From Joint Cognitive Systems to Human-AI Joint Cognitive Systems: A Theory Critique and Application to Obstetric Anesthesia Risk Assessment.

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This article examines the joint cognitive systems framework as a foundation for understanding human-machine collaboration. Using Meleis's theory evaluation model, we describe its origins, principles, and applications and then critique its strengths and limitations. Findings highlight challenges in trust, workload, and integration that limit effective use in health care. Application to obstetric anesthesia demonstrates how combining provider expertise with machine learning insights may improve maternal risk assessment. We propose the modernized extension, human-AI joint cognitive systems, to incorporate ethics and sociocultural factors, supporting safer and more effective clinical decision making.

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Differences in the diagnose panorama in primary health care in Dalby, Sweden and Spili, Crete.
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  • Scandinavian Journal of Social Medicine
  • Antonis D Koutis + 5 more

We have compared the use of primary health care and the diagnoses at visits to doctors in the Spili Health Centre (SHC) in Crete and the Dalby Health Centre (DHC) in Sweden. In DHC more patients per 1000 population visited the doctors than in SHC. This was so regardless of age-group and sex, in fact more or less regardless of diagnosis. Other differences between the populations were: The diagnosis acute otitis media was more frequent in the Dalby children than in the Spili ones. The opposite was true of "head injuries" which were more frequent in the Spili boys. Visits to doctors for bronchitis was more frequent in the Spili men, maybe because of the extensive smoking habits of Cretan men. Visits for diseases of the musculoskeletal system were more frequent in DHC than in SHC. A hypothesis worth testing is that this was influenced by differences in the health insurance and sick benefit systems. Angina pectoris was fairly frequent in both areas but cardiosclerosis (including healed myocardial infarction) was more common in DHC than in SHC. Use of primary health care may be influenced by the need for health care in the population, the accessibility of the health care facilities, the costs for the patients, the quality of care as perceived by the patients and by other sociocultural factors. Comparative studies, even though fairly uncommon today, may be of use in generating hypotheses about the impact of different factors on the use of health care.

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Comparison of 1-Year Health Care Costs and Use Associated With Open vs Robotic-Assisted Radical Prostatectomy
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  • Cite Count Icon 44
  • 10.1371/journal.pone.0231792
Socioeconomic differences in use of public, occupational and private health care: A register-linkage study of a working-age population in Finland.
  • Apr 16, 2020
  • PLOS ONE
  • Jenni Blomgren + 1 more

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Course of Back Pain in the Canadian Population: Trajectories, Predictors, and Outcomes.
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  • Mayilee Canizares + 2 more

To identify and describe back pain trajectory groups and to compare indicators of health status, medication, and health care use in these groups. A representative sample (n = 12,782) of the Canadian population was followed-up from 1994/1995 to 2010/2011. Participants were interviewed biannually and provided data on sociodemographic (e.g., education) and behavior-related (e.g., physical activity) factors, depression, comorbidities, pain, disability, medication use (e.g., opioids), and health care use (e.g., primary care visits). We used group-based trajectory analysis to categorize participants according to patterns in the course of their back pain during the 16-year follow-up period and compared indicators of pain, disability, medication, and health care use in the trajectory groups. A total of 45.6% of the participants reported back pain at least once during follow-up. Of those, we identified 4 trajectories: persistent (18.0%), developing (28.1%), recovery (20.5%), and occasional (33.4%). The persistent and developing groups were characterized as having pain that prevented activities, disability, depression, and comorbidities. There were significant differences in the patterns of medication and health care use across the groups, with a general trend of most to least health care and medication use in the persistent, developing, recovering, and occasional groups. Those in the recovery group had an increasing trajectory reflecting opioid and antidepressant use. Approximately 1 in 5 people with back pain experience a persistent pain trajectory with an associated increase in pain, disability, and health care use. Further research is needed to determine whether the groups identified represent different diagnoses, which may provide insight into the selection of stratified treatment and aid in designing early prevention and management strategies in the population.

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Beyond the needle: expanding the role of anesthesiologists in the management of chronic non-malignant pain.
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Beyond the needle: expanding the role of anesthesiologists in the management of chronic non-malignant pain.

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  • Cite Count Icon 19
  • 10.1111/1468-0009.12479
Educational Inequalities in Hospital Use Among Older Adults in England, 2004‐2015
  • Oct 6, 2020
  • The Milbank Quarterly
  • George Stoye + 4 more

Policy PointsUS policymakers considering proposals to expand public health care (such as “Medicare for all”) as a means of reducing inequalities in health care access and use could learn from the experiences of nations where well‐funded universal health care systems are already in place.In England, which has a publicly funded universal health care system, the use of core inpatient services by adults 65 years and older is equal across groups defined by education level, after controlling for health status. However, variation among these groups in the use of outpatient and emergency department care developed between 2010 and 2015, a period of relative financial austerity.Based on England's experience, introducing universal health care in the United States seems likely to reduce, but not entirely eliminate, inequalities in health care use across different population groups.ContextExpanding access to health care is once again high on the US political agenda, as is concern about those who are being “left behind.” But is universal health care that is largely free at the point of use sufficient to eliminate inequalities in health care use? To explore this question, we studied variation in the use of hospital care among education‐level‐defined groups of older adults in England, before and after controlling for differences in health status. In England, the National Health Service (NHS) provides health care free to all, but the growth rate for NHS funding has slowed markedly since 2010 during a widespread austerity program, potentially increasing inequalities in access and use.MethodsNovel linkage of data from six waves (2004‐2015) of the English Longitudinal Study of Ageing (ELSA) with participants’ hospital records (Hospital Episode Statistics [HES]) produced longitudinal data for 7,713 older adults (65 years and older) and 25,864 observations. We divided the sample into three groups by education level: low (no formal qualifications), mid (completed compulsory education), and high (at least some higher education). Four outcomes were examined: annual outpatient appointments, elective inpatient admissions, emergency inpatient admissions, and emergency department (ED) visits. We estimated regressions for the periods 2004‐2005 to 2008‐2009 and 2010‐2011 to 2014‐2015 to examine whether potential education‐related inequalities in hospital use increased after the growth rate for NHS funding slowed in 2010.FindingsFor the study period, our sample of ELSA respondents in the low‐education group made 2.44 annual outpatient visits. In comparison, after controlling for health status, we found that participants in the high‐education group made an additional 0.29 outpatient visits annually (95% confidence interval [CI], 0.11‐0.47). Additional outpatient health care use in the high‐education group was driven by follow‐up and routine appointments. This inequality widened after 2010. Between 2010 and 2015, individuals in the high‐education group made 0.48 (95% CI, 0.21‐0.74) more annual outpatient visits than those in the low‐education (16.9% [7.5% to 26.2%] of annual average 2.82 visits). In contrast, after 2010, the high‐education group made 0.04 (95% CI, −0.075 to 0.001) fewer annual ED visits than the low‐education group, which had a mean of 0.30 annual ED visits. No significant differences by education level were found for elective or emergency inpatient admissions in either period.ConclusionsAfter controlling for demographics and health status, there was no evidence of inequality in elective and emergency inpatient admissions among the education groups in our sample. However, a period of financial budget tightening for the NHS after 2010 was associated with the emergence of education gradients in other forms of hospital care, with respondents in the high‐education group using more outpatient care and less ED care than peers in the low‐education group. These estimates point to rising inequalities in the use of hospital care that, if not reversed, could exacerbate existing health inequalities in England. Although the US and UK settings differ in many ways, our results also suggest that a universal health care system would likely reduce inequality in US health care use.

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  • Aug 1, 2005
  • Gastroenterology
  • Nicholas J Shaheen + 10 more

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  • Research Article
  • 10.1161/circ.129.suppl_1.p315
Abstract P315: Association of Marital Status with Health Care Use among Hispanic/Latino Adults: Results from the Hispanic Community Health Study/Study of Latinos (HCHS/SOL)
  • Mar 25, 2014
  • Circulation
  • Veronica Y Womack + 10 more

Background: Sociocultural factors have been linked to health care seeking among Latino adults. A supportive social context may encourage proactive steps leading to health maintenance, including healthcare seeking. Objective: To explore the cross-sectional association of marital status with annual health care provider visits among Hispanic/Latino adults ages 18-74 with and without chronic diseases. Methods: Participants from HCHS/SOL Sociocultural Ancillary Study with measures of social support, marital status, and health care use were included in the analysis (n=3,401). Marital status was self-reported. Health care use was defined as whether the participant saw a health care provider in the past twelve months. Weighted multiple logistic regression models were used to examine the associations of marital status with healthcare use, after adjusting for covariates. Results: On average, participants were 40 years old , 83% were currently married, and 73% had at least one health care provider visit in the past twelve months. Analyses were stratified by gender and the findings were null in men, therefore only the findings in women are reported. Among Hispanic/ Latino women with chronic diseases, individuals who were married were more likely to have an annual health care provider visit than those who had never married. However, this association no longer remained significant after adjustment. Among Latino women without chronic diseases, individuals who were married were less likely to have an annual health care provider visit than those who were never married. Conclusion: Marital status is associated with health care use among Hispanic/Latino women without chronic diseases. Future research should assess whether marianismo, a culture specific gender role characterized by self-sacrifice and prioritization of familial needs, influences marital status’ association with preventive health care utilization among Latino women.

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