Social Media Discussions Predict Mental Health Consultations on College Campuses.

The mental health of college students is a growing concern, and gauging the mental health needs of college students is difficult to assess in real-time and in scale. To address this gap, researchers and practitioners have encouraged the use of passive technologies. Social media is one such "passive sensor" that has shown potential as a viable "passive sensor" of mental health. However, the construct validity and in-practice reliability of computational assessments of mental health constructs with social media data remain largely unexplored. Towards this goal, we study how assessing the mental health of college students using social media data correspond with ground-truth data of on-campus mental health consultations. For a large U.S. public university, we obtained ground-truth data of on-campus mental health consultations between 2011-2016, and collected 66,000 posts from the university's Reddit community. We adopted machine learning and natural language methodologies to measure symptomatic mental health expressions of depression, anxiety, stress, suicidal ideation, and psychosis on the social media data. Seasonal auto-regressive integrated moving average (SARIMA) models of forecasting on-campus mental health consultations showed that incorporating social media data led to predictions with r = 0.86 and SMAPE = 13.30, outperforming models without social media data by 41%. Our language analyses revealed that social media discussions during high mental health consultations months consisted of discussions on academics and career, whereas months of low mental health consultations saliently show expressions of positive affect, collective identity, and socialization. This study reveals that social media data can improve our understanding of college students' mental health, particularly their mental health treatment needs.

Specialist consultation activity and costs in Australia: Before and after the introduction of COVID-19 telehealth funding.

This study describes and analyses the Medicare Benefits Schedule (MBS) activity and cost data for specialist consultations in Australia, as a result of the coronavirus disease 2019 (COVID-19) pandemic. To achieve this, activity and cost data for MBS specialist consultations conducted from March 2019 to February 2021 were analysed month-to-month. MBS data for in-person, videoconference and telephone consultations were compared before and after the introduction of COVID-19 MBS telehealth funding in March 2020. The total number of MBS specialist consultations claimed per month did not differ significantly before and after the onset of COVID-19 (p = 0.717), demonstrating telehealth substitution of in-person care. After the introduction of COVID-19 telehealth funding, the average number of monthly telehealth consultations increased (p < 0.0001), representing an average of 19% of monthly consultations. A higher proportion of consultations were provided by telephone when compared to services delivered by video. Patient-end services did not increase after the onset of COVID-19, signifying a divergence from the historical service delivery model. Overall, MBS costs for specialist consultations did not vary significantly after introducing COVID-19 telehealth funding (p = 0.589). Telehealth consultations dramatically increased during COVID-19 and patients continued to receive specialist care. After the onset of COVID-19, the cost per telehealth specialist consultation was reduced, resulting in increased cost efficiency to the MBS.

ACA Medicaid expansion reduced disparities in use of high-volume hospitals for pancreatic surgery.

BACKGROUND: Early evaluation of the Affordable Care Act's Medicaid expansion demonstrated persistent disparities among Medicaid beneficiaries in use of high-volume hospitals for pancreatic surgery. Longer-term effects of expansion remain unknown. This study evaluated the impact of expansion on the use of high-volume hospitals for pancreatic surgery among Medicaid and uninsured patients. METHODS: State inpatient databases (2012-2017), the American Hospital Association Annual Survey Database, and the Area Resource File from the Health Resources and Services Administration, were used to examine 8,264 non-elderly adults who underwent pancreatic surgery in nine expansion and two non-expansion states. High-volume hospitals were defined as performing 20 or more resections/year. Linear probability triple differences models measured pre- and post-Affordable Care Act utilization rates of pancreatic surgery at high-volume hospitals among Medicaid and uninsured patients versus privately insured patients in expansion versus non-expansion states. RESULTS: The Affordable Care Act's expansion was associated with increased rates of utilization of high-volume hospitals for pancreatic surgery by Medicaid and uninsured patients (48% vs 55.4%, P = .047) relative to privately insured patients in expansion states (triple difference estimate +11.7%, P = .022). A pre-Affordable Care Act gap in use of high-volume hospitals among Medicaid and uninsured patients in expansion states versus non-expansion states (48% vs 77%, P < .0001) was reduced by 15.1% (P = .001) post Affordable Care Act. A pre Affordable Care Act gap between expansion versus non-expansion states was larger for Medicaid and uninsured patients relative to privately insured patients by 24.9% (P < .0001) and was reduced by 11.7% (P = .022) post Affordable Care Act. Rates among privately insured patients remained unchanged. CONCLUSION: Medicaid expansion was associated with greater utilization of high-volume hospitals for pancreatic surgery among Medicaid and uninsured patients. These findings are informative to non-expansion states considering expansion. Future studies should target understanding referral mechanism post-expansion.

The impact of Covid-19 on patients with suspected cancer: An analysis of ED presentation and referrals to a quick diagnosis unit.

PURPOSE: Patients evaluated in the emergency department (ED) who have concerning symptoms suggestive of a cancer diagnosis are mostly referred to the quick diagnosis unit of our tertiary hospital. This study analyzed the impact of the Covid-19 pandemic on the volume, disease patterns, and accessibility to essential investigations of patients with suspected cancer referred by the ED to this unit. METHODS: Trends in referrals were analyzed from January 1 to July 8, 2020 and the corresponding dates of 2019. Only non-Covid-19 conditions were evaluated. Three time-based cohorts were defined: prepandemic (January 1-February 19), pandemic (February 19-April 22), and postpandemic (April 22-July 8). Along with descriptive statistics, linear regression was used to test for time trends with weekly referrals as the dependent variable. RESULTS: There were 384, 193, and 450 patients referred during the prepandemic, pandemic, and postpandemic periods, respectively. Following an increasing rate, referrals decreased to unprecedented levels in the pandemic period (average weekly slope: -2.1 cases), then increasing again until near normalization. Waiting times to most diagnostic procedures including radiology, endoscopic, nuclear medicine, and biopsy/cytology during the pandemic period were significantly delayed and time-to-diagnosis was considerably longer (19.72 ± 10.37 days vs. 8.33 ± 3.94 days in prepandemic and 13.49 ± 6.45 days in postpandemic period; P < 0.001 in both). Compared to other cohorts, pandemic cohort patients were more likely to have unintentional weight loss and fever of unknown origin as referral indications while anemia and lymphadenopathy were less common. Patients from the pandemic cohort had a significantly lower rate of malignancies and higher of benign gastrointestinal disorders (40.93% vs. 19.53% and 20.89% in prepandemic and postpandemic periods, respectively; P < 0.001 in both), most notably irritable bowel disease, and of mental and behavioral disorders (15.54% vs. 3.39% and 6.00% in prepandemic and postpandemic periods, respectively; P < 0.001 in both). CONCLUSIONS: As our hospital switched its traditional care to one focused on Covid-19 patients, recognized indicators of healthcare quality of quick diagnosis units were severely disrupted. The clinical patterns of presentation and diagnosis of the pandemic period suggested that mass media-generated mental and behavioral responses with distressing symptoms played a significant role in most of these patients.

Addressing Kentucky's Physician Shortage While Securing a Network for a Research-Intensive, Referral Academic Medical Center: Where Public Policy Meets Effective Clinical Strategic Planning.

A critical shortage of physicians is looming in the United States. The situation in Kentucky is especially dire, especially in rural areas. Class size constraints have resulted in the University of Kentucky College of Medicine (UK COM) unable to admit over 100 qualified Kentuckians each year. This article describes how leadership at University of Kentucky committed to addressing the state physician shortage while simultaneously strengthening relationships with critical partners through the establishment of two 4-year UK COM regional medical campuses. Based on criteria (such as a commitment to educating physicians, ample patients, sufficient willing physician preceptors, etc.), partners selected were Med Center Health, the leading health care system in southwestern Kentucky, and St. Elizabeth Healthcare, the predominant health care system in northern Kentucky. These regional campuses allow UK COM to expand its class size to 201 and total enrollment to 804, increasing from historically 70 to currently 120 graduates per year expected to practice in Kentucky. Critical to the success of this expansion is the buy-in of leadership and the Admissions Committee to consider students with a wider range of Medical College Admission Test scores. The regional clinical partners have substantially increased their teaching opportunities, with a greater ability to attract physicians. Both partners have made substantial financial contributions in support of the regional campuses. These relationships have energized UK COM engagement with its area alumni and have resulted in fewer Kentuckians referred out of state for advanced specialty care. Partnerships are also occurring with UK COM to increase graduate medical education offerings at the regional sites, fulfilling the vision of "training Kentuckians in Kentucky to practice in Kentucky."

The effect of COVID-19 on a Major Trauma Network. An analysis of mechanism of injury pattern, referral load and operative case-mix.

PURPOSE: The aim of this study was to evaluate changes in both mechanism and diagnoses of injuries presenting to the orthopaedic department during this lockdown period, as well as to observe any changes in operative case-mix during this time. METHODS: A study period of twelve weeks following the introduction of the nationwide "lockdown period", March 23rd - June 14th, 2020 was identified and compared to the same time period in 2019 as a "baseline period". A retrospective analysis of all emergency orthopaedic referrals and surgical procedures performed during these time frames was undertaken. All data was collected and screened using the 'eTrauma' management platform (Open Medical, UK). The study included data from a five NHS Foundation Trusts within North West London. A total of 6695 referrals were included for analysis. RESULTS: The total number of referrals received during the lockdown period fell by 35.3% (n=2631) compared to the same period in 2019 (n=4064). Falls remained proportionally the most common mechanism of injury across all age groups in both time periods. The proportion sports related injuries compared to the overall number of injuries fell significantly during the lockdown period (p<0.001), however, the proportion of pushbike related accidents increased significantly (p<0.001). The total number of operations performed during the lockdown period fell by 38.8% (n=1046) during lockdown (n=1732). The proportion of patients undergoing operative intervention for Neck of Femur (NOF) and ankle fractures remained similar during both study periods. A more non-operative approach was seen in the management of wrist fractures, with 41.4% of injuries undergoing an operation during the lockdown period compared to 58.6% at baseline (p<0.001). CONCLUSION: In conclusion, the nationwide lockdown has led to a decrease in emergency orthopaedic referrals and procedure numbers. There has been a change in mechanism of injuries, with fewer sporting injuries, conversely, there has been an increase in the number of pushbike or scooter related injuries during the lockdown period. NOF fractures remained at similar levels to the previous year. There was a change in strategy for managing distal radius fractures with more fractures being treated non-operatively.

A prospective study on the feasibility of cochlear implantation during the coronavirus disease 2019 crisis and trends of assessment: experience in a UK centre.

OBJECTIVES: To demonstrate the feasibility of continuing cochlear implantation during the coronavirus disease 2019 crisis and to report on trends of referrals via the neonatal hearing screening programme. METHODS: A prospective case series was conducted on children who underwent cochlear implantation during the coronavirus disease 2019 crisis in the UK and a sample of referrals via the neonatal hearing screening programme. A step-by-step description of peri-operative management is included. RESULTS: Regionally, between February and May 2020, 106 babies were referred via the neonatal hearing screening programme to paediatric audiology. Eleven children were operated on during the coronavirus disease 2019 study period. None of the 11 children developed coronavirus symptoms. DISCUSSION: It is widely recognised that the demands of managing the current pandemic may compromise screening, clinical assessment and elective surgery. Time-sensitive issues such as cancer management have gained prominence, but a similar need exists for timely paediatric cochlear implantation. CONCLUSION: Implantation in the paediatric population during the coronavirus disease 2019 pandemic is feasible with careful planning.

The COVID-19 Pandemic in Nijmegen, the Netherlands: Changes in Presented Health Problems and Demand for Primary Care.

We studied the changes in presented health problems and demand for primary care since the outbreak of coronavirus disease 2019 (COVID-19) in the Netherlands. We analyzed prominent symptom features of COVID-19, and COVID-19 itself as the reason for encounter. Also, we analyzed the number and type of encounters for common important health problems. Respiratory tract symptoms related to COVID-19 were presented more often in 2020 than in 2019. We observed a dramatic increase of telephone/e-mail/Internet consultations in the months after the outbreak. Contacts for other health problems such as prevention and acute and chronic conditions plummeted substantially (P <0.001); mental health problems stabilized.

Is the current referral trend a threat to the Military Health System? Perioperative outcomes and costs after colorectal surgery in the Military Health System versus civilian facilities.

BACKGROUND: TRICARE military beneficiaries are increasingly referred for major surgeries to civilian hospitals under "purchased care." This loss of volume may have a negative impact on the readiness of surgeons working in the "direct-care" setting at military treatment facilities and has important implications under the volume-quality paradigm. The objective of this study is to assess the impact of care source (direct versus purchased) and surgical volume on perioperative outcomes and costs of colorectal surgeries. METHODS: We examined TRICARE claims and medical records for 18- to 64-year-old patients undergoing major colorectal surgery from 2006 to 2015. We used a retrospective, weighted estimating equations analysis to assess differences in 30-day outcomes (mortality, readmissions, and major or minor complications) and costs (index and total including 30-day postsurgery) for colorectal surgery patients between purchased and direct care. RESULTS: We included 20,317 patients, with 24.8% undergoing direct-care surgery. Mean length of stay was 7.6 vs 7.7 days for direct and purchased care, respectively (P = .24). Adjusted 30-day odds between care settings revealed that although hospital readmissions (odds ratio 1.40) were significantly higher in direct care, overall complications (odds ratio 1.05) were similar between the 2 settings. However, mean total costs between direct and purchased care differed ($55,833 vs $30,513, respectively). Within direct care, mean total costs ($50,341; 95% confidence interval $41,509-$59,173) were lower at very high-volume facilities compared to other facilities ($54,869; 95% confidence interval $47,822-$61,916). CONCLUSION: Direct care was associated with higher odds of readmissions, similar overall complications, and higher costs. Contrary to common assumptions regarding volume and quality, higher volume in the direct-care setting was not associated with fewer complications.

The Impact of the COVID-19 Pandemic on Surgical Management of Breast Cancer: Global Trends and Future Perspectives.

INTRODUCTION: The rapid spread of COVID-19 across the globe is forcing surgical oncologists to change their daily practice. We sought to evaluate how breast surgeons are adapting their surgical activity to limit viral spread and spare hospital resources. METHODS: A panel of 12 breast surgeons from the most affected regions of the world convened a virtual meeting on April 7, 2020, to discuss the changes in their local surgical practice during the COVID-19 pandemic. Similarly, a Web-based poll based was created to evaluate changes in surgical practice among breast surgeons from several countries. RESULTS: The virtual meeting showed that distinct countries and regions were experiencing different phases of the pandemic. Surgical priority was given to patients with aggressive disease not candidate for primary systemic therapy, those with progressive disease under neoadjuvant systemic therapy, and patients who have finished neoadjuvant therapy. One hundred breast surgeons filled out the poll. The trend showed reductions in operating room schedules, indications for surgery, and consultations, with an increasingly restrictive approach to elective surgery with worsening of the pandemic. CONCLUSION: The COVID-19 emergency should not compromise treatment of a potentially lethal disease such as breast cancer. Our results reveal that physicians are instinctively reluctant to abandon conventional standards of care when possible. However, as the situation deteriorates, alternative strategies of de-escalation are being adopted. IMPLICATIONS FOR PRACTICE: This study aimed to characterize how the COVID-19 pandemic is affecting breast cancer surgery and which strategies are being adopted to cope with the situation.

Hospital referrals of patients with acute poisoning by the Belgian Poison Centre: analysis of characteristics, associated factors, compliance and costs.

OBJECTIVE: Aims were (1) to assess the characteristics, associated factors and compliance of patients with acute poisoning advised by the Belgian Poison Centre (BPC) to go (conditionally) to the hospital, (2) to assess the compliance and potential health-economic impact. METHODS: Three types of referrals to the hospital of patients who called the BPC between 1 January and 30 June 2018 were analysed: referrals in case of deterioration in the patient's condition (Hosp-watchful-wait), referrals (Hosp-referral) or urgent referrals (Hosp-urgent-referral). Factors associated with type of recommendation were registered. A survey was conducted on a second dataset of patients who called the BPC between 1 March and 15 May 2019 and referred (conditionally) to the hospital. RESULTS: 5476 referrals were included: 72.4% accidental poisoning, 25.3% intentional self-harm, 1.2% substance abuse and 1.1% unclear intentionality. There were 2368 (43.2%) Hosp-watchful-wait cases, 2677 (48.9%) Hosp-referrals and 431 (7.9%) Hosp-urgent-referrals. In Hosp-watchful-wait cases, soaps and detergents were represented most (20.5%). In Hosp-referrals and Hosp-urgent-referrals, benzodiazepines (12.7% and 15.1%, respectively) predominated. Factors associated with hospitalisation type were number of symptoms, intentionality, type of agent(s) involved and advising antidotes. The survey showed that 7.8% of Hosp-watchful-wait patients went to the hospital versus 57.3% of Hosp-referrals and 59.6% of Hosp-urgent-referrals. The mean cost for Hosp-watchful-wait patients, Hosp-referrals and Hosp-urgent-referrals was estimated at €127, €767 and €796, respectively. CONCLUSION: Only a small proportion of patients followed the advice of the BPC to go (conditionally) to the hospital. A systematic follow-up of cases is warranted to examine the appropriateness of referrals and the compliance of patients.

Implications of the severe acute respiratory syndrome associated with the novel coronavirus-2 on vascular surgery practices.

BACKGROUND: We sought to understand the effects of coronavirus disease-2019 (COVID-19) on vascular surgery practices as related to the Vascular Activity Condition (VASCON) scale. METHODS: All members of the Vascular and Endovascular Surgery Society were surveyed on the effects of COVID-19 in their practices, educational programs, and self-reported grading of their surgical acuity level using the VASCON scale. RESULTS: Total response rate was 28% (206/731). Most respondents (99.5%) reported an effect of COVID-19 on their practice, and most were VASCON3 or lower level. Most reported a decrease in clinic referrals, inpatient/emergency room consults, and case volume (P < .00001). Twelve percent of respondents have been deployed to provide critical care and 11% medical care for COVID-19 patients. More than one-quarter (28%) face decreased compensation or salary. The majority of respondents feel vascular education is affected; however, most feel graduates will finish with the necessary experiences. There were significant differences in answers in lower VASCON levels respondents, with this group demonstrating a statistically significant decreased operative volume, vascular surgery referrals, and increased hospital and procedure limitations. CONCLUSIONS: Nearly all vascular surgeons studied are affected by the COVID-19 pandemic with decreased clinical and operative volume, educational opportunities for trainees, and compensation issues. The VASCON level may be helpful in determining surgical readiness.

Thyroid fine-needle aspiration trends before, during, and after the lockdown: what we have learned so far from the COVID-19 pandemic.

PURPOSE: Nowadays, the clinical management of thyroid nodules needs to be multi-disciplinary. In particular, the crosstalk between endocrinologists and cytopathologists is key. When FNAs are properly requested by endocrinologists for nodules characterised by relevant clinical and ultrasound features, cytopathologists play a pivotal role in the diagnostic work-up. Conversely, improper FNA requests can lead to questionable diagnostic efficiency. Recently, recommendations to delay all non-urgent diagnostic procedures, such as thyroid FNAs, to contain the spread of COVID-19 infection, have made the interplay between endocrinologists and cytopathologists even more essential. The objective of this study was to assess the impact of COVID-19 pandemic on our practice by evaluating the total number of FNAs performed and the distribution of the Bethesda Categories before, during, and after the lockdown. METHODS: We analysed the FNA trends before (1st January 2019 to March 13th 2020), during (March 14th to May 15th), and after (May 16th to July 7th) the lockdown. RESULTS: Although the total number of weekly FNAs dropped from 62.1 to 23.1, our referring endocrinologists managed to prioritise patients with high-risk nodules. In fact, in the post-lockdown, the weekly proportion of benign diagnoses dropped on average by 12% and that of high-risk diagnoses increased by 6%. CONCLUSIONS: The lesson we have learned so far from this pandemic is that by applying safety protocols to avoid contagion and by increasing the threshold for FNA requests for thyroid nodules, we can continue to guarantee our services to high-risk patients even in times of a health crisis.