First-Year Medical Students' Perceptions of Stigma Toward People With Opioid Use Disorder Before and After an Educational Intervention.

BACKGROUND: Stigma among medical trainees toward people with opioid use disorder (OUD) compounds the problems associated with opioid addiction. People with OUD who experience overt and implicit stigma from healthcare providers are less likely to seek and receive treatment, further restricting their access to already limited resources. The objective of our study was to assess an educational strategy to mitigate stigma toward people with OUD among first-year medical students. METHODS: This study assessed perceptions of stigma toward people with OUD among first-year medical students using an adaptation of a brief, validated opioid stigma scale before and after an educational intervention. The intervention consisted primarily of a recorded panel in which people with a history of OUD shared their experiences with stigma followed by small group discussions. RESULTS: After the educational intervention, students were more likely to respond that (1) they believed most people held negative beliefs about people with OUD and (2) they personally disagreed with negative statements about people with OUD. CONCLUSIONS: Educational interventions addressing stigma toward people with OUD are potentially effective and should be integrated into medical curricula. Such interventions are a crucial part of the effort to improve the medical care of people with OUD.

The association between specific narrative elements and patient perspectives on acute pain treatment.

BACKGROUND: Narratives are effective tools for communicating with patients about opioid prescribing for acute pain and improving patient satisfaction with pain management. It remains unclear, however, whether specific narrative elements may be particularly effective at influencing patient perspectives. METHODS: This study was a secondary analysis of data collected for Life STORRIED, a multicenter RCT. Participants included 433 patients between 18 and 70 years-old presenting to the emergency department (ED) with renal colic or musculoskeletal back pain. Participants were instructed to view one or more narrative videos during their ED visit in which a patient storyteller discussed their experiences with opioids. We examined associations between exposure to individual narrative features and patients' 1) preference for opioids, 2) recall of opioid-related risks and 3) perspectives about the care they received. RESULTS: Participants were more likely to watch videos featuring storytellers who shared their race or gender. We found that participants who watched videos that contained specific narrative elements, for example mention of prescribed opioids, were more likely to recall having received information about pain treatment options on the day after discharge (86.3% versus 72.9%, p = 0.02). Participants who watched a video that discussed family history of addiction reported more participation in their treatment decision than those who did not (7.6 versus 6.8 on a ten-point scale, p = 0.04). CONCLUSIONS: Participants preferentially view narratives featuring storytellers who share their race or gender. Narrative elements were not meaningfully associated with patient-centered outcomes. These findings have implications for the design of narrative communication tools.

Apathy and residual neurological impairment are associated with community reintegration after mild stroke.

This study investigated the influence of apathy and positive social support on community reintegration after stroke. A prospective, correlational, cross-sectional design was used. 85 community dwelling participants with and without aphasia were included (≥ 18 years of age, first stroke, ≥ 6 months post-stroke). The Reintegration to Normal Living Index (RNL) measured poststroke participation. The Apathy Evaluation Scale (AES) and Positive Social Interaction domain of the Medical Outcomes Study Social Support Survey assessed apathy and social support respectively. NIH Stroke Scale measured residual neurological impairment. Apathy, social support, and stroke impairment together were strongly associated with the RNL and accounted for 51% of total variance in the RNL. The AES and NIHSS were independent predictors of the RNL, though positive social interaction failed to reach significance. Persons with and without apathy differed significantly on the RNL. Therefore, stroke rehabilitation should address apathy as a potential target for intervention. Future research should determine factors that mediate the relationship between poststroke apathy and community reintegration.

Thematic Analysis of Reddit Content About Buprenorphine-naloxone Using Manual Annotation and Natural Language Processing Techniques.

BACKGROUND: Opioid use disorder (OUD) is a major public health crisis for which buprenorphine-naloxone is an effective evidence-based treatment. Analysis of Reddit data yields detailed information about firsthand experiences with buprenorphine-naloxone that has the potential to inform treatment of OUD. METHODS: We conducted a thematic analysis of posts about buprenorphine-naloxone from a Reddit forum in which Reddit users anonymously discuss topics related to opioid use. We used an application programming interface to retrieve posts about buprenorphine-naloxone, then applied natural language processing to generate meta-information and curate samples of salient posts. We manually categorized posts according to their content and conducted natural language processing-aided analysis of posts about buprenorphine tapering strategies, withdrawal symptoms, and adjunctive substances/behaviors useful in the tapering process. RESULTS: A total of 16,146 posts from 1933 redditors were retrieved from the /r/suboxone subreddit. Thematic analysis of sample posts (N = 200) revealed descriptions of personal experiences (74%), nonpersonal accounts (24%), and other content (2%). Among redditors who reported tapering to termination (N = 40), 0.063 mg and 0.125 mg were the most common termination doses. Fatigue, gastrointestinal disturbance, and mood disturbance were the most frequent adverse effects, and loperamide and vitamins/dietary supplements the most frequently discussed adverse effects adjunctive substances/behaviors respectively. CONCLUSIONS: Discussions on Reddit are rich in information about buprenorphine-naloxone. Information derived from analysis of Reddit posts about buprenorphine-naloxone may not be available elsewhere and may help providers improve treatment of people with OUD through better understanding of the experiences of people who have used buprenorphine-naloxone.

Methadone and suboxone® mentions on twitter: thematic and sentiment analysis.

BACKGROUND: According to the latest medical evidence, Methadone and buprenorphine-naloxone (Suboxone®) are effective treatments for opioid use disorder (OUD). While the evidence basis for the use of these medications is favorable, less is known about the perceptions of the general public about them. OBJECTIVE: This study aimed to use Twitter to assess the public perceptions about methadone and buprenorphine-naloxone, and to compare their discussion contents based on themes/topics, subthemes, and sentiment. METHODS: We conducted a descriptive analysis of a small and automatic analysis of a large volume of microposts ("tweets") that mentioned "methadone" or "suboxone". In the manual analysis, we categorized the tweets into themes and subthemes, as well as by sentiment and personal experience, and compared the information posted about these two medications. We performed automatic topic modeling and sentiment analysis over large volumes of posts and compared the outputs to those from the manual analyses. RESULTS: We manually analyzed 900 tweets, most of which related to access (15.3% for methadone; 14.3% for buprenorphine-naloxone), stigma (17.0%; 15.5%), and OUD treatment (12.8%; 15.6%). Only a small proportion of tweets (16.4% for Suboxone® and 9.3% for methadone) expressed positive sentiments about the medications, with few tweets describing personal experiences. Tweets mentioning both medications primarily discussed MOUD broadly, rather than comparing the two medications directly. Automatic topic modeling revealed topics from the larger dataset that corresponded closely to the manually identified themes, but sentiment analysis did not reveal any notable differences in chatter regarding the two medications. CONCLUSIONS: Twitter content about methadone and Suboxone® is similar, with the same major themes and similar sub-themes. Despite the proven effectiveness of these medications, there was little dialogue related to their benefits or efficacy in the treatment of OUD. Perceptions of these medications may contribute to their underutilization in combatting OUDs.

How do public libraries respond to patron queries about opioid use disorder? A secret shopper study.

Background: Improving linkage to opioid use disorder (OUD) treatment and services is a public health priority. Public libraries, a community resource for health information, may be well positioned to support and guide people who use drugs, as well as their families and friends. In this study, we sought to evaluate the availability and types of resources offered to patrons inquiring about OUD information, OUD treatment, and naloxone access. Methods: We conducted an audit (secret shopper) study from April 2019 to June 2019 in which an auditor anonymously called Pennsylvania public libraries. We used a purposive sampling strategy to select libraries located in geographically diverse regions across the urban-rural continuum. We categorized responses and verified via phone or website whether referrals to treatment centers and other organizations provided OUD treatment or services. Results: We obtained responses from 100 public libraries located across 48 of the 67 counties in Pennsylvania. Among the libraries that responded, 57 provided health information resources (e.g., books, websites) and 82 provided "next step" referrals to an organization that could provide further assistance. Among the libraries that provided referrals, 39 were to treatment centers, of which 33 were specifically to treatment centers that offer medications for OUD. Of the responding libraries, 28 communicated information about naloxone access. Conclusion: Public libraries can and do connect patrons to OUD treatment and support services; however, there is wide interlibrary variation in the resources presented, demonstrating opportunities for improvement in how libraries engage and refer patrons with substance use needs.

Naloxone Availability and Pharmacy Staff Knowledge of Standing Order for Naloxone in Pennsylvania Pharmacies.

OBJECTIVE: To assess the availability and price of naloxone as well as pharmacy staff knowledge of the standing order for naloxone in Pennsylvania pharmacies. METHODS: We conducted a telephone audit study from December 2016 to April 2017 in which staff from Pennsylvania pharmacies were surveyed to evaluate naloxone availability, staff understanding of the naloxone standing order, and out-of-pocket cost of naloxone. RESULTS: Responses were obtained from 682 of 758 contacted pharmacies (90% response rate). Naloxone was stocked (ie, available for dispensing) in 306 (45%) pharmacies surveyed. Of the 376 (55%) pharmacies that did not stock naloxone, 118 (31%) stated that they could place an order for naloxone for pickup within 1 business day. Responses by pharmacy staff to questions about key components of the standing order for naloxone were collected from 581 of the 682 pharmacies who participated in the survey (85%). Of the 581 pharmacy staff members who stated that they either stocked or could order naloxone, 64% correctly answered all questions pertaining to understanding of the naloxone standing order. The respective median out-of-pocket prices stated in the audit varied by formulation and ranged from $50 to $4000. Staff from national pharmacies were significantly more likely than staff from regional/local chain and non-chain pharmacies to correctly answer that a prescription was not required to obtain naloxone (68.5%, 57.7%, and 52.4% respectively, (P = 0.0045). CONCLUSIONS: Multiple barriers to naloxone access exist in pharmacies across a large, diverse state, despite the presence of a standing order to facilitate such access. Limited availability of naloxone in pharmacies, lack of knowledge or understanding by pharmacy staff of the standing order, and variability in out-of-pocket cost for this drug are among these potential barriers. Regulatory or legal incentives for pharmacies or drug manufacturers, education efforts directed toward pharmacy staff members, or other interventions may be needed to increase naloxone availability in pharmacies.

Opioid Discussion in the Twittersphere.

BACKGROUND: The rise in opioid use and overdose has increased the importance of improving data collection methods for the purpose of targeting resources to high-need populations and responding rapidly to emerging trends. OBJECTIVE: To determine whether Twitter data could be used to identify geographic differences in opioid-related discussion and whether opioid topics were significantly correlated with opioid overdose death rate. METHODS: We filtered approximately 10 billion tweets for keywords related to opioids between July 2009 and October 2015. The content of the messages was summarized into 50 topics generated using Latent Dirchlet Allocation, a machine learning analytic tool. The correlation between topic distribution and census region, census division, and opioid overdose death rate were quantified. RESULTS: We evaluated a tweet cohort of 84,023 tweets from 72,211 unique users across the US. Unique opioid-related topics were significantly correlated with different Census Bureau divisions and with opioid overdose death rates at the state and county level. Drug-related crime, language of use, and online drug purchasing emerged as themes in various Census Bureau divisions. Drug-related crime, opioid-related news, and pop culture themes were significantly correlated with county-level opioid overdose death rates, and online drug purchasing was significantly correlated with state-level opioid overdoses. CONCLUSIONS: Regional differences in opioid-related topics reflect geographic variation in the content of Twitter discussion about opioids. Analysis of Twitter data also produced topics significantly correlated with opioid overdose death rates. Ongoing analysis of Twitter data could provide a means of identifying emerging trends related to opioids.

Patient narratives in Yelp reviews offer insight into opioid experiences and the challenges of pain management.

AIM: To characterize Yelp reviews about pain management and opioids. METHODS: We manually coded and applied natural language processing to 836 Yelp reviews of US hospitals mentioning an opioid medication. RESULTS: Yelp reviews by patients and caregivers describing experiences with pain management and opioids had lower ratings compared with other reviews. Negative descriptions of pain management and opioid-related experiences were more commonly described than positive experiences, and the number of themes they reflected was more diverse. CONCLUSION: Yelp reviews offer insights into pain management and opioid use that are not assessed by traditional surveys. As a free, highly utilized source of unstructured narratives, Yelp may allow ongoing assessment of policies related to pain management and opioid use.

The effects of exergaming on physical activity among inactive children in a physical education classroom.

Childhood obesity, which is due in part to lack of physical activity, is a serious concern that requires the attention of the behavioral community. Although excessive video game play has been noted in the literature as a contributor to childhood obesity, newer video gaming technology, called exergaming, has been designed to capitalize on the reinforcing effects of video games to increase physical activity in children. This study evaluated the effects of exergaming on physical activity among 4 inactive children in a physical education (PE) classroom. Results showed that exergaming produced substantially more minutes of physical activity and more minutes of opportunity to engage in physical activity than did the standard PE program. In addition, exergaming was socially acceptable to both the students and the PE teacher. Exergaming appears to hold promise as a method for increasing physical activity among inactive children and might be a possible intervention for childhood obesity.