Use of pharmacotherapy for alcohol use disorders and the risk of unemployment: a cohort study of 77 503 workers in Sweden.

BackgroundPrimary care provider skills such as screening, longitudinal monitoring, and medication management are generalizable to prescribing alcohol use disorder (AUD) pharmacotherapy. The association between primary care engagement (i.e., longitudinal utilization of primary care services) and prescribing of AUD pharmacotherapy is unknown.MethodsWe examined a 5-year (2010–2014) retrospective cohort of patients with AUD, 18 years and older, at an urban academic medical center in the Bronx, NY, USA. Our main exposure was level of primary care engagement (no primary care, limited primary care, and engaged with primary care) and our outcome was any AUD pharmacotherapy prescription within 2 years of AUD diagnosis. Using multivariable logistic regression, we examined the association between primary care engagement and pharmacotherapy prescribing, accounting for demographic and clinical factors.ResultsOf 21,159 adults (28.9% female) with AUD, 2.1% (n = 449) were prescribed pharmacotherapy. After adjusting for confounders, the probability of receiving an AUD pharmacotherapy prescription for patients with no primary care was 1.61% (95% CI 1.39, 1.84). The probability of AUD pharmacotherapy prescribing was 2.56% (95% CI 2.06, 3.06) for patients with limited primary care and 2.89% (95% CI 2.44, 3.34%) for patients engaged with primary care.ConclusionsThe percentage of AUD patients prescribed AUD pharmacotherapy was low; however, primary care engagement was associated with a higher, but modest, probability of receiving a prescription. Efforts to increase primary care engagement among patients with AUD may translate into increased AUD pharmacotherapy prescribing; however, strategies to increase prescribing across health care settings are needed.

AimTo examine the socioeconomic differences in the effectiveness of alcohol use disorders (AUD) pharmacotherapy and risk of AUD hospitalisation.DesignA prospective register‐based cohort study.SettingSweden.ParticipantsIndividuals who were registered as living in Sweden in 2005 (16–64 years) with a first‐time AUD diagnosis and complete information on their socioeconomic position (SEP) between 2005 and 2019 (n = 148 626).MeasurementThe outcome was AUD hospitalisation. The use of AUD pharmacotherapy was treated as a time‐varying exposure. SEP was the moderator. The association between the joint‐exposure (pharmacotherapy use and SEP) and AUD hospitalisation was assessed using a competing‐risk regression model, adjusted for sociodemographic factors, previous mental health diagnoses and use of other psychiatric medications.FindingsPharmacotherapy use was associated with a lower risk of AUD hospitalisation among high SEP individuals [subdistribution hazard ratio (SHR) = 0.83, 95% confidence interval (CI) = 0.77–0.90], but not among those with low SEP (SHR = 1.02, 95% CI = 0.94–1.10) and middle SEP (SHR = 1.01, 95% CI = 0.94–1.09), compared with low SEP individuals when not using pharmacotherapy.ConclusionsIn Sweden, alcohol use disorder (AUD) pharmacotherapy appears to be effective to reduce the risk of AUD hospitalisation only among individuals of high socioeconomic position.

Pharmacotherapy of Alcohol Use Disorders in the Veterans Health Administration

Heavy-Drinking Smokers: Pathophysiology and Pharmacologic Treatment Options

Introduction Comorbidity of bipolar disorder (BD) and alcohol use disorder (AUD) is very frequent resulting in detrimental outcomes, including increased mortality. Diagnosis of AUD in BD and vice versa is often delayed as symptoms of one disorder mimic and obscure the other one. Evidence for pharmacotherapies for people with comorbid BD and AUD remains limited, and further proof-of-concept studies are urgently needed. Areas covered This paper explores the currently available pharmacotherapies for AUD, BD and their usefulness for comorbid BD and AUD. It also covers to some degree the epidemiology, diagnosis, and potential common neurobiological traits of comorbid BD and AUD. Expert opinion The authors conclude that more controlled studies are needed before evidence-based guidance can be drawn up for clinician’s use. Since there are no relevant pharmacological interactions, approved medications for AUD can also be used safely in BD. For mood stabilization, lithium should be considered first in adherent persons with BD and comorbid AUD. Alternatives include valproate, lamotrigine and some atypical antipsychotics, with partial D2/D3 receptor agonism possibly being beneficial in AUD, too.

