Interprofessional Staffing Pattern Clusters in U.S. ICUs.

OBJECTIVES: To identify interprofessional staffing pattern clusters used in U.S. ICUs. DESIGN: Latent class analysis. SETTING AND PARTICIPANTS: Adult U.S. ICUs. PATIENTS: None. INTERVENTIONS: None. ANALYSIS: We used data from a staffing survey that queried respondents (n = 596 ICUs) on provider (intensivist and nonintensivist), nursing, respiratory therapist, and clinical pharmacist availability and roles. We used latent class analysis to identify clusters describing interprofessional staffing patterns and then compared ICU and hospital characteristics across clusters. MEASUREMENTS AND MAIN RESULTS: We identified three clusters as optimal. Most ICUs (54.2%) were in cluster 1 ("higher overall staffing") characterized by a higher likelihood of good provider coverage (both intensivist [onsite 24 hr/d] and nonintensivist [orders placed by ICU team exclusively, presence of advanced practice providers, and physicians-in-training]), nursing leadership (presence of charge nurse, nurse educators, and managers), and bedside nursing support (nurses with registered nursing degrees, fewer patients per nurse, and nursing aide availability). One-third (33.7%) were in cluster 2 ("lower intensivist coverage & nursing leadership, higher bedside nursing support") and 12.1% were in cluster 3 ("higher provider coverage & nursing leadership, lower bedside nursing support"). Clinical pharmacists were more common in cluster 1 (99.4%), but present in greater than 85% of all ICUs; respiratory therapists were nearly universal. Cluster 1 ICUs were larger (median 20 beds vs. 15 and 17 in clusters 2 and 3, respectively; p < 0.001), and in larger (> 250 beds: 80.6% vs. 66.1% and 48.5%; p < 0.001), not-for-profit (75.9% vs. 69.4% and 60.3%; p < 0.001) hospitals. Telemedicine use 24 hr/d was more common in cluster 3 units (71.8% vs. 11.7% and 14.1%; p < 0.001). CONCLUSIONS: More than half of U.S. ICUs had higher staffing overall. Others tended to have either higher provider presence and nursing leadership or higher bedside nursing support, but not both.

Dr. Kadambini Ganguly (1861-1923): A Pioneer in Indian Medicine.

Dr. Kadambini Ganguly was a trailblazing Indian physician and social reformer. As one of the first female graduates and practitioners of Western medicine in India, she broke numerous barriers in a field dominated by men. Her contribution to medicine, particularly in women's healthcare, and her engagement in social reform through the Brahmo Samaj and the Indian National Congress, caused significant progress toward gender equality and social justice. This article looks back on her academic accomplishments, medical career, social activism, and lasting legacy, emphasizing her profound influence on medicine and society in India.

The Landscape of Pain Medicine for Women Physicians: A Perspective.

BACKGROUND: The gender bias in academic anesthesiology is well known. Women are not only a minority in the field but also underrepresented in leadership positions. Reported reasons for this underrepresentation include barriers to career advancement, lack of mentorship, and differences in compensation, among others. Interventional pain, a competitive procedural subspecialty of anesthesiology, sees the trickle-down effects of this disparity. According to a report from the ACGME that sorted medical subspecialties by number of female trainees, pain medicine ranked in the bottom quartile across all disciplines from 2008-2016. OBJECTIVES: To better understand the landscape for women physicians in the field of pain medicine, we undertook this investigation to review the knowledge about the topic and what questions remain unanswered. STUDY DESIGN: This study is a review of the current literature and aims to summarize and describe the landscape of pain medicine for women physicians. SETTING: All literature review and manuscript preparation took place at the Yale University School of Medicine. METHODS: We performed a comprehensive search using the PubMed, Scopus, and Cochrane databases for the combined terms "gender disparity," "pain medicine," and "anesthesiology," limiting our search to the year 2000 onward for the most recent literature on the topic. Our initial search retrieved 38 articles. All relevant articles pertaining to this perspective piece were collated. The available literature is discussed below. RESULTS: Women are underrepresented in interventional pain. The grim scarcity of female pain physicians is unlikely to improve soon, since while the number of Accreditation Council for Graduate Medical Education pain fellowship programs continues to grow, women trainees comprise only between 22-25% of all pain medicine fellows. Additionally, although studies have compared the numbers of male interventional pain faculty to their female counterparts in academic hospitals and shown the ratio to range from 71.84-82% to 18-28.52%, respectively, no studies have truly explored the landscape for women physicians in private practice. Patients prefer and have better experiences with physicians who are racially and ethnically like themselves. In fact, the preference for and the lack of female clinicians have been associated with delayed pursuit of care and adverse health outcomes. The consequences of the burnout and attrition caused by the gender disparity, especially in a field like pain medicine, cannot be understate. LIMITATIONS: The review might not have been comprehensive, and relevant studies might not have been included. CONCLUSION: While the gender disparity in academia is well documented for both anesthesiology and pain medicine, the reasons for this disparity have not been fully explored. Moreover, it is also unknown whether the minority of female physicians who select pain medicine as a subspecialty gravitate toward an academic or a private-practice path. To address the existing gender disparity, it is necessary to explore the landscape of interventional pain medicine in both academic and private practices and understand pain physicians' beliefs and sentiments regarding their subspecialty.

