Entropy-Based Strategies for Multi-Bracket Pools.

Much work in the parimutuel betting literature has discussed estimating event outcome probabilities or developing optimal wagering strategies, particularly for horse race betting. Some betting pools, however, involve betting not just on a single event, but on a tuple of events. For example, pick six betting in horse racing, March Madness bracket challenges, and predicting a randomly drawn bitstring each involve making a series of individual forecasts. Although traditional optimal wagering strategies work well when the size of the tuple is very small (e.g., betting on the winner of a horse race), they are intractable for more general betting pools in higher dimensions (e.g., March Madness bracket challenges). Hence we pose the multi-brackets problem: supposing we wish to predict a tuple of events and that we know the true probabilities of each potential outcome of each event, what is the best way to tractably generate a set of n predicted tuples? The most general version of this problem is extremely difficult, so we begin with a simpler setting. In particular, we generate n independent predicted tuples according to a distribution having optimal entropy. This entropy-based approach is tractable, scalable, and performs well.

Epidemiology of Hand and Wrist Injuries in Collegiate-Level Athletes in the United States.

PURPOSE: Hand and wrist injuries are common among competitive athletes and can have a substantial impact on playing time and future participation. The purpose of this study was to provide epidemiological data from the National Collegiate Athletic Association Injury Surveillance Program to correlate injury diagnosis with the need for surgery and time loss. METHODS: Using the National Collegiate Athletic Association Injury Surveillance Program, this retrospective study extracted data of hand and wrist injuries for all 25 National Collegiate Athletic Association sports from the academic years 2004-2005 to 2013-2014. The "severe" category was defined as injuries resulting in the following: (1) surgery, (2) season-ending status, or (3) more than 30 days of playing time loss. The epidemiologic data included injury rate per 100,000 athlete exposures (defined as 1 athlete participating in 1 practice or competition) based on diagnoses and demographic information such as sports and sex. We used a Poisson regression model to estimate the incidence rate and 95% confidence interval. RESULTS: Overall, 4,851 hand injuries were identified, with an injury rate of 41.2 per 100,000 athlete exposures. The most common diagnoses were metacarpal or phalangeal fractures (19.9%), lacerations or contusions (15.4%), and wrist sprains (14.7%). The surgical rate was 9.6%, and the season-ending rate was 5.8%. Severe injuries occurred in 17.5% of the hand and wrist injuries; within this subset, the most common diagnoses included metacarpal or phalangeal fractures (43.8%), scaphoid fractures (12.8%), and thumb ulnar collateral ligament tears (8.7%). Scaphoid fractures and metacarpal or phalangeal fractures had the highest surgical rate and season-ending rate among all the injuries. CONCLUSIONS: The injury rate of hand and wrist injuries is comparable with those of other common sports injuries. Approximately one fifth of the injuries were considered severe, which led to a high surgical rate, and these had a considerable impact on the athletes' ability to finish the season. TYPE OF STUDY/LEVEL OF EVIDENCE: Outcome research level II.

Sleep disturbances and depression are bidirectionally associated among college student athletes across COVID-19 pandemic exposure classes.

College athletes may be vulnerable to sleep disturbances and depression during the COVID-19 pandemic as a result of large shifts in social and athletic obligations. In a national sample of college athletes, we examined the associations between sleep disturbances and depression across two timepoints, using COVID-19 exposure as a moderator. Data were collected from 2098 NCAA Division I, II, and III college athletes during two timepoints, from April 10 to May 23, and from August 4 to September 15, 2020. First, a latent class analysis was conducted with five indicators of levels of COVID-19 exposure to determine different exposure profiles. Second, to examine the directionality of associations between sleep disturbance and depression, a cross-lagged panel model was added to the latent class membership structural equation model; this allowed for testing of moderation by COVID exposure class membership. Four highly homogeneous, well-separated classes of COVID-19 exposure were enumerated: Low Exposure (57%); Quarantine Only (21%); High Other, Low Self Exposure (14%); and High Exposure (8%). COVID-19 exposure class membership did not significantly moderate associations between sleep disturbances and depression. However, student athletes significantly differed in T2 depression by their COVID-19 exposure class membership. Depression and sleep disturbances were positively correlated at both timepoints (r T1 = 0.39; r T2 = 0.30). Additionally, cross-lagged associations were found such that T2 depression was associated with T1 sleep disturbances (ß = 0.14) and vice versa (ß = 0.11). These cross-lagged associations were not significantly affected by athletes' level of COVID-19 exposure during the beginning of the pandemic.

Rise Above the Competition: How Do Plastic Surgery Residency Applicants with NCAA Experience Fare in the Residency Match?

BACKGROUND: The integrated plastic surgery residency match continues to be highly competitive. Every year, some candidates are former NCAA athletes. While it is challenging to balance academic and athletic responsibilities, participation in NCAA sports may be predictive of continued success. OBJECTIVES: This study aimed to evaluate the impact of participation in collegiate athletics on applicant anticipated rank and academic success. METHODS: All applications received from 2017 to 2020 at a single institution were reviewed for participation in NCAA athletics (Division I-III). Our primary outcome of interest was applicant anticipated rank by letter of reference writers. Applications were also examined for demographic information, membership in AOA, number of research publications, and USMLE board certification examination scores. RESULTS: After reviewing 885 applications, 61 applicants (6.89%) were former NCAA athletes. Former NCAA involvement was associated with the highest effect on anticipated ranking (- 0.22, p=0.001). Former NCAA involvement demonstrated the highest odds of receiving an anticipated ranking in the top 5 (OR 1.83, p=0.025). We found no significant difference in research productivity between the two groups, including first authorships or USMLE Step 1 board certification exam scores. A significant difference was seen in race distribution, with forty-five (80.4%) of athlete applicants identifying as Caucasian, while 430 (56.5%) of non-athletes identified as Caucasian (p=0.012). CONCLUSION: Former athletes applying to become integrated plastic surgery residents overcome the challenges of balancing athletic and academic pursuits with a higher anticipated rank in the integrated plastic surgery match while having comparable academic achievement. Former collegiate athletes have demonstrated greater success in and after residency. Former NCAA participation demonstrated the highest odds of receiving a top-5 rank. Former NCAA applicants showed no difference in academic productivity LEVEL OF EVIDENCE V: Case series study. This journal requires that authors assign a level of evidence to each article. For a full description of these Evidence-Based Medicine ratings, please refer to the Table of Contents or the online Instructions to Authors   www.springer.com/00266 .

Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) Infections and Reinfections Among Fully Vaccinated and Unvaccinated University Athletes-15 States, January-November 2021.

BACKGROUND: Limited data currently exist on severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infections among fully vaccinated persons or reinfections in college-aged populations. Centers for Disease Control and Prevention (CDC) partnered with National Collegiate Athletic Association (NCAA) institutions to analyze retrospective data and present characteristics of positive coronavirus disease 2019 (COVID-19) cases among student athletes 18 years of age and older. METHODS: De-identified, individual-level data contributed by 21 universities on 1378 student athletes who tested positive for SARS-CoV-2 from January through November 2021 (pre-Omicron) were examined to determine percentages of infection among unvaccinated, partially vaccinated, and fully vaccinated individuals (breakthrough infections) as well as reinfections. Comparisons by demographic characteristics and regions were also made to further characterize these infections. RESULTS: Among the 1378 student athletes positive for SARS-CoV-2, 1070 (77.6%) were infected when unvaccinated and 22.4% (n = 308) were infected after full vaccination. There was a significant difference between Black (14.7%, n = 40) and White (23.9%, n = 168) student athletes who experienced a SARS-CoV-2 infection after being fully vaccinated (P < .01). Proportions of infections among fully vaccinated individuals did not differ statistically by sex (p = 0.06). CONCLUSIONS: This article adds to the knowledge of SARS-CoV-2 infections among fully vaccinated individuals in college-aged populations. The level of infections among fully vaccinated student athletes indicates the need for maintaining precautions to prevent infection. Further study of COVID-19 vaccination, infection, and reinfection among the well-resourced and diverse population of student athletes might contribute further understanding of factors that play a role in health equity among young adults.

Transmission risk of COVID-19 in high school and college water polo.

BACKGROUND: Concerns that athletes may be at a higher risk for severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) transmission has led to reduced participation in sports during the COVID-19 pandemic. We aimed to assess COVID-19 incidence and transmission during the spring 2021 high school and college water polo seasons across the United States. METHODS: This prospective observational study enrolled 1825 water polo athletes from 54 high schools and 36 colleges. Surveys were sent to coaches throughout the season, and survey data were collected and analyzed. RESULTS: We identified 17 COVID-19 cases among 1223 high school water polo athletes (1.4%) and 66 cases among 602 college athletes (11.0%). Of these cases, contact tracing suggested that three were water polo-associated in high school, and none were water polo-associated in college. Quarantine data suggest low transmission during water polo play as only three out of 232 (1.3%) high school athletes quarantined for a water polo-related exposure developed COVID-19. In college, none of the 54 athletes quarantined for exposure with an infected opponent contracted COVID-19. However, in both high school and college, despite the physical condition of water polo athletes, both high school (47%) and college athletes (21%) had prolonged return to play after contracting COVID-19, indicating the danger of COVID-19, even to athletes. CONCLUSIONS: While COVID-19 spread can occur during water polo play, few instances of spread occurred during the spring 2021 season, and transmission rates appear similar to those in other settings, such as school environments.

Relations Among Locus of Control, Religiosity, and Resiliency in Collegiate Football Players.

Resiliency in athletes is related to effective coping strategies. Expectedly, during the COVID-19 pandemic, this attribute was highlighted in collegiate football players. To date, the relations among locus of control (LOC), strength of religious beliefs (i.e., religiosity), and resiliency in collegiate football players have not been explored in the literature. Exploring the relation of LOC and religious beliefs to resiliency may shed light on avenues to foster resiliency in football players, which in turn can determine players' behaviors, performance, and actions during adverse times. The purpose of this study was to gain a more in-depth understanding of the relations among LOC, religiosity, and resiliency in NCAA Division II football players at a public university located in the southwestern United States. A structured online survey containing the Rotter's Locus of Control Scale (Rotter in Psychological Monographs: General and Applied, 80(1), 1-28, 1966), the Santa Clara Strength of Religious Faith Questionnaire (Plante & Boccaccini in Pastoral Psychology, 45(6), 429-437, 1997), and the Conner Davidson Resilience Scale (Connor & Davidson in Depression and Anxiety, 18(2), 76-82, 2003) was completed by 91 Division II football players. Statistically significant correlations were found between LOC and resiliency (r = -.42) as well as religiosity and resiliency (r = .26). Regression analysis indicated, on average, that football players with greater internal LOC and higher strength of religious beliefs had a higher level of resiliency than players with higher external LOC and lower strength of religious beliefs.

Evaluation of Pragmatic Methods to Rapidly Assess Habitual Beverage Intake and Hydration Status in U.S. Collegiate Athletes.

Fluid intake recommendations have been established for the athletic population in order to promote adequate hydration. The Beverage Intake Questionnaire (BEVQ-15) is a quick and reliable food frequency questionnaire that quantifies habitual beverage intake, which has been validated in children, adolescents, and adults. However, no validated beverage consumption questionnaire is available for collegiate athletes. Urine color (UC), while feasible for determining hydration status, has not been validated within a variety of collegiate athletes. The purpose of this investigation was to evaluate the comparative validity and reliability of pragmatic methods to rapidly assess BEVQ-15 and UC rating in U.S. Division I collegiate athletes. Student-athletes (n = 120; 54% females; age 19 ± 1 years) from two universities were recruited to complete three study sessions. At the first and third sessions, the participants completed the BEVQ-15 and provided a urine sample to determine UC and urinary specific gravity. All sessions included completion of a 24-hr dietary recall. Total fluid intake (fl oz) was 111 ± 107 and 108 ± 42 using the BEVQ-15 and the mean of three 24-hr dietary recalls, respectively, which was not different between methods (p > .05). There were moderate associations between the BEVQ-15 and dietary recall results for total beverage intake fl oz and kcal(r = .413 and r = 4.65; p ≤ .05, respectively). Strong associations were noted between both researcher-rated and participant-rated UC with urinary specific gravity measures (r = .675 and r = .884; p ≤ .05, respectively). Therefore, these rapid assessment methods demonstrated acceptable validity and may be used as practical methods to determine whether athletes are meeting their hydration recommendations.

Evolution as a Guide to Designing xeno Amino Acid Alphabets.

Here, we summarize a line of remarkably simple, theoretical research to better understand the chemical logic by which life's standard alphabet of 20 genetically encoded amino acids evolved. The connection to the theme of this Special Issue, "Protein Structure Analysis and Prediction with Statistical Scoring Functions", emerges from the ways in which current bioinformatics currently lacks empirical science when it comes to xenoproteins composed largely or entirely of amino acids from beyond the standard genetic code. Our intent is to present new perspectives on existing data from two different frontiers in order to suggest fresh ways in which their findings complement one another. These frontiers are origins/astrobiology research into the emergence of the standard amino acid alphabet, and empirical xenoprotein synthesis.

A Genetically Encoded Isonitrile Lysine for Orthogonal Bioorthogonal Labeling Schemes.

Bioorthogonal click-reactions represent ideal means for labeling biomolecules selectively and specifically with suitable small synthetic dyes. Genetic code expansion (GCE) technology enables efficient site-selective installation of bioorthogonal handles onto proteins of interest (POIs). Incorporation of bioorthogonalized non-canonical amino acids is a minimally perturbing means of enabling the study of proteins in their native environment. The growing demand for the multiple modification of POIs has triggered the quest for developing orthogonal bioorthogonal reactions that allow simultaneous modification of biomolecules. The recently reported bioorthogonal [4 + 1] cycloaddition reaction of bulky tetrazines and sterically demanding isonitriles has prompted us to develop a non-canonical amino acid (ncAA) bearing a suitable isonitrile function. Herein we disclose the synthesis and genetic incorporation of this ncAA together with studies aiming at assessing the mutual orthogonality between its reaction with bulky tetrazines and the inverse electron demand Diels-Alder (IEDDA) reaction of bicyclononyne (BCN) and tetrazine. Results showed that the new ncAA, bulky-isonitrile-carbamate-lysine (BICK) is efficiently and specifically incorporated into proteins by genetic code expansion, and despite the slow [4 + 1] cycloaddition, enables the labeling of outer membrane receptors such as insulin receptor (IR) with a membrane-impermeable dye. Furthermore, double labeling of protein structures in live and fixed mammalian cells was achieved using the mutually orthogonal bioorthogonal IEDDA and [4 + 1] cycloaddition reaction pair, by introducing BICK through GCE and BCN through a HaloTag technique.

Perceived social norms and concussion-disclosure behaviours among first-year NCAA student-athletes: implications for concussion prevention and education.

Timely disclosure and identification of concussion symptoms are essential to proper care. Perceived social norms are a potential driving factor in many health-related decisions. The study purpose was to describe concussion disclosure behaviours and identify the association between perceived social norms and these disclosure behaviours. First-year student-athletes (n = 391) at two NCAA institutions completed a cross-sectional survey about concussion disclosure and disclosure determinants. Log-binomial regression models identified factors associated with concussion disclosure behaviour prevalence for: higher intention to disclose symptoms, disclosed all at time of injury, eventually disclosed all, and never participated with concussion symptoms. More favourable perceived social norms were associated with higher prevalence of intention to disclose (PR = 1.34; 95%CI: 1.18, 1.53) and higher prevalence of never participating in sports with concussion symptoms (PR = 1.50; 95%CI: 1.07, 2.10). Clinicians, coaches, sports administrators, and healthcare practitioners should be mindful of the need to create supportive social environments to improve concussion symptom disclosure.

The medical observer in American football: a survey of use and efficacy.

OBJECTIVES: The growing concern over player safety and long-term health effects of sport-related concussion (SRC) led the Atlantic Coast Conference (ACC) to implement the medical observer, whose primary job is to identify SRCs not seen by sideline medical staff. The primary aim of this survey was to determine if the MO identifies SRCs the sideline medical staff missed during gameplay. METHODS: The authors distributed a 19-item questionnaire to all ACC athletic departments that assessed for SRCs or non-concussion injuries that were detected by the MO during the 2015-2016 ACC football season. RESULTS: Nineteen MOs completed the survey accounting for coverage of 56% of the total halves played by all ACC teams. A call to the field for concerns of an SRC carried a significantly higher risk of SRC diagnosis than no call to the field (RR 400.1, CI 244.6-654.1, P < .001). Four SRCs were identified by an MO that were not seen by the sideline medical staff. CONCLUSIONS: The MO detects SRCs that are not seen by the sideline medical staff. The survey also showed many ACC teams used the MO as a secondary injury observer. Each MO should be provided with the best available tools, communication, and viewing angles.

Epidemiology of Achilles tendon injuries in collegiate level athletes in the United States.

BACKGROUND: Achilles injuries are devastating injuries, especially for competitive athletes. No studies have examined the outcomes of Achilles injuries in NCAA athletes. Therefore, a better characterization and understanding of the epidemiology is crucial. METHODS: Achilles injuries across 16 sports among NCAA men and women during the 2004-2005 to 2013-2014 academic years were analyzed using the NCAA Injury Surveillance Program (NCAA-ISP). Achilles tendon injury rate (IR) per 100,000 athlete-exposures (AEs), operative rate, annual injury rate trends, reinjury rates, mechanism of injury, in-season status (pre/regular/post season), and time loss distributions were compiled and calculated. A sub-analysis of comparing gender and injury mechanism was also performed for both all injuries and severe injuries. RESULTS: Overall, N = 255 Achilles injuries were identified with an injury rate (IR) of 2.17 (per 100,000 AEs). These injuries occurred most often in women's gymnastics (IR = 16.73), men's basketball (IR = 4.26), and women's basketball (IR = 3.32), respectively. N = 52 injuries were classified as severe injuries which have higher median time loss (48 days) and higher operative rate (65.4%). For severe Achilles injuries, female athletes had higher operative (77.8% vs. 58.8%) and higher time loss compared to male athletes (96 days vs. 48 days). Contact mechanisms were associated with a higher season-ending injury rate. CONCLUSION: Overall, 20.4% of Achilles injuries were considered severe with 65.6% operative rate. About 73.1% were season-ending injuries, and the remaining athletes have a median time loss of 48 days. Severe Achilles injuries create significant impact on playing time and career for NCAA athletes.

Promoting sunscreen use and sun-protective practices in NCAA athletes: Impact of SUNSPORT educational intervention for student-athletes, athletic trainers, and coaches.

BACKGROUND: Student-athletes (SAs) have an increased skin cancer risk on account of significant ultraviolet exposure; however, their sun-protective practices are suboptimal. A novel program, Stanford University Network for Sun Protection, Outreach, Research, and Teamwork (SUNSPORT), was designed to target SAs, coaches, and athletic trainers (ATs). OBJECTIVE: To measure the impact of educational intervention on sun protection beliefs and practices of SAs. METHODS: A survey of sun protection beliefs and practices was administered to National Collegiate Athletic Association athletes before and after intervention. SUNSPORT dermatologists educated SAs, coaches, and ATs regarding skin cancer risk and prevention methods. The main outcome was frequency of sunscreen use by SAs before versus after intervention. RESULTS: A total of 846 National Collegiate Athletic Association athletes were surveyed between September 23, 2012, and September 20, 2015. After intervention, significant increases were observed in sunscreen use 4 or more days per week by SAs (from 26% to 39% [P = .02]), SAs spoken to by their coach about sun safety (from 26% to 57% [P = .0001]), and SA recognition of higher skin cancer risk (from 54% to 67% [P = .04]). LIMITATIONS: Intervention in only 1 West Coast university and no paired data. CONCLUSIONS: Following the SUNSPORT intervention, SAs were significantly more likely to use sunscreen, especially if encouraged by their coach. This study emphasizes that education directed to SAs, ATs, and coaches can improve sun-protective practices in SAs.

Evaluating the predictability of distance race performance in NCAA cross country and track and field from high school race times in the United States.

Successful recruiting for collegiate track & field athletes has become a more competitive and essential component of coaching. This study aims to determine the relationship between race performances of distance runners at the United States high school and National Collegiate Athletic Association (NCAA) levels. Conditional inference classification tree models were built and analysed to predict the probability that runners would qualify for the NCAA Division I National Cross Country Meet and/or the East or West NCAA Division I Outdoor Track & Field Preliminary Round based on their high school race times in the 800 m, 1600 m, and 3200 m. Prediction accuracies of the classification trees ranged from 60.0 to 76.6 percent. The models produced the most reliable estimates for predicting qualifiers in cross country, the 1500 m, and the 800 m for females and cross country, the 5000 m, and the 800 m for males. NCAA track & field coaches can use the results from this study as a guideline for recruiting decisions. Additionally, future studies can apply the methodological foundations of this research to predicting race performances set at different metrics, such as national meets in other countries or Olympic qualifications, from previous race data.

Activity monitoring in men's college soccer: a single season longitudinal study.

Performance in soccer has been characterized previously using time-motion analyses; however, it is unclear if men's college soccer shares performance characteristics with women's college or men's professional soccer. The purpose of this study was to compare proportions of matches spent walking, jogging, running, and sprinting in men's college soccer. Twenty-two male college soccer players wore global positioning system units during matches. Proportions of walking, jogging, running, high-speed running, and sprinting were calculated for each player based on time period (first half, second half, extra time) and outcome (win, loss, tie). Multivariate analyses of variance were run for each time period to compare positions. Means, 95% confidence intervals, and effect sizes were calculated for each position based on time period and match outcome. There were differences in low-speed and high-speed activities based on position, with forwards and midfielders demonstrating increased high-speed activities. Positional differences may require different physiological profiles and should be a consideration during training.

Comprehensive Headache Experience in Collegiate Student-Athletes: An Initial Report From the NCAA Headache Task Force.

BACKGROUND: The prevalence of primary headache disorders in the general population provides a unique challenge in the evaluation of headache occurring in the context of sport. Despite a wealth of studies exploring the epidemiology of headache in the layperson, little is known about the prevalence and nature of headaches in collegiate student-athletes. These scenarios are challenging in the return to play context, as it is often unclear whether an athlete has an exacerbation of a primary headache disorder, new onset headache unrelated to trauma, or has suffered a concussive injury. PURPOSE: To establish the prevalence and nature of headaches in collegiate student-athletes. STUDY DESIGN: Retrospective cross-sectional survey. METHODS: This cross-sectional survey evaluated the characteristics and prevalence of headache in 834 student-athletes from four NCAA Division-I institutions. Because headache occurrence may vary by sport (collision, contact, non-contact), by sex, and medical history, our sample included male and female athletes in a variety of sports, with differing degrees of contact exposure. The 20 question survey collected data on personal and family history of headache, as well as concussion history. RESULTS: A total of 23.7% (n = 198) of participants reported having a personal history of migraine, 25.2% (n = 210) history of sinus headache, and 12.3% (n = 103) history of tension type headache. Among athletes with a prior history of concussion, 46.3% (n = 25) of females reported a history of migraine, while only 32.2% of males reported history of migraine (χ2 = 3.421, P = .064). CONCLUSIONS: The etiology of increased prevalence of migraine in our study is unclear. Whether this is due to increased awareness of headache disorders, a consequence of contact exposure, or a predisposition for migraine development in this age group remains unclear. Further studies are indicated.

Student-Athletes' Views on APOE Genotyping for Increased Risk of Poor Recovery after a Traumatic Brain Injury.

Use of apolipoprotein E genotyping to personalize the risk of a poor recovery after traumatic brain injury is complicated by the potential for genetic discrimination and the potential to reveal an increased risk for late onset Alzheimer's disease. We developed a survey to gauge interest in testing among athletes participating in National Collegiate Athletic Association programs. Eight hundred and forty seven student-athletes were surveyed to determine their interest in genetic testing, their willingness to share the results of testing with parents, coaches and physicians, their concerns about privacy and/or discrimination, and their interest in genetic counseling. Nearly three quarters of respondents expressed some level of interest in testing, with the largest number describing themselves as 'possibly interested' (54.9 %, n = 463) and a smaller number describing themselves as 'very interested' (18.9 %, n = 159). Most student-athletes said that receiving secondary information about their risk for late-onset Alzheimer's disease made them more likely to test (50.6 %, n = 426) rather than less likely to test (12.4 %, n = 104). Student-athletes were open to apolipoprotein E genotyping and willing to share test results with their parents, coaches and physicians. They did not anticipate that test results would impact their behavior or ability to play. Testing programs may be welcome but should provide clear information as to risks and benefits.

Predictors of postconcussion syndrome in collegiate student-athletes.

OBJECTIVE Sport-related concussion (SRC) has emerged as a public health problem, especially among student-athletes. Whereas most concussions resolve by 2 weeks, a minority of patients experience postconcussion syndrome (PCS), in which symptoms persist for months. The objective of this study was to elucidate factors predictive of PCS among a sample of National Collegiate Athletic Association (NCAA) student-athletes in the academic years 2009-2010 to 2014-2015. METHODS The SRC data originated from the NCAA Injury Surveillance Program (ISP) in the 2009-2010 to 2014-2015 academic seasons. The NCAA ISP is a prospective database made up of a convenience sample of schools across all divisions. All SRCs are reported by certified athletic trainers. The PCS group consisted of concussed student-athletes with concussion-related symptoms that lasted ≥ 4 weeks. The non-PCS group consisted of concussed student-athletes with symptom resolution in ≤ 2 weeks. Those with symptoms that resolved in the intermediate area of 2-4 weeks were excluded. Odds ratios (ORs) were estimated using logistic regression. RESULTS During the 2009-2010 to 2014-2015 seasons, 1507 NCAA student-athletes sustained an SRC, 112 (7.4%) of whom developed PCS (i.e., concussion-related symptoms that lasted ≥ 4 weeks). Men's ice hockey contributed the largest proportion of concussions to the PCS group (28.6%), whereas men's football contributed the largest proportion of concussions in the non-PCS group (38.6%). In multivariate analysis, recurrent concussion was associated with increased odds of PCS (OR 2.08, 95% CI 1.28-3.36). Concussion symptoms that were also associated with increased odds of PCS included retrograde amnesia (OR 2.75, 95% CI 1.34-5.64), difficulty concentrating (OR 2.35, 95% CI 1.23-4.50), sensitivity to light (OR 1.97, 95% CI 1.09-3.57), and insomnia (OR 2.19, 95% CI 1.30-3.68). Contact level, sex, and loss of consciousness were not associated with PCS. CONCLUSIONS Postconcussion syndrome represents one of the most impactful sequelae of SRC. In this study of exclusively collegiate student-athletes, the authors found that recurrent concussions and various concussion-related symptoms were associated with PCS. The identification of initial risk factors for the development of PCS may assist sports medicine clinicians in providing timely interventions and treatments to prevent morbidity and shorten recovery time after SRC.

Evaluation of a student pharmacist approach to NCAA substance education for student athletes.

BACKGROUND AND PURPOSE: The National Collegiate Athletic Association (NCAA) requires schools to provide anti-doping education to student athletes. The purpose of this project was to assess the effectiveness of student pharmacist-led education on NCAA student athletes' knowledge of banned supplements and nutritional/dietary supplements. EDUCATIONAL ACTIVITY AND SETTING: Student athletes at one Midwest public university were provided a 20-min educational presentation on banned substances and nutritional and dietary supplements delivered by two student pharmacists. Student athletes were invited to complete a knowledge assessment at baseline and after the presentation. The assessment consisted of two demographic questions and 13 knowledge questions. FINDINGS: Two hundred thirty-three student athletes provided matched pre- and post-intervention data for analysis. There was an increase in the mean knowledge scores (13 points maximum); 9.8 (75%) before and 11.1 (85%) after the intervention. Student athletes gained more knowledge in the topic areas of stimulant medications and identification of credible drug sources. They gained less knowledge in the topic area of anabolic steroid use. SUMMARY: Student pharmacist-led education resulted in statistically significant increases in student athlete knowledge of banned substances and nutritional/dietary supplements. The educational presentation is adaptable and easily transferable to other universities. Schools of pharmacy should consider implementing student pharmacist-led education to student athletes to meet NCAA education requirements.