A chart review of substance use screening and related documentation among adolescents in outpatient pediatric clinics: implications for practice

Early-onset alcohol, tobacco, and illicit drug use with age at onset of hypertension: a survival analysis

PURPOSE

To examine the associations of age when first substance use and early-onset substance use before age 18 with age at onset (AAO) of hypertension.

METHODS

This study included 19,270 individuals with AAO of hypertension from the 2015-2019 National Survey on Drug Use and Health. Age when first use of 10 substance use variables included alcohol, daily cigarettes, cigars, smokeless tobacco, marijuana, cocaine, hallucinogens, lysergic acid diethylamide (LSD), inhalants, and methamphetamine use. The outcome was AAO of hypertension and variable cluster analysis was used to classify the exposures and outcome. Substance use status was classified into three categories: early-onset substance use (first used substance before age 18), late-onset substance use (first used substance after age 18), and never used.

RESULTS

The mean AAO of hypertension was 42.7 years. Age when first use of 10 substance use variables had significant correlations with AAO of hypertension (all p values < 0.001). Individuals with early-onset alcohol, cigars, smokeless tobacco, marijuana, hallucinogens, inhalants, cocaine, LSD, and methamphetamine use revealed significantly earlier onset of hypertension than those never used. Compared with never used substances, the Cox regression model showed that early-onset alcohol, smokeless tobacco, marijuana, inhalants, and methamphetamine use had an increased risk of AAO of hypertension [hazard ratio (HR) (95%CI) = 1.22 (1.13, 1.31), 1.36 (1.24, 1.49), 1.85 (1.75, 1.95), 1.41 (1.30, 1.52), and 1.27 (1.07,1.50), respectively].

CONCLUSION

These findings suggest that intervention strategies or programs focusing on preventing early-onset substance use before age 18 may delay the onset of adult hypertension.

Screening and therapeutic recommendations for patients with alcohol use disorder

ABSTRACT

Alcohol use disorder (AUD) is the most prevalent substance use disorder worldwide. Early screening can identify patients at risk for developing AUD, creating opportunities for prevention and early intervention. This article encourages the use of AUD screening tools, explores AUD treatments, and aims to equip clinicians with evidence-based strategies to prevent and manage AUD.

Implementing Evidence-Based, Electronic, Substance-Use Screening in a Primary Care Clinic

PURPOSE

Substance use is common among adolescents, and among those with substance use disorders; use often persists into middle age, underlying the importance of early detection and treatment. The goal of this quality improvement project was to increase the electronic substance use screening rate of adolescents presenting for preventative health visits from 0% to 50% between March 2021 and September 2021.

METHODS

This is an ongoing quality improvement project. Participants included patients ≥12 who presented to the Adolescent Medicine Clinic for preventative health visits. We incorporated the Screening to Brief Intervention into the existing Car, Relax, Alone, Forget, Friends, Trouble tool within the electronic health record. We completed a Plan-Do-Study-Act cycle by reviewing every patient's chart who did not receive screening and identified that a common reason for missed screening was designating the visit as "establishing care" rather than preventative health visit. We modified our eligible patient criteria to include all adolescents presenting to establish primary care.

RESULTS

We achieved a statistically significant center-line shift with a p value (<.001) from approximately 0% at baseline to a new baseline of 85% from June 2021 to June 2022. After broadening our eligibility criteria, our electronic screening rate improved from 78% in November 2021, to 83% in December 2021.

DISCUSSION

Electronic health record integration of the Screening to Brief Intervention/Car, Relax, Alone, Forget, Friends, Trouble is an effective method to systematically and electronically screen adolescents for SUD at preventative health visits. Integration using similar approaches may benefit other institutions interested in providing standardized SUD screening.

Substance Abuse Amongst Adolescents: An Issue of Public Health Significance

Adolescence is a crucial time for biological, psychological, and social development. It is also a time when substance addiction and its adverse effects are more likely to occur. Adolescents are particularly susceptible to the negative long-term effects of substance use, including mental health illnesses, sub-par academic performance, substance use disorders, and higher chances of getting addicted to alcohol and marijuana. Over the past few decades, there have been substantial changes in the types of illegal narcotics people consume. The present article deals with the review of substance abuse as a public health problem, its determinants, and implications seen among adolescents. A systematic literature search using databases such as PubMed and Google Scholar was undertaken to search all relevant literature on teenage stimulant use. The findings have been organized into categories to cover essential aspects like epidemiology, neurobiology, prevention, and treatment. The review showed that substance addiction among adolescents between 12 to 19 years is widespread, though national initiatives exist to support young employment and their development. Research on psychological risk factors for teenage substance abuse is vast, wherein conduct disorders, including aggression, impulsivity, and attention deficit hyperactivity disorder, have been mentioned as risk factors for substance use. Parents' attitudes toward drugs, alcohol, academic and peer pressure, stress, and physical outlook are key determinants. Teenage drug usage has a significant negative impact on users, families, and society as a whole. It was found that a lot has been done to provide correct intervention to those in need with the constant development of programs and rehabilitative centers to safeguard the delicate minds of youths and prevent them from using intoxicants. Still, there is much need for stringent policy and program guidelines to curb this societal menace.

State of the Art in Substance Use Prevention and Early Intervention: Applications to Pediatric Primary Care Settings

With changes to drug-related policies and increased availability of many drugs, we currently face a public health crisis related to substance use and associated health consequences. Substance use and substance use disorders (SU/SUDs) are complex developmental disorders with etiologies that emerge through the intergenerational transmission of biological, familial, and environmental factors. The family ecosystem both influences and is influenced by SU/SUDs, particularly in children and adolescents. Family dynamics and parent functioning and behaviors can represent either risk or protective factors for the development of SU/SUDs in children. Primary care providers who provide care for children, adolescents, and families are in an ideal position to deliver prevention messages and to intervene early in the development of substance misuse and SUD among their patients. Despite recommendations from the American Academy of Pediatrics, few pediatric primary care providers provide anticipatory guidance to prevent or screen for substance misuse. Many barriers to those practices can be overcome through the integration and application of findings from the field of prevention science and the many lessons learned from the implementation of evidence-based interventions. Consideration of the implications of prevention science findings would help clarify the relevant roles and responsibilities of the primary care clinician, and the benefit of referral to and consultation from addiction specialists. Additionally, the past decade has seen the development and validation of a continuum of evidence-based prevention and early SU/SUD intervention activities that can be adapted for use in primary care settings making wide-spread implementation of prevention feasible. We propose a paradigm shift away from a model based on diagnosis and pathology to one upstream, that of family-focused prevention and early intervention. Adapting and scaling out empirically based prevention and early SU/SUD interventions to primary care settings and removing barriers to collaborative care across primary care, addiction medicine, and mental health providers offer the potential to meaningfully impact intergenerational transmission of SU/SUD — addressing a leading health problem facing our nation.

Automated detection of substance use information from electronic health records for a pediatric population

OBJECTIVE

Substance use screening in adolescence is unstandardized and often documented in clinical notes, rather than in structured electronic health records (EHRs). The objective of this study was to integrate logic rules with state-of-the-art natural language processing (NLP) and machine learning technologies to detect substance use information from both structured and unstructured EHR data.

MATERIALS AND METHODS

Pediatric patients (10-20 years of age) with any encounter between July 1, 2012, and October 31, 2017, were included (n = 3890 patients; 19 478 encounters). EHR data were extracted at each encounter, manually reviewed for substance use (alcohol, tobacco, marijuana, opiate, any use), and coded as lifetime use, current use, or family use. Logic rules mapped structured EHR indicators to screening results. A knowledge-based NLP system and a deep learning model detected substance use information from unstructured clinical narratives. System performance was evaluated using positive predictive value, sensitivity, negative predictive value, specificity, and area under the receiver-operating characteristic curve (AUC).

RESULTS

The dataset included 17 235 structured indicators and 27 141 clinical narratives. Manual review of clinical narratives captured 94.0% of positive screening results, while structured EHR data captured 22.0%. Logic rules detected screening results from structured data with 1.0 and 0.99 for sensitivity and specificity, respectively. The knowledge-based system detected substance use information from clinical narratives with 0.86, 0.79, and 0.88 for AUC, sensitivity, and specificity, respectively. The deep learning model further improved detection capacity, achieving 0.88, 0.81, and 0.85 for AUC, sensitivity, and specificity, respectively. Finally, integrating predictions from structured and unstructured data achieved high detection capacity across all cases (0.96, 0.85, and 0.87 for AUC, sensitivity, and specificity, respectively).

CONCLUSIONS

It is feasible to detect substance use screening and results among pediatric patients using logic rules, NLP, and machine learning technologies.

Primary Care Screening, Brief Intervention, and Referral to Treatment for Adolescent Substance Use in Lebanon: A National Cross-sectional Study

INTRODUCTION

Substance use among adolescents is on the rise globally. Adolescents rarely seek help for problematic substance use and healthcare professionals can easily fail to identify adolescents with risky substance use. There is therefore a significant global need for substance use screening by healthcare professionals followed by appropriate intervention. Screening, brief intervention, and referral to treatment (SBIRT) is an evidence-based practice that enables clinicians to determine adolescents' risk for substance use and intervene accordingly. However, little effort has been placed on empowering primary care clinicians to use it in Lebanon. We explored the attitudes, perceptions, and practices of primary care nurses and physicians regarding adolescent SBIRT use.

METHODS

The study used a cross-sectional multisite survey design targeting urban and rural areas in Lebanon. A national sample of 140 physicians and nurses was recruited using random sampling stratified by governorate. Participants completed mailed or online surveys addressing their practices, attitudes, role perceptions, and self-efficacy regarding SBIRT use.

RESULTS

This study revealed that 57.8% of healthcare professionals were not familiar with the SBIRT model and that 76.2% did not practice SBIRT in their setting. The majority addressed the problem of substance use through educating and counseling adolescents about the dangers of substance use (84.2%) and encouraged them to stop (82%) but only 2% reported using standardized instruments for substance use screening. Most participants (88.1%) reported their willingness to use SBIRT in their clinical practice and 92.4% expressed an interest in receiving SBIRT training. Overall, the results showed positive attitudes (M = 4.38, SD = 0.89) and role responsibility (M = 4.47, SD = 1.62) toward addressing substance use in adolescents, in addition to a high level of perceived self-efficacy in addressing substance use (M = 4.04, SD = 0.92). Our results showed minimal differences between nurses' and physicians' perceptions and self-efficacy regarding SBIRT use.

CONCLUSIONS

Our study confirms the lack of a standardized approach toward adolescent substance use screening and intervention by primary healthcare providers in Lebanon but revealed the readiness and willingness to receive training and proper support to adopt an evidence-based approach such as SBIRT.