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Objectives: Clinical heterogeneity among patients in addiction treatment settings represents a challenge as most of the treatment programs are designed to treat substance use disorders (SUD) generally rather than offering more tailored approaches addressing individual patient needs. Systematic characterization of clinical heterogeneity may permit more individualized care paths toward improving outcomes. Methods: Data were collected from a large inpatient SUD treatment program between April 2018 and March 2020 (n = 1519). Latent profile analysis (LPA) was applied to identify latent clusters based on differences in substance use and co-occurring depression, anxiety, and post-traumatic stress disorder. Results: Five distinct profiles emerged: Profile 1 (38%) exhibited the lowest substance use and lowest psychiatric severity (Overall Low); Profile 2 (39%) exhibited high alcohol and psychiatric severity; Profile 3 (13%) exhibited high opioid severity and low psychiatric severity. Profile 4 (8%) exhibited high cannabis use and high psychiatric severity, and profile 5 (3%) exhibited high polysubstance use other than alcohol and cannabis use. The latter two profiles were younger and exhibited higher self-regulatory deficits. The (High Alc/high psych) and the (High Cann/Psych) profiles exhibited differentially higher psychiatric severity. Profiles showing high polysubstance use, as well as high cannabis use and high psychiatric severity, showed significantly higher impulsive behavior than the others. Conclusions: LPA revealed five clusters of patients varying substantially in terms of SUD and psychiatric severity. Addressing common features of clinical heterogeneity for tailored care paths in a personalized treatment approach may improve treatment outcomes.
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Spirituality is an important aspect of treatment and recovery for substance use disorders (SUDs), but ambiguities in measurement can make it difficult to incorporate as part of routine care. We evaluated the psychometric properties of an adapted short-form version of the Spirituality Scale (the Spirituality Scale-Short-Form; SS-SF) for use in SUD treatment settings. Participants were adult patients (N = 1,388; Mage = 41.23 years, SDage = 11.55; 68% male; 86% White) who entered a large, clinically mixed inpatient SUD treatment program. Factor analysis supported the two-dimensional structure, with factors representing Self-Discovery and Transcendent Connection. Tests of measurement invariance demonstrated that the scale was invariant across age and gender subgroups. The SS-SF exhibited convergent and concurrent validity via associations with participation in spiritual activities, hopefulness, life satisfaction, 12-step participation, and depressive symptoms. Finally, scores on the SS-SF were significantly higher at discharge compared to admission, demonstrating short-term sensitivity to change. These findings support use of the SS-SF as a concise, psychometrically sound measure of spirituality in the context of substance use treatment.
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Pacientes Internados , Psicometria , Espiritualidade , Transtornos Relacionados ao Uso de Substâncias , Humanos , Masculino , Feminino , Adulto , Transtornos Relacionados ao Uso de Substâncias/terapia , Transtornos Relacionados ao Uso de Substâncias/psicologia , Pessoa de Meia-Idade , Pacientes Internados/psicologia , Reprodutibilidade dos Testes , População Branca/psicologia , Análise Fatorial , Inquéritos e Questionários , Centros de Tratamento de Abuso de SubstânciