchen C Edwards; Michael E Matheny; Amelia Maiga; Christopher G Slatore; Eric Grogan; Jane Kim; Robert H Sherrier; Robert S Dittus; Pierre P Massion; Laura Keohane; Sayeh Nikpay; Christianne L Roumie
Journal:  JNCI Cancer Spectr       Date:  2020-06-13

4.  Lung cancer screening: assessment of health literacy and readability of online educational resources.

Authors:  Kevin Haas; Christie Brillante; Lisa Sharp; Ahmed K Elzokaky; Mary Pasquinelli; Lawrence Feldman; Kevin L Kovitz; Min Joo
Journal:  BMC Public Health       Date:  2018-12-07       Impact factor: 3.295

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Authors:  Lydia H Bederka; Jamila R Sanchez; Jennifer Rebeles; Patricia R Araujo; Marcia H Grayson; Shao-Chiang Lai; Louis R DePalo; Sheila A Habib; David G Hill; Kathleen Lopez; Lara Patriquin; Robert Sussman; James Humphreys; Xavier T Reveles; Vivienne I Rebel
Journal:  PLoS One       Date:  2022-08-17       Impact factor: 3.752

6.  Clinician Variation in Ordering and Completion of Low-Dose Computed Tomography for Lung Cancer Screening in a Safety-Net Medical System.

Authors:  David E Gerber; Heidi A Hamann; Olivia Dorsey; Chul Ahn; Jessica L Phillips; Noel O Santini; Travis Browning; Cristhiaan D Ochoa; Joyce Adesina; Vijaya Subbu Natchimuthu; Eric Steen; Harris Majeed; Amrit Gonugunta; Simon J Craddock Lee
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7.  Addressing Disparities in Lung Cancer Screening Eligibility and Healthcare Access. An Official American Thoracic Society Statement.

Authors:  M Patricia Rivera; Hormuzd A Katki; Nichole T Tanner; Matthew Triplette; Lori C Sakoda; Renda Soylemez Wiener; Roberto Cardarelli; Lisa Carter-Harris; Kristina Crothers; Joelle T Fathi; Marvella E Ford; Robert Smith; Robert A Winn; Juan P Wisnivesky; Louise M Henderson; Melinda C Aldrich
Journal:  Am J Respir Crit Care Med       Date:  2020-10-01       Impact factor: 21.405

8.  How Health-Care Organizations Implement Shared Decision-making When It Is Required for Reimbursement: The Case of Lung Cancer Screening.

Authors:  Amir Alishahi Tabriz; Christine Neslund-Dudas; Kea Turner; M Patricia Rivera; Daniel S Reuland; Jennifer Elston Lafata
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