As hepatology providers, we assemble a toolbox of interventions to treat acute and chronic liver diseases with a goal to prevent fibrosis progression, HCC, and hepatic decompensation while also improving the quality of life and survival of our patients (Figure 1). This toolbox has been built based on our experiences during clinical training and the practice of routine patient care. We are comfortable with a diverse set of tools, from antivirals to immunosuppressive medications, vasoactive medications to beta-blockers, as well as performing interventions such as endoscopy, banding, paracentesis, and liver biopsies. Hepatology providers have accepted that in the setting of chronic liver disease, we are primarily responsible for prescribing interventions, which treat the underlying liver insult and follow-up on outcomes and side effects using a multidisciplinary approach. Yet, when it comes to the management of alcohol use disorder (AUD) in the setting of alcohol-associated liver disease (ALD), our discipline seems to have made an exception. Although treatment of AUD has been identified as a quality metric in the care of patients with liver disease,1 rates of AUD treatment in those with ALD are astonishingly low,2,3 and current societal recommendations are to refer elsewhere for AUD management once identified.4,5 Why has this culture evolved among hepatology providers? Is it a lack of knowledge and/or comfort in AUD treatment? Do patients with AUD and their providers have difficulty accessing the tools when needed? Importantly, can social stigma and sociocultural considerations influence patient participation in AUD treatment? The answer is all of the above.FIGURE 1: The hepatology toolbox—how do we include alcohol use disorder treatment?.DESPITE THE BENEFIT, TREATMENT OF AUD IN ALD RARELY HAPPENS It is universally agreed that alcohol abstinence is the cornerstone of ALD management, as it is associated with improved liver-related outcomes3 and is cost-effective and even cost-saving in those with ALD cirrhosis.6 Yet despite this, 2 large cohort studies of individuals with AUD and ALD cirrhosis have shown that only ~15% receive AUD behavioral therapy and a mere 1% receive pharmacotherapy.2,3 Why are AUD treatment rates so low? To begin, data have suggested that apart from psychiatry and addiction medicine, physicians receive minimal training in AUD identification and management and do not feel equipped to treat it. Surveys by GI/hepatology providers suggest that almost all screen universally for frequency and quality of alcohol consumption; however, almost half never/rarely screen for AUD, and 70% never/rarely prescribe AUD therapy.7 The most common provider-perceived barriers to prescribing AUD pharmacotherapy were lack of training, unfamiliarity, and lack of time. Other studies have identified patient-perceived barriers, including lack of apparent benefit to treatment, financial and insurance obstacles, and access to transportation.8 However, in addition to these hurdles, other patient-related barriers are faced disproportionately by those most vulnerable in society. SOCIOCULTURAL AND EQUITY CONSIDERATIONS INFLUENCING DELIVERY OF AUD/ALD THERAPY A significant proportion of individuals with AUD/ALD are from historically underrepresented racial/ethnic, sex/gender, and sociocultural groups9 and those vulnerable in their social determinants of health, creating additional barriers to AUD treatment (Figure 2). These disparities are complex and historically rooted in patterns of systemic discrimination and socioeconomic disadvantage.10 Overall, AUD treatment is most effective as a combination of pharmacologic and behavioral interventions, yet most studies evaluating AUD treatment underrepresent those of diverse cultural, racial/ethnic, and sex/gender backgrounds and have not been designed to address important dimensions of diversity. In considering those vulnerable in social determinants of health, pharmacologic treatments require public and/or private insurance to cover costs, while in addition to cost, behavioral therapy also requires significant time and social resources to participate. These include the ability to take time from work in those employed and/or the ability to delay home obligations if caring for dependents. Individuals must also secure transportation and be in proximity to AUD behavioral treatment, or if able to be delivered remotely, have access to technological resources for participation. Finally, culturally and linguistically appropriate AUD services are required to provide safe and equitable access to AUD treatment to all but are not universally accessible. Moving forward, these important aspects of diversity will need to be considered in the development and delivery of AUD services.FIGURE 2: Barriers to alcohol use disorder treatment in vulnerable populations.SPECIAL CONSIDERATIONS FOR WOMEN AND YOUTHS Women and youths have been identified as populations experiencing a disproportionate increase in harm from AUD/ALD and have emerged as priority groups in need of AUD treatment.11,12 Women and youths with AUD have a high prevalence of co-morbid mental health conditions and have experienced mental, physical, and/or sexual abuse, which can impact participation and outcomes of treatment. Although outcomes of AUD treatment are comparable between sexes, women are less likely to receive treatment than men.12 Unique factors among women that can influence participation in AUD treatment include issues surrounding motherhood, such as the need for childcare to participate and perceived or experienced social stigma creating fear of the involvement of child protective services if AUD is disclosed.12 Further, no AUD pharmacotherapy has been shown to be safe for women who are pregnant or breastfeeding, limiting treatment options during this time. Similarly, for youths, no pharmacotherapies are FDA-approved to treat AUD in those ≤18 years of age, and no trials of AUD treatment among youths with ALD have been conducted. Despite the knowledge that most adults with AUD began using alcohol during the teenage years, the majority of efforts developed to treat AUD have not focused on identification and intervention during adolescence, which may be a key time for behavioral change. Further, the delivery of AUD behavioral therapy for youths is best if the family and caregivers partake, which again will be dependent on the ability of not only the individuals but also their social circle to participate. POTENTIAL SOLUTIONS Several provider, hospital, research, and societal solutions to address barriers in AUD management in ALD are outlined in Figure 3. On an individual GI/Hepatology provider level, the universal implementation of standardized screening tools for AUD to all patients with ALD at the time of the first clinical encounter should be straightforward to implement. In addition to this, the delivery of an AUD pharmacotherapy curriculum to GI/Hepatology trainees, nurses, and clinicians could empower them with the knowledge and skills to initiate AUD pharmacotherapy among their ALD patients. This would be especially important in settings where access to addiction medicine is limited. From a hospital level, providing language and transportation services to facilitate access to AUD behavioral therapy would be specifically helpful to engage vulnerable populations. Further, universal and quick access to inpatient and outpatient addiction medicine consultative services, social work, and psychiatry are essential. From an academic level, the development of studies, which evaluate AUD treatment and outcomes among those with advanced ALD, are needed in addition to the inclusion of previously understudied and vulnerable populations as outlined above. From a society level, it is vital to address the stigma attached to a diagnosis of AUD to empower patients to seek appropriate help without worry about judgment or discrimination. This could involve public education campaigns that emphasize AUD as a disease as opposed to a personal choice and highlight how appropriate treatment of AUD can lead to disease remission and improve other alcohol-associated harms including ALD.FIGURE 3: Potential solutions to address disparities in AUD treatment among those with ALD. Abbreviations: ALD, alcohol-associated liver disease; AUD, alcohol use disorder.CONCLUSIONS AND FUTURE CONSIDERATIONS AUD is a preventable cause of liver-related morbidity and mortality, and AUD treatment is associated with improved outcomes, especially among those with ALD. Yet the use of AUD treatment in those with ALD is discouragingly low due to the paucity of well-executed clinical trials and patient and provider barriers, with additional unique barriers faced by underrepresented and vulnerable members of society. As hepatology providers caring for these patients, our discipline needs to begin gathering AUD treatment tools to put in our toolbox. Importantly, these tools will need to incorporate considerations surrounding stigma, culture, diversity, and equity in order to provide the best care for our diverse patient population.

ASAM's Standards of Care for the Addiction Specialist established appropriate care for the treatment of substance use disorders. ASAM identified three high priority performance measures for specification and testing for feasibility in various systems using administrative claims: use of pharmacotherapy for alcohol use disorder (AUD); use of pharmacotherapy for opioid use disorder (OUD); and continuity of care after withdrawal management services. This study adds to the initial testing of these measures in the Veteran's Health Administration (VHA) by testing the feasibility of specifications in commercial insurance data (Cigna). Using 2014 and 2015 administrative data, the proportion of individuals with an AUD or OUD diagnosis each year who filled prescriptions or were dispensed appropriate FDA-approved pharmacotherapy. For withdrawal management follow up, the proportion with an outpatient encounter within seven days was calculated. The sensitivity of specifications was also tested. Rates of pharmacotherapy for AUD ranged from 6.2% to 7.6% (depending on year and specification details), and rates for OUD pharmacotherapy were 25.0% to 29.7%. Seven-day follow up rate after withdrawal management in an outpatient setting was 20.5%, and an additional 39.7% in an inpatient or residential setting. Application of ASAM specifications is feasible in commercial administrative data. Because of varying system needs and payment practices across health systems, measures may require adjustment for different settings. Moving forward, important focus will be on the continued refinement of these measures with the new ICD-10 coding systems, new formulations of current medications, and new payment approaches such as bundled payment.

ObjectiveUpdate the evidence on use of pharmacotherapy for alcohol use disorder in a Canadian population.MethodsUsing whole-population administrative data from Manitoba, Canada, we identified all residents age 12+ who were first diagnosed with alcohol use disorder between April 1, 1996 and March 31, 2015, and compared characteristics of those who filled a prescription for naltrexone, acamprosate or disulfiram at least once during that period to those who did not fill a prescription for an alcohol use disorder medication.ResultsOnly 1.3% of individuals with alcohol use disorder received pharmacotherapy (62.3% of prescriptions were for naltrexone, 39.4% for acamprosate, 7.5% for disulfiram). Most prescriptions came from family physicians in urban alcohol use disorder (53.6%) and psychiatrists (22.3%). Individuals were more likely to fill a prescription for alcohol use disorder medication if they lived in an urban vs rural environment (OR 2.25; 95% CI 1.83–2.77) or had a mood/anxiety disorder diagnosis vs no diagnosis (OR 2.40, 95% CI 1.98–2.90) in the five years before being diagnosed with alcohol use disorder.ConclusionDespite established evidence for the effectiveness of pharmacotherapy for alcohol use disorder, these medications continue to be profoundly underutilized in Canada.

BackgroundDespite the high prevalence of alcohol use disorders (AUDs), in 2016, only 7.8% of individuals meeting diagnostic criteria received any type of AUD treatment. Developing options for treatment within primary care settings is imperative to increase treatment access. As part of a trial to implement AUD pharmacotherapy in primary care settings, this qualitative study analyzed pre-implementation provider interviews using the Consolidated Framework for Implementation Research (CFIR) to identify implementation barriers.MethodsThree large Veterans Health Administration facilities participated in the implementation intervention. Local providers were trained to serve as implementation/clinical champions and received external facilitation from the project team. Primary care providers received a dashboard of patients with AUD for case identification, educational materials, and access to consultation from clinical champions. Veterans with AUD diagnoses received educational information in the mail. Prior to the start of implementation activities, 24 primary care providers (5–10 per site) participated in semi-structured interviews. Transcripts were analyzed using common coding techniques for qualitative data using the CFIR codebook Innovation/Intervention Characteristics, Outer Setting, Inner Setting, and Characteristics of Individuals domains. Number and type of barriers identified were compared to quantitative changes in AUD pharmacotherapy prescribing rates.ResultsFour major barriers emerged across all three sites: complexity of providing AUD pharmacotherapy in primary care, the limited compatibility of AUD treatment with existing primary care processes, providers’ limited knowledge and negative beliefs about AUD pharmacotherapy and providers’ negative attitudes toward patients with AUD. Site specific barriers included lack of relative advantage of providing AUD pharmacotherapy in primary care over current practice, complaints about the design quality and packaging of implementation intervention materials, limited priority of addressing AUD in primary care and limited available resources to implement AUD pharmacotherapy in primary care.ConclusionsCFIR constructs were useful for identifying pre-implementation barriers that informed refinements to the implementation intervention. The number and type of pre-implementation barriers identified did not demonstrate a clear relationship to the degree to which sites were able to improve AUD pharmacotherapy prescribing rate. Site-level implementation process factors such as leadership support and provider turn-over likely also interacted with pre-implementation barriers to drive implementation outcomes.

Barriers to and facilitators of pharmacotherapy for alcohol use disorder in VA residential treatment programs

BackgroundEffective medications for treating alcohol use disorders (AUD) are available but underutilized. Multiple barriers to their provision have been identified, and optimal strategies for addressing and overcoming barriers to use of medications for AUD treatment remain elusive. We conducted a structured review of published care delivery and implementation studies evaluating interventions that aimed to increase medication treatment for patients with AUD to identify interventions and component strategies that were most effective.MethodsWe reviewed literature through May 2018 and used networking to identify intervention studies with AUD medication receipt reported as a primary or secondary outcome. Studies were identified as care delivery studies, characterized by patient-level recruitment and willingness to be randomized to candidate treatment options, and implementation studies, characterized by inclusion of all patients treated at sites involved in the study. Each identified study was independently coded by two investigators for strategies used, guided by a published taxonomy of implementation strategies. All authors reviewed coding discrepancies and revised codes based on consensus. After reaching internal consensus, we solicited feedback from lead investigators on studies to code additional strategies. We reviewed implementation strategies used across studies to assess their relationship with medication receipt, as well as alcohol use outcomes, as available.ResultsNine studies were identified: four RCTs of care delivery interventions, four quasi-experimental evaluations of large-scale implementation interventions, and one quasi-experimental evaluation of a targeted single-site implementation intervention. Implementation strategies used were variable across studies; no strategy was universally used. Effects of the interventions on receipt of AUD pharmacotherapy and alcohol use outcomes also varied. Three of four care delivery interventions resulted in increased receipt of AUD medications, but only one of these three improved alcohol use outcomes. One large-scale and one single-site implementation intervention were associated with increased AUD medication receipt, and these studies did not assess alcohol use outcomes. Patterns of implementation strategies did not clearly distinguish studies that successfully increased use of pharmacotherapy versus those that did not.ConclusionsOur review did not reveal strategies most effective for implementing AUD medications. Interventions designed to overcome identified barriers may have missed the mark, or differences in the intensity or targets of strategies may matter more than differences in strategies. Further research is needed to understand effective implementation methods and to better understand patient-level perspective, preferences and barriers to receipt of medications.

Background: Evidence-based pharmacotherapies for alcohol use disorders (AUDs) are underutilized. This mixed-methods study reports supplementary findings from the alcohol use disorder pharmacotherapy and treatment in primary care (ADaPT-PC) implementation study at 3 Veterans Health Administration (VHA) hospital sites to understand why prescription rates did not increase following the ADaPT-PC intervention. Methods: Qualitative interviews (N = 30) were conducted in advance of the ADaPT-PC intervention to understand patients’ pharmacotherapy attitudes among those in AUD treatment, with previous treatment experience, or who needed assistance with their alcohol use. Following the ADaPT-PC intervention, chart reviews from a random sample of patients with AUD or a most recent Alcohol Use Disorders Identification Test consumption questions (AUDIT-C) score >8, and no active AUD prescription, were conducted to determine the frequency of alcohol-related conversations (N = 455). Results: Most interviewed patients welcomed a discussion about their alcohol use and pharmacotherapy. Of the 15 medication-naïve patients interviewed, 6 stated that they would be willing to try pharmacotherapy, 5 stated that they were unlikely, 2 identified reservations, 1 said no, and 1 was not asked. Fifteen patients were either currently taking medications (n = 10) or had taken medication in the past (n = 7; 2 patients had past and current experience). Chart reviews indicated that although 66% of charts (n = 299) documented a discussion of their alcohol use with the provider, only 7.5% (n = 22) of individuals with an AUD diagnosis had a documented discussion of AUD pharmacotherapy, and only 5 received pharmacotherapy. Conclusion: Most interviewed patients were open to discussing AUD treatment, including discussions of pharmacotherapy, with their provider. From documented conversations about alcohol use to treatment options, medical records suggests a continuous narrowing of the number of patients engaged in alcohol-related consultations. Although some interviewed patients expressed reticence about initiating pharmacotherapy, these findings suggest that the treatment cascade may have a greater influence on the number of pharmacotherapy prescriptions than patients’ preferences.

Alcohol use disorder (AUD) imposes a substantial burden on healthcare systems in the United States. Although pharmacological treatments are effective, they remain underutilized. Real-world evidence on the economic impact and clinical effectiveness of AUD pharmacotherapy is limited. We conducted a retrospective cohort study using Optum's de-identified Clinformatics Data Mart Database, including individuals aged ≥21 years with a new diagnosis of AUD between 2017 and 2023. Patients who initiated AUD pharmacotherapy within 1 year of diagnosis (treated group) were matched 1:1 to untreated counterparts using propensity score matching. Outcomes included alcohol-associated emergency department (ED) visits, inpatient (IP) admissions, and associated medical charges during a 1-year follow-up. Cost-effectiveness was assessed using incremental cost-effectiveness ratios (ICERs). Among 218,260 patients with AUD (109,130 matched pairs), MAUD use was associated with a significantly lower likelihood of alcohol-associated hospitalization (37.6% vs. 41.4%, p <0.001) and lower total alcohol-associated medical charges ($47,697 vs. $50,403, p <0.001), with savings driven predominantly by reduced IP utilization. Cost savings were observed across all liver disease strata and were greatest in patients with moderate-to-severe liver disease, where MAUD was associated with nearly $27,000 lower mean IP charges and a 9% absolute reduction in hospitalization risk. The greatest efficiency was also observed in patients with moderate-to-severe liver disease: each $0.03 spent on AUD medication corresponded to $1 in medical cost savings. AUD pharmacotherapy is significantly associated with lower alcohol-associated healthcare utilization, particularly IP care, and medical charges in real-world settings, with the largest economic benefits observed in patients without advanced liver disease. These findings support broader implementation of pharmacologic treatment for AUD, including in patients with ALD, and underscore the importance of early intervention to maximize cost-effectiveness.

BackgroundPharmacotherapy for alcohol use disorders (AUD) is effective. However, knowledge about utilization of, and patient characteristics associated with prescriptions is scarce. The aim is to investigate prescriptions of pharmacotherapy for AUD in Sweden across time, sociodemographics, domicile and comorbid conditions. MethodThis is a national cohort study, comprising 132 733 adult patients with AUD diagnosis between 2007 and 2015. The exposure variables were age, sex, income, education, family constellation, domicile, origin, concurrent psychiatric and somatic co-morbid diagnoses. Logistic regression analyses were used to obtain odds ratios (OR) for any filled prescription of AUD pharmacotherapy; Acamprosate, Disulfiram, Naltrexone or Nalmefene during 12 months after AUD diagnosis. ResultsDuring the study period, the proportion of individuals who received pharmacotherapy ranged between 22.80 and 23.94 % (χ2(64) = 72.00, p = .23). Female sex, age 31–45, higher education and income, living in a big city, co-habiting and born in Sweden, bar Norway, Denmark and Iceland, were associated with higher odds of pharmacotherapy. Concurrent somatic diagnosis was associated with lower odds of pharmacotherapy but psychiatric diagnosis higher (aOR = 0.61 95 % CI 0.59−0.63 and aOR = 1.61 95 % CI 1.57−1.66 respectively). ConclusionsPharmacotherapy for AUD is underutilized. The proportion of individuals with a prescription did not change between 2007 and 2015. Provision of treatment is unequal across different groups in society, where especially older age, lower income and education, and co-morbid somatic diagnosis were associated with lower odds of prescription. There is a need to develop treatment provision, particularly for individuals with co-morbid somatic conditions.

ImportanceAlcohol consumption is associated with 88 000 US deaths annually. Although routine screening for heavy alcohol use can identify patients with alcohol use disorder (AUD) and has been recommended, only 1 in 6 US adults report ever having been asked by a health professional about their drinking behavior. Alcohol use disorder, a problematic pattern of alcohol use accompanied by clinically significant impairment or distress, is present in up to 14% of US adults during a 1-year period, although only about 8% of affected individuals are treated in an alcohol treatment facility.ObservationsFour medications are approved by the US Food and Drug Administration to treat AUD: disulfiram, naltrexone (oral and long-acting injectable formulations), and acamprosate. However, patients with AUD most commonly receive counseling. Medications are prescribed to less than 9% of patients who are likely to benefit from them, given evidence that they exert clinically meaningful effects and their inclusion in clinical practice guidelines as first-line treatments for moderate to severe AUD. Naltrexone, which can be given once daily, reduces the likelihood of a return to any drinking by 5% and binge-drinking risk by 10%. Randomized clinical trials also show that some medications approved for other indications, including seizure disorder (eg, topiramate), are efficacious in treating AUD. Currently, there is not sufficient evidence to support the use of pharmacogenetics to personalize AUD treatments.Conclusions and RelevanceAlcohol consumption is associated with a high rate of morbidity and mortality, and heavy alcohol use is the major risk factor for AUD. Simple, valid screening methods can be used to identify patients with heavy alcohol use, who can then be evaluated for the presence of an AUD. Patients receiving a diagnosis of the disorder should be given brief counseling and prescribed a first-line medication (eg, naltrexone) or referred for a more intensive psychosocial intervention.