Primary Care: The Actual Intelligence Required for Artificial Intelligence to Advance Health Care and Improve Health (Preprint)

2021 ◽  
Author(s):  
Winston R. Liaw ◽  
John M Westfall ◽  
Tyler S Williamson ◽  
Yalda Jabbarpour ◽  
Andrew Bazemore

UNSTRUCTURED With conversational agents triaging symptoms, cameras aiding diagnoses, and remote sensors monitoring vital signs, the use of artificial intelligence (AI) outside of hospitals has the potential to improve health, according to a recently released report from the National Academy of Medicine. Despite this promise, AI’s success is not guaranteed, and stakeholders need to be involved with its development to ensure that the resulting tools can be easily used by clinicians, protect patient privacy, and enhance the value of the care delivered. A crucial stakeholder group missing from the conversation is primary care. As the nation’s largest delivery platform, primary care will have a powerful impact on whether AI is adopted and subsequently exacerbates health disparities. To leverage these benefits, primary care needs to serve as a medical home for AI, broaden its teams and training, and build on government initiatives and funding.

2020 ◽  
Author(s):  
Stefan Gysin ◽  
Rahel Meier ◽  
Anneke van Vught ◽  
Christoph Merlo ◽  
Armin Gemperli ◽  
...  

Abstract Background Primary care systems around the world have implemented nurse practitioners (NPs) to ensure access to high quality care in times of general practitioner (GP) shortages and changing health care needs of a multimorbid, ageing population. In Switzerland, NPs are currently being introduced, and their exact role is yet to be determined. The aim of this study was to get insight into patient characteristics and services provided in NP consultations compared to GP consultations in order to appraise whether the NP role meets the political and demographic demands in Swiss primary care.Methods This case study used retrospective observational data from electronic medical records of a family practice with one NP and two GPs. Data on patient-provider encounters were collected between August 2017 and December 2018. We used logistic regression to assess associations between the assignment of the patients to the NP or GP and patient characteristics and delivered services respectively.Results Data from 5,210 patients participating in 27,811 consultations were analyzed. The average patient age was 44.3 years (SD 22.6), 47.1% of the patients were female and 19.4% multimorbid. 1,613 (5.8%) consultations were with the NP, and 26,198 (94.2%) with the two GPs. Patients in NP consultations were more often aged 85+ (OR 3.43; 95%-CI 2.70-4.36), multimorbid (OR 1.37; 95%-CI 1.24-1.51; p <0.001) and polypharmaceutical (OR 1.28; 95%-CI 1.15-1.42; p <0.001) in comparison to GP consultations. In NP consultations, vital signs (OR 3.05; 95%-CI 2.72-3.42; p <0.001) and anthropometric data (OR 1.33; 95%-CI 1.09-1.63; p 0.005) were measured more frequently, and lab tests (OR 1.16; 95%-CI 1.04-1.30; p 0.008) were ordered more often compared to GP consultations, independent of patient characteristics. By contrast, medications (OR 0.35; 95%-CI 0.30-0.41; p <0.001) were prescribed or changed less frequently in NP consultations.Conclusions Quantitative data from pilot projects provide valuable insights into NP tasks and activities in Swiss primary care. Our results provide first indications that NPs might have a focus on and could offer care to the growing number of multimorbid, polypharmaceutical elderly in Swiss primary care. NPs could offer care to the growing number of multimorbid, polypharmaceutical elderly, and might relieve work pressure from the GPs. Hence, the NP role has the potential to meet the current political and demographic demands in Swiss primary care. An extended scope of practice, especially prescription rights, could foster further professional practice and role implementation.


2020 ◽  
Author(s):  
Stefan Gysin ◽  
Rahel Meier ◽  
Anneke van Vught ◽  
Christoph Merlo ◽  
Armin Gemperli ◽  
...  

Abstract Background Primary care systems around the world have implemented nurse practitioners (NPs) to ensure access to high quality care in times of general practitioner (GP) shortages and changing health care needs of a multimorbid, ageing population. In Switzerland, NPs are currently being introduced, and their exact role is yet to be determined. The aim of this study was to get insight into patient characteristics and services provided in NP consultations compared to GP consultations in order to appraise whether the NP role meets the political and demographic demands in Swiss primary care.Methods This case study used retrospective observational data from electronic medical records of a family practice with one NP and two GPs. Data on patient-provider encounters were collected between August 2017 and December 2018. We used logistic regression to assess associations between the assignment of the patients to the NP or GP and patient characteristics and delivered services respectively. Results Data from 5,210 patients participating in 27,811 consultations were analyzed. The average patient age was 44.3 years (SD 22.6), 47.1% of the patients were female and 19.4% multimorbid. 1,613 (5.8%) consultations were with the NP, and 26,198 (94.2%) with the two GPs. Patients in NP consultations were more often aged 85+ (OR 3.43; 95%-CI 2.70-4.36), multimorbid (OR 1.37; 95%-CI 1.24-1.51; p <0.001) and polypharmaceutical (OR 1.28; 95%-CI 1.15-1.42; p <0.001) in comparison to GP consultations. In NP consultations, vital signs (OR 3.05; 95%-CI 2.72-3.42; p <0.001) and anthropometric data (OR 1.33; 95%-CI 1.09-1.63; p 0.005) were measured more frequently, and lab tests (OR 1.16; 95%-CI 1.04-1.30; p 0.008) were ordered more often compared to GP consultations, independent of patient characteristics. By contrast, medications (OR 0.35; 95%-CI 0.30-0.41; p <0.001) were prescribed or changed less frequently in NP consultations. Conclusions NPs could offer care to the growing number of multimorbid, polypharmaceutical elderly, and might relieve work pressure from the GPs. Hence, the NP role has the potential to meet the current political and demographic demands in Swiss primary care. An extended scope of practice, especially prescription rights, could foster further professional practice and role implementation.


Diabetes ◽  
2019 ◽  
Vol 68 (Supplement 1) ◽  
pp. 602-P
Author(s):  
NISHIT UMESH PAREKH ◽  
MALAVIKA BHASKARANAND ◽  
CHAITHANYA RAMACHANDRA ◽  
SANDEEP BHAT ◽  
KAUSHAL SOLANKI

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