Impact of a department-sponsored portable breast pump initiative at a single institution.

RATIONALE AND OBJECTIVES: Many barriers to breastfeeding upon return to the workplace are reported by female radiologists, which have implications on maternal/infant health and physician burnout. The Department of Radiology at our institution piloted an initiative to provide a free portable breast pump to address these barriers. MATERIALS AND METHODS: An anonymous voluntary 32-question survey assessing the impact of the portable pump on postpartum work-life integration was sent to all female radiologists and radiologists-in-training in the department from May 2023 to July 2023. RESULTS: A total of 59 surveys were completed (65 % response rate). Overall, respondents reported a positive or very positive impact of the pump on transitioning back to work (median 4.5/5 on a 5-point Likert scale), on their decision to continue breastfeeding when returning to work (median 4/5), and duration of breastfeeding (median 4/5). Use of the pump was reported as favorable, with utilization of the pump while simultaneously engaging in clinical work (median 4.5/5) obviating necessity of dedicated lactation rooms, and positive impact on daily productivity (median score of 4/5). Nearly all (94 %, 16/17) users of the portable pump had their lactational needs addressed while returning to work, compared to 54 % (6/13) of those returning from leave prior to the pump initiative (p = 0.003). Compared to those utilizing traditional lactational resources, those who utilized the portable pump were significantly less likely to miss educational opportunities (0 % vs 44 %, p = 0.03), or academic engagements due to lactational practices at work (0 % v 44 %, p = 0.01). CONCLUSION: A department-sponsored portable breast pump initiative proved to be an effective resource to support physician breastfeeding and work-life integration.

Comparing the trends of MBS telepsychiatry and consultant physician telehealth services from 2017 to 2022: A retrospective study.

OBJECTIVE: The Medicare Benefit Schedule (MBS) telehealth items were expanded in March 2020 during the COVID-19 pandemic. We measured the use of MBS telepsychiatry items compared to consultant physician telehealth items within the context of these item changes, to understand differences in telepsychiatry and physician telehealth utilisation. METHODS: Monthly counts of face-to-face and telehealth (videoconferencing and telephone) MBS items for psychiatrists and physicians from January 2017 to December 2022 were compiled from Services Australia MBS Item Reports. Usage levels were compared before and after telehealth item expansion. Usage trends for MBS telepsychiatry and physician telehealth items were compared in time-series plots. RESULTS: Telehealth item expansion resulted in a greater rise of telepsychiatry services from 3.8% beforehand to 43.8% of total services subsequently, compared with physician telehealth services (from 0.6% to 20.0%). More physician telehealth services were by telephone compared with telepsychiatry services. Time-series of both telehealth services displayed similar patterns until mid-2022, when physician telehealth services declined as telephone items were restricted. Telepsychiatry services consistently comprised a greater proportion of total services than physician telehealth services. CONCLUSIONS: MBS psychiatrist services showed a more substantial and persistent shift to telehealth than physician services, suggesting a greater preference and use of telepsychiatry.

Perceptions of C-reactive Protein Measurement Among General Physicians: A Qualitative Study on Diagnostic Value, Clinical Dilemmas, and Professional Growth.

Introduction C-reactive protein (CRP) is a widely used laboratory test for assessing infections, inflammatory diseases, and malignancies, playing a critical role in clinical diagnosis and management. Despite its utility, CRP measurement practices vary among physicians, often influenced by training and clinical experience. This study explores general physicians' perceptions of CRP measurement in clinical practice, focusing on its diagnostic value, associated dilemmas, and impact on clinical growth and decision-making. Methods This qualitative study employed thematic analysis to examine the perceptions of general physicians at Unnan City Hospital, Unnan, Japan regarding CRP measurement. Sixteen general physicians were selected through purposive sampling and participated in one-on-one semi-structured interviews. The interviews were conducted in Japanese, recorded, transcribed verbatim, and analyzed inductively to identify themes. The analysis involved iterative coding and extensive discussion among the research team to ensure the reliability and validity of the findings. Results Three main themes emerged from the analysis: the usefulness of CRP for diagnosis and collaboration, dilemmas associated with CRP usage, and clinical growth through reconsideration of CRP's importance. Physicians highlighted CRP's value in distinguishing inflammatory from non-inflammatory diseases, predicting clinical courses, and facilitating communication with specialists. However, dilemmas arose from discrepancies between CRP levels and clinical symptoms, the influence of various non-specific factors, and habitual testing driven by training, leading to unnecessary tests and diminished clinical skills. Participants recognized the need to view CRP as one of many diagnostic tools, cultivate a habit of questioning its necessity, and reflect on its use to enhance clinical reasoning and professional growth. Conclusions CRP measurement is a valuable diagnostic tool, but effective use requires a balanced and critical approach. Discrepancies between CRP levels and clinical symptoms can lead to over-reliance on laboratory results and unnecessary testing. General physicians should integrate CRP within a broader diagnostic framework, combining it with patient history, physical examination, and other tests. Reflecting on the necessity and implications of CRP measurements can improve clinical reasoning and decision-making, ultimately enhancing patient care and resource management. Future research should explore similar perceptions in diverse healthcare settings and develop strategies to optimize CRP use in clinical practice.

Study on needle stick injuries during surgery and blunt needle use for reducing occupational exposure and hygiene benefits.

BACKGROUND: The conventional round suture needle poses a significant risk of needle stick injuries among surgical physicians, identified as a global occupational hazard by the World Health Organization, increasing hospital costs and exposure to bloodborne pathogens. While novel blunt suture needles have shown promise in reducing these risks, their adoption is limited domestically, prompting a study to compare their efficacy against traditional sharp needles in reducing needle stick injuries among surgical physicians. OBJECTIVE: To investigate suture needle stick injuries among surgical doctors during operations and assess the application effectiveness of a novel blunt suture needle. METHODS: A total of 106 surgical department physicians from March 2021 to February 2023 participated in the study. After completing a questionnaire survey on suture needle injuries during surgery, the participants were divided into two groups. Over a 6-month intervention period, the control group used regular round needles while the study group utilized novel blunt suture needles. Subsequently, suture needle injury incidence rates and economic hygiene benefits were compared between the two groups. RESULTS: The suture needle injury questionnaire survey showed that over the past 6 months, among 106 surgical department physicians, 20 needle stick injuries occurred, yielding an incidence rate of 18.87%. The highest incidence (65.00%) was during suturing incisions longer than 10 cm, primarily when visibility was poor (70.00%). Surgeons linked most injuries (60.00%) to prolonged surgical duration causing fatigue. Although 85.00% detected injuries within 1 minute, only 40.00% were reported, often due to perceived reporting complexity. Following intervention, the study group had significantly fewer injuries per surgery and lower occupational exposure costs compared to the control group (p< 0.05). CONCLUSION: Surgical department physicians commonly sustain suture needle injuries while suturing incisions of 5-10 cm length under poor visibility, exacerbated by prolonged surgical duration. Despite detecting most injuries within 1 minute, only 40% are reported. The implementation of novel blunt suture needles significantly decreases injury rates, resulting in reduced occupational exposure costs and favorable safety and economic hygiene outcomes.

Optimal hyperglycemia thresholds in patients undergoing chemotherapy: a cross sectional study of oncologists' practices.

PURPOSE: Neither the United States nor the European oncology guidelines include details for appropriate management of hyperglycemia in cancer patients. The aim was to identify fasting and random blood glucose thresholds, and hemoglobin A1c (HbA1c) targets used by oncologists in clinical practice when managing hyperglycemia in patients with cancer undergoing chemotherapy. METHODS: This national, cross sectional study utilized a questionnaire to collect oncologists' perceptions about optimal blood glucose thresholds and HbA1c targets in patients with cancer undergoing chemotherapy. Descriptive statistics were calculated to summarize glucose thresholds, HbA1c targets, and sample characteristics. Responses to an open-ended question about oncologists' approach to hyperglycemia management were analyzed via thematic analysis using an inductive approach. RESULTS: Respondents (n = 229) were on average 52.1 years of age, 67.7% men, and 91.3% White. For patients without diabetes but experiencing hyperglycemia, oncologists targeted lower and upper fasting blood glucose levels between 75-121 mg/dL and 105-135 mg/dL, respectively. For patients with diabetes, the targets for lower and upper fasting blood glucose levels ranged between 100-130 mg/dL and 128-150 mg/dL, respectively. Fasting blood glucose (95.6%) and HbA1c (78.6%) were the most commonly used clinical indicators to consider chemotherapy dose reduction, delay, or discontinuation due to hyperglycemia in patients receiving chemotherapy with curative intent. Among those receiving palliative intent chemotherapy, the preferred clinical parameters were random blood glucose (90.0%), patient-reported blood glucose readings (70.7%), continuous glucose monitoring readings (65.1%), and patient-reported symptoms of hyperglycemia (65.1%). Three main themes emerged about oncologists' approach to hyperglycemia management: 1) identification of high-risk patients; 2) need for early identification, screening, and diagnosis of hyperglycemia; and 3) multiple hyperglycemia management strategies. CONCLUSION: Oncologists reported a wide variation of target blood glucose ranges considered appropriate in patients undergoing chemotherapy. Lack of clear guidance for hyperglycemia management during chemotherapy in the United States may be contributing to a lack of consistency in clinical practice.

Physicians, Public Discourse, and Passive Euthanasia of Infants with Down Syndrome in the Late-Twentieth Century.

Through the late-twentieth century, physicians endorsed the denial of life-saving surgeries to infants because they had Down syndrome. Grim physician assessments of the inevitable burden of Down syndrome found ideological footing in the 1970s crusade to eradicate the condition, a public health goal made possible by new genetic diagnostics and a weakened abortion law. What is most striking about this physician-sanctioned passive euthanasia is that it persisted even in an era of unprecedented expansion of disability rights. Physician endorsement of the euthanasia of infants with Down syndrome offers a powerful corrective to the notion that post-war Canada was marked by waning support for eugenics. Medically sanctioned euthanasia of babies because of their Down syndrome, eugenics of the most extreme type, thrived in late-twentieth century Canada.

Jusqu'à la fin du vingtième siècle, les médecins ont approuvé le refus de pratiquer des interventions chirurgicales vitales sur des nourrissons parce qu'ils étaient atteints du syndrome de Down. La sombre évaluation par les médecins du fardeau inévitable qu'entraînait le syndrome de Down a trouvé un fondement idéologique dans la croisade des années 1970 pour éradiquer la maladie, un objectif de santé publique rendu possible par les nouveaux diagnostics génétiques et grâce à une loi sur l'avortement moins sévère. L'aspect le plus frappant de cette euthanasie passive sanctionnée par les médecins est qu'elle a persisté à une époque d'expansion sans précédent des droits des personnes handicapées. L'approbation par les médecins de l'euthanasie des nourrissons atteints du syndrome de Down apporte un puissant correctif à l'idée que le Canada de l'après-guerre a été caractérisé par une baisse du soutien à l'eugénisme. L'euthanasie médicalement sanctionnée de bébés en raison du syndrome de Down, c'est-à-dire l'eugénisme le plus extrême, a au contraire prospéré dans le Canada de la fin du vingtième siècle.

Investigating Physicians' Adoption of Telemedicine in Romania Using Technology Acceptance Model (TAM).

This study investigates Romanian physicians' acceptance of telemedicine using the Technology Acceptance Model. We analyzed 1093 responses to an online survey distributed nationwide to physicians via email by the National Authority of Quality Management in Health, employing the partial least squares algorithm to estimate the relationship between the behavioral intention to adopt telemedicine and its potential determinants. Our findings reveal that the model accounts for 84.6% of the variance in behavioral intention to use telemedicine. Among the two constructs of the TAM model, perceived usefulness is a stronger predictor of behavioral intention than perceived ease of use. Additionally, subjective norms positively and significantly influence physicians' intention to use telemedicine and their perception of its usefulness. Furthermore, perceived incentives and accessibility to medical records also positively impact the behavioral intention to use telemedicine.

Patched but Still Leaky: An Update on the Pipeline for Women in Gastroenterology.

BACKGROUND: Women remain underrepresented in gastroenterology (GI). Studies have identified that a lack of formal mentorship for women contributes to this underrepresentation. While many GI divisions have adopted models for supporting GI fellows and faculty, there is a gap in our knowledge regarding mentorship options for internal medicine (IM) residents interested in GI. AIMS: To evaluate representation of women at each level of their career (resident, fellow, and attending) and examine trends in representation of women in GI compared to other IM subspecialties. METHODS: We analyzed AAMC Physician Specialty Data Reports to compare gender representation and growth of women representation across all IM subspecialties and residencies from 2007 to 2021. RESULTS: In 2021, 44.3% of IM residents, 37.8% of GI fellows, and 19.7% of actively practicing attending gastroenterologists were women. Since 2007, GI comprised significantly lower proportions of women attendings except for cardiology, and lower representation in fellows, except for cardiology and nephrology, than other IM subspecialties (p < 0.001). There was a consistently higher proportion of women GI fellows than attendings over the past 14 years (p < 0.01). CONCLUSIONS: GI has among the lowest representation of women at each career level compared to other IM subspecialties. Given the previously reported preference of gender congruent mentoring, the underrepresentation of senior academic gastroenterologists who are women may be a contributing factor to lower proportions of women trainees choosing to pursue GI.

Thriving among Pakistani physicians: A qualitative study.

OBJECTIVE: Burnout among physicians negatively impacts the quality of patient care and provider's mental health. While many studies have evaluated burnout, factors associated with physician thriving are not well-defined. This study involved a qualitative exploration of thriving and career satisfaction among physicians in Pakistan. METHODS: A snowball sampling technique was used to recruit participants who completed a measure of job satisfaction, life satisfaction, and burnout between December 2022 and February 2023. Semi-structured interviews were conducted to explore factors associated with burnout and thriving. Participants were physicians working in public and private hospitals in North Punjab. RESULTS: Twenty-four physicians were interviewed. Six themes emerged that might help to explain factors involved in thriving: patient's affirmation, serving humanity, social support, spiritual connection, occupational prestige, and activities outside of work. Two themes were identified as challenges to thriving: excessive workload and lack of resources. CONCLUSION: Improving the well-being of primary care practitioners requires a multi-modal approach, which includes cultivating intrinsic virtues, such as resilience and spiritual resources, as well as improving social support and the workplace environment.

The relationship between departmental culture and resuscitation-related moral distress among inpatient medical departments physicians and nurses.

BACKGROUND: While moral distress frequency and intensity have been reported among clinicians around the world, resuscitations have not been well documented as its source. OBJECTIVES: to examine the relationship between intensity and frequency of resuscitation- related moral distress and departmental culture among nurses and physicians working in inpatient medical departments. METHODS: This was a cross-sectional, prospective study of medical inpatient department staff from three hospitals. Questionnaires included a demographic and work characteristics questionnaire, the Resuscitation-Related Moral Distress Scale (a revised version of the Moral Distress Scale measuring frequency and intensity of moral distress), and a Departmental Culture Questionnaire. RESULTS: 64 physicians and 201 nurses (response rate 64 %) participated, with a mean of 8.4 (SD = 5.1) resuscitations in the previous 6 months. Highest moral distress frequency scores were reported for items related to family demands or having no medical decision related to life- saving interventions for dying patients. Highest moral distress intensity scores were found when appropriate care for deteriorating patients was not given due poor staffing and when witnessing a resuscitation that could have been prevented had the staff identified the deterioration on time. Most participants strongly agreed (n = 228, 86.0 %) that their department medical director considers it important for staff to determine patients' end-of-life preferences and that quality of life is of the highest value. CONCLUSIONS: Clinicians working in medical inpatient department suffer from moderate frequency and high intensity levels of resuscitation-related moral distress. There was a statistically significant association between intention to leave employment with resuscitation-related moral distress frequency and intensity.

Christ the Physician: A Theological Framework for Healing in Catholic Health Care.

The metaphor of Christ the physician features prominently in the gospels and the preaching of the Church Fathers, emphasizing that Jesus' work of healing extends beyond bodily ills to spiritual healing as well. Given that the end of medicine is "health," which involves wholeness of body and soul, Christ is uniquely able to accomplish this in us-beginning with grace in our souls in this life, and culminating in the resurrection of the body and restoration of body and soul in glory at the end of time. Drawing on the thought of the Church Fathers and Thomas Aquinas, this paper considers how Catholic health care is distinctly positioned to continue Christ's work of bodily and spiritual healing through medical and sacramental approaches-as we await our perfect and ultimate healing upon Christ's return in glory.

Enhancing Clinical Relevance of Pretrained Language Models Through Integration of External Knowledge: Case Study on Cardiovascular Diagnosis From Electronic Health Records.

BACKGROUND: Despite their growing use in health care, pretrained language models (PLMs) often lack clinical relevance due to insufficient domain expertise and poor interpretability. A key strategy to overcome these challenges is integrating external knowledge into PLMs, enhancing their adaptability and clinical usefulness. Current biomedical knowledge graphs like UMLS (Unified Medical Language System), SNOMED CT (Systematized Medical Nomenclature for Medicine-Clinical Terminology), and HPO (Human Phenotype Ontology), while comprehensive, fail to effectively connect general biomedical knowledge with physician insights. There is an equally important need for a model that integrates diverse knowledge in a way that is both unified and compartmentalized. This approach not only addresses the heterogeneous nature of domain knowledge but also recognizes the unique data and knowledge repositories of individual health care institutions, necessitating careful and respectful management of proprietary information. OBJECTIVE: This study aimed to enhance the clinical relevance and interpretability of PLMs by integrating external knowledge in a manner that respects the diversity and proprietary nature of health care data. We hypothesize that domain knowledge, when captured and distributed as stand-alone modules, can be effectively reintegrated into PLMs to significantly improve their adaptability and utility in clinical settings. METHODS: We demonstrate that through adapters, small and lightweight neural networks that enable the integration of extra information without full model fine-tuning, we can inject diverse sources of external domain knowledge into language models and improve the overall performance with an increased level of interpretability. As a practical application of this methodology, we introduce a novel task, structured as a case study, that endeavors to capture physician knowledge in assigning cardiovascular diagnoses from clinical narratives, where we extract diagnosis-comment pairs from electronic health records (EHRs) and cast the problem as text classification. RESULTS: The study demonstrates that integrating domain knowledge into PLMs significantly improves their performance. While improvements with ClinicalBERT are more modest, likely due to its pretraining on clinical texts, BERT (bidirectional encoder representations from transformer) equipped with knowledge adapters surprisingly matches or exceeds ClinicalBERT in several metrics. This underscores the effectiveness of knowledge adapters and highlights their potential in settings with strict data privacy constraints. This approach also increases the level of interpretability of these models in a clinical context, which enhances our ability to precisely identify and apply the most relevant domain knowledge for specific tasks, thereby optimizing the model's performance and tailoring it to meet specific clinical needs. CONCLUSIONS: This research provides a basis for creating health knowledge graphs infused with physician knowledge, marking a significant step forward for PLMs in health care. Notably, the model balances integrating knowledge both comprehensively and selectively, addressing the heterogeneous nature of medical knowledge and the privacy needs of health care institutions.

Predictors of a positive attitude towards rural practice in female osteopathic medical students.

CONTEXT: Women outnumber men in medical school. Given the growing need for rural physicians and the underrepresentation of women in rural medicine, understanding predictors of rural practice among female students is imperative for addressing future healthcare workforce shortages in rural areas. Utilizing current evidence, medical schools should seek to admit students with a rural background and interest in pursuing a primary care specialty; however, whether this holds true for female osteopathic medical students is unknown. OBJECTIVES: This study aims to determine if a rural background, a plan to practice family medicine, and motivation toward civic duty are associated with attitudes toward eventual practice of rural medicine in female osteopathic medical students. METHODS: An anonymous online survey was administered to actively enrolled female students at Arkansas Colleges of Health Education College of Osteopathic Medicine. The survey assessed the respondents' presence of a rural background, degree of civic-mindedness, intention to practice family medicine, and attitudes to rural work and life. Demographics of ethnicity and year of study in medical school were also collected. In total, 129 students responded to the survey, with 97 complete responses for analysis. Hierarchical regression was utilized to compare nested models and interpret interactions. RESULTS: Of the 97 survey respondents, 34.0 % described themselves as first-year students, 37.1 % as second-year students, 16.5 % as third-year students, and 12.4 % as fourth-year students. Linear regression modeling indicated that for female medical students at Arkansas Colleges of Health Education, having a rural background had no relationship with their attitude toward practicing in a rural setting, ß=-0.97, standard error (SE)=1.96, t=-0.49, p>0.05, CI [-4.86, 2.92]. Civic-mindedness had a positive relationship with their attitude toward practicing in a rural setting, ß=0.17, SE=0.07, t=2.44, p=0.016, CI [0.03, 0.31], accounting for 4.57 % of its variance. Plan to practice family medicine was positively associated with a student's attitude toward practicing in a rural setting, ß=4.38, SE=0.85, t=5.15, p<0.001, CI [2.69, 6.07], accounting for 20.25 % of its variance. Civic-mindedness appeared to moderate the relationship between planning to practice family medicine and attitudes toward practicing in a rural setting, F(1, 91) = 3.91, p=0.05, R 2=0.31. The p value for this interaction term was 0.05, but its effect size measure and graphical representation revealed a substantive effect. CONCLUSIONS: The regression analysis showed that, for the women in this study, the greater the student's civic-mindedness, the more favorable her attitude toward practicing in a rural setting. Additionally, the stronger the student's plan to practice family medicine, the more favorable her attitude toward eventual rural practice was. Lastly, the student's civic-mindedness influenced the predictive value of having a plan to practice family medicine.

Performance trend of the family physician referral system before and during the COVID-19 pandemic: a study in northern Iran.

BACKGROUND: Considering the challenges of the referral system in the family physician program and the impact of COVID-19 pandemic on the performance of the relevant ministry's programs, it is necessary to assess the performance of the referral system. This study was conducted with the aim of investigating the performance of the family physician referral system before and during COVID-19 in Golestan province. METHODS: The present repeated cross-sectional study was conducted on secondary data Recorded of 786,603 cases referred and cared by family physicians (including information on physicians' and midwives' visits, percentage of prescriptions and other information) in Golestan province from 2017 to 2022 in a census and retrospective manner. Data were collected using the reference ratio checklist and analyzed with SPSS 23 software at a significance level of less than 0.05. RESULTS: Referral to 10 types of medical specialties and 10 indicators of family physicians referral before and during COVID-19 were investigated. The highest and lowest percentages of referrals by family physicians were belonged to the surgical (17.6%) and infectious (2%) specialists before COVID-19, and internal medicine (15.07%) and urology (3%) specialists during COVID-19, respectively. Referral due to physician's diagnosis increased by 19.3% compared to before Covid-19, target group increased by 0.86%, care decreased by 2.69% and reverse referral decreased by 36.1%. The amount of population covered by rural insurance, the amount of visits to midwives, the percentage of electronic appointments in the post-Covid-19 years have changed significantly compared to before.it (P-Value < 0.05). CONCLUSION: The present study showed that the COVID-19 pandemic had a significant impact on family physician referral indicators, such as the process of referral to specialists, drug prescriptions, insurance coverage, one-time service population, and patient care, which can be used to eliminate the weaknesses and Strengthening the strengths of the programs being implemented in the face of possible pandemics is very useful and effective and can be used in the country. Finally, the results obtained from this research provide evidence to discuss the importance of the family physicians care and referral system in the face of special conditions for quality control in health policies.

Exploring the link between physicians' caffeine use disorders with sleep quality and professional burnout: a cross-sectional study.

BACKGROUND: The objective of this research was to examine how caffeine use disorder among physicians across different specialties relates to both sleep quality and professional burnout. METHODS: This research represents a single-center, prospective, cross-sectional study involving 240 physicians meeting inclusion criteria and working within a training and research hospital. Participants were enrolled in the study after obtaining informed consent. A web-based survey methodology was employed, administering a participant information form crafted following an exhaustive literature review, alongside assessments utilizing the Caffeine Use Disorder Questionnaire, the Pittsburgh Sleep Quality Index, and the Maslach Burnout Inventory. A significance level of p < 0.05 was considered statistically significant. RESULTS: In our study, participants had a median age of 30.0 years, and 60% reported poor sleep quality. A positive and statistically significant relationship (rho=0.148, p = 0.022) was found between the Caffeine Use Disorder Questionnaire and Pittsburgh Sleep Quality Index scores. In the generalized linear model analysis, setting the Caffeine Use Disorder Questionnaire score as the dependent variable, statistically significant contributions were observed for gender (women), daily total caffeine intake, and Maslach-depersonalization score variables (p = 0.012, p < 0.001, 0.035, respectively). CONCLUSIONS: Higher levels of caffeine use disorder have been observed among women, smokers, and individuals with increased caffeine intake. Notably, an increase in professional depersonalization is associated with a rise in caffeine use disorder. Studying physicians' professional depersonalization could aid in addressing caffeine use disorders. Additionally, exploring the caffeine consumption patterns of healthcare professionals displaying depersonalization towards patients' needs is also worthwhile.

Barriers to care linkage and educational impact on unnecessary MASLD referrals.

Background: The importance of primary care physicians (PCPs) in managing metabolic dysfunction-associated steatotic liver disease (MASLD) has increased. This study aimed to assess the effectiveness of an online educational program on MASLD among physicians. Methods: In total, 869 physicians (72 physicians at referral centers and 797 PCPs) participated in this study. They completed an initial survey regarding their clinical practices for patients with MASLD, followed by a second online survey 8 weeks after receiving a series of seven weekly sets of educational materials on MASLD. Results: In the baseline survey, most PCPs did not routinely evaluate the stage of hepatic fibrosis in MASLD; they typically initiated assessments based on elevated liver enzyme levels. Only a limited number of PCPs used vibration-controlled transient elastography. The main hurdles in managing MASLD were "the absence of a fee for patient education" for PCPs and "short consultation time" for referral-center physicians. In the follow-up survey, the percentage of liver fibrosis assessments using noninvasive tests increased from 7.0 to 11.2%. Additionally, evaluations for cardiovascular disease increased from 3.9 to 8.2%, and the risk of ischemic stroke increased from 13.7 to 16.9%. The percentage of immediate referrals of patients to specialists after an MASLD diagnosis decreased from 15.4 to 12.3%. Conclusion: The discrepancies in management strategies and viewpoints regarding MASLD between PCPs and referral-center physicians can hinder efforts to mitigate the disease burden. Increasing awareness among PCPs regarding MASLD through a 7-week education program led to a reduction in unnecessary referral rates and an increase in cardiovascular evaluations.

Knowledge, attitude, and practice of artificial intelligence applications in medicine among physicians in Sudan: a national cross-sectional survey.

Background and aims: Artificial intelligence (AI) has emerged as a rapidly developing tool within the medical landscape, globally aiding in diagnosis and healthcare management. However, its integration within healthcare systems remains varied across different regions. In Sudan, there exists a burgeoning interest in AI potential applications within medicine. This study aims to evaluate the knowledge, attitudes, and practices of AI applications in medicine among physicians in Sudan. Methods: The authors conducted a web-based survey cross-sectional analytical study using an online questionnaire-based survey regarding demographic details, knowledge, attitudes, and practice of AI distributing through various e-mail listings and social media platforms. A sample of 825 Physicians including doctors in Sudan with different ranks and specialties were selected using the convenient non-probability sampling technique. Result: Out of 825 Physicians, 666 (80.7%) of Physicians have previous knowledge about AI. However, only a small number 123 (14.9%) were taught about AI during their time in medical school, even fewer, just 120 (14.5%) had AI-related lessons in their training program. Regarding attitude, 675 (81.8%) agree that AI is very important in medicine, almost the same number, 681 (82.6%) support the idea of teaching AI in medical schools. Practically, 535 (64.8%) of doctors, think that should get special training in using AI tools in healthcare. Excitingly 651 (78.9%) of physicians are interested in working with AI in future. Based on different ranks of doctors toward AI; Medical Officers exhibited the highest proportion at (32.7%) of knowledge and understanding of AI concepts, followed by House Officers at (16.7%) (p=0.076); regarding attitude, Medical Officers demonstrated the highest (31.6%) favorable attitude, followed by House Officers at (17.5%) (p=0.229); In practice also, Medical Officer showed the highest portion (28.0%) among participants (p=0.129). Conclusion: While there is a positive attitude and some level of AI practice, there remains a considerable gap in knowledge that needs addressing.