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Association of Self-reported Primary Care Physician Tolerance for Uncertainty With Variations in Resource Use and Patient Experience

IMPORTANCE: Inappropriate variations in clinical practice are a known cause of poor quality and safety, with variations often associated with nonclinical factors, such as individual differences in cognitive processing. The differential response of physicians to uncertainty may explain some of the va...

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Autores principales: Begin, Arabella S., Hidrue, Michael K., Lehrhoff, Sara, Lennes, Inga T., Armstrong, Katrina, Weilburg, Jeffrey B., del Carmen, Marcela G., Wasfy, Jason H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Medical Association 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9437748/
https://www.ncbi.nlm.nih.gov/pubmed/36048444
http://dx.doi.org/10.1001/jamanetworkopen.2022.29521
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author Begin, Arabella S.
Hidrue, Michael K.
Lehrhoff, Sara
Lennes, Inga T.
Armstrong, Katrina
Weilburg, Jeffrey B.
del Carmen, Marcela G.
Wasfy, Jason H.
author_facet Begin, Arabella S.
Hidrue, Michael K.
Lehrhoff, Sara
Lennes, Inga T.
Armstrong, Katrina
Weilburg, Jeffrey B.
del Carmen, Marcela G.
Wasfy, Jason H.
author_sort Begin, Arabella S.
collection PubMed
description IMPORTANCE: Inappropriate variations in clinical practice are a known cause of poor quality and safety, with variations often associated with nonclinical factors, such as individual differences in cognitive processing. The differential response of physicians to uncertainty may explain some of the variations in resource use and patient experience. OBJECTIVE: To examine the association of physician tolerance for uncertainty with variations in resource use and patient experience. DESIGN, SETTING, AND PARTICIPANTS: This survey study linked physician survey data (May to June 2019), patient experience survey data (January 2016 to December 2019), and billing data (January 2019 to December 2019) among primary care physicians (PCPs) at Massachusetts General Hospital with at least 10 visits in 2019. The statistical analysis was performed in 2021. MAIN OUTCOMES AND MEASURES: The analysis examined associations of PCP tolerance for uncertainty with the tendency to order diagnostic tests, the frequency of outpatient visits, hospital admissions, emergency department visits, and patient experience data (focused on physician communication and overall rating). A 2-stage hierarchical framework was used to account for clustering of patients under PCPs. Binary outcomes were modeled using a hierarchical logistic model, and count outcomes were modeled using hierarchical Poisson or negative binomial models. The analysis was adjusted for patient demographic variables (age, sex, and race and ethnicity), socioeconomic factors (payer and neighborhood income), and clinical comorbidities. RESULTS: Of 217 included physicians, 137 (63.1%) were women, and 174 (80.2%) were adult PCPs. A total of 62 physicians (28.6%) reported low tolerance, 59 (27.2%) reported medium tolerance, and 96 (44.2%) reported high tolerance for uncertainty. Physicians with a low tolerance for uncertainty were less likely to order complete blood cell counts (odds ratio [OR], 0.66; 95% CI, 0.50-0.88), thyroid tests (OR, 0.67; 95% CI, 0.52-0.88), a basic metabolic profile (OR, 0.78; 95% CI, 0.60-1.00), and liver function tests (OR, 0.72; 95% CI, 0.53-0.99) than physicians with a high tolerance for uncertainty. Physicians who reported higher tolerance for uncertainty were more likely to receive higher patient experience scores for listening to patients carefully (OR, 0.65; 95% CI, 0.50-0.83) and higher overall ratings (OR, 0.80; 95% CI, 0.66-0.98) than physicians with medium tolerance. Conversely, no association was found between physician tolerance for uncertainty and patient outpatient visits, hospital admissions, or emergency department visits. CONCLUSIONS AND RELEVANCE: In clinical practice, identifying and effectively managing inappropriate variations and improving patient experience have proven to be difficult, despite increased attention to these issues. This study supports the hypothesis that physicians’ tolerance for uncertainty is associated with differences in resource use and patient experience. Whether enhancing physicians’ tolerance for uncertainty could help reduce unwarranted practice variations, improve quality and patient safety, and improve patient’s experience remains to be established.
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spelling pubmed-94377482022-09-16 Association of Self-reported Primary Care Physician Tolerance for Uncertainty With Variations in Resource Use and Patient Experience Begin, Arabella S. Hidrue, Michael K. Lehrhoff, Sara Lennes, Inga T. Armstrong, Katrina Weilburg, Jeffrey B. del Carmen, Marcela G. Wasfy, Jason H. JAMA Netw Open Original Investigation IMPORTANCE: Inappropriate variations in clinical practice are a known cause of poor quality and safety, with variations often associated with nonclinical factors, such as individual differences in cognitive processing. The differential response of physicians to uncertainty may explain some of the variations in resource use and patient experience. OBJECTIVE: To examine the association of physician tolerance for uncertainty with variations in resource use and patient experience. DESIGN, SETTING, AND PARTICIPANTS: This survey study linked physician survey data (May to June 2019), patient experience survey data (January 2016 to December 2019), and billing data (January 2019 to December 2019) among primary care physicians (PCPs) at Massachusetts General Hospital with at least 10 visits in 2019. The statistical analysis was performed in 2021. MAIN OUTCOMES AND MEASURES: The analysis examined associations of PCP tolerance for uncertainty with the tendency to order diagnostic tests, the frequency of outpatient visits, hospital admissions, emergency department visits, and patient experience data (focused on physician communication and overall rating). A 2-stage hierarchical framework was used to account for clustering of patients under PCPs. Binary outcomes were modeled using a hierarchical logistic model, and count outcomes were modeled using hierarchical Poisson or negative binomial models. The analysis was adjusted for patient demographic variables (age, sex, and race and ethnicity), socioeconomic factors (payer and neighborhood income), and clinical comorbidities. RESULTS: Of 217 included physicians, 137 (63.1%) were women, and 174 (80.2%) were adult PCPs. A total of 62 physicians (28.6%) reported low tolerance, 59 (27.2%) reported medium tolerance, and 96 (44.2%) reported high tolerance for uncertainty. Physicians with a low tolerance for uncertainty were less likely to order complete blood cell counts (odds ratio [OR], 0.66; 95% CI, 0.50-0.88), thyroid tests (OR, 0.67; 95% CI, 0.52-0.88), a basic metabolic profile (OR, 0.78; 95% CI, 0.60-1.00), and liver function tests (OR, 0.72; 95% CI, 0.53-0.99) than physicians with a high tolerance for uncertainty. Physicians who reported higher tolerance for uncertainty were more likely to receive higher patient experience scores for listening to patients carefully (OR, 0.65; 95% CI, 0.50-0.83) and higher overall ratings (OR, 0.80; 95% CI, 0.66-0.98) than physicians with medium tolerance. Conversely, no association was found between physician tolerance for uncertainty and patient outpatient visits, hospital admissions, or emergency department visits. CONCLUSIONS AND RELEVANCE: In clinical practice, identifying and effectively managing inappropriate variations and improving patient experience have proven to be difficult, despite increased attention to these issues. This study supports the hypothesis that physicians’ tolerance for uncertainty is associated with differences in resource use and patient experience. Whether enhancing physicians’ tolerance for uncertainty could help reduce unwarranted practice variations, improve quality and patient safety, and improve patient’s experience remains to be established. American Medical Association 2022-09-01 /pmc/articles/PMC9437748/ /pubmed/36048444 http://dx.doi.org/10.1001/jamanetworkopen.2022.29521 Text en Copyright 2022 Begin AS et al. JAMA Network Open. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the CC-BY License.
spellingShingle Original Investigation
Begin, Arabella S.
Hidrue, Michael K.
Lehrhoff, Sara
Lennes, Inga T.
Armstrong, Katrina
Weilburg, Jeffrey B.
del Carmen, Marcela G.
Wasfy, Jason H.
Association of Self-reported Primary Care Physician Tolerance for Uncertainty With Variations in Resource Use and Patient Experience
title Association of Self-reported Primary Care Physician Tolerance for Uncertainty With Variations in Resource Use and Patient Experience
title_full Association of Self-reported Primary Care Physician Tolerance for Uncertainty With Variations in Resource Use and Patient Experience
title_fullStr Association of Self-reported Primary Care Physician Tolerance for Uncertainty With Variations in Resource Use and Patient Experience
title_full_unstemmed Association of Self-reported Primary Care Physician Tolerance for Uncertainty With Variations in Resource Use and Patient Experience
title_short Association of Self-reported Primary Care Physician Tolerance for Uncertainty With Variations in Resource Use and Patient Experience
title_sort association of self-reported primary care physician tolerance for uncertainty with variations in resource use and patient experience
topic Original Investigation
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9437748/
https://www.ncbi.nlm.nih.gov/pubmed/36048444
http://dx.doi.org/10.1001/jamanetworkopen.2022.29521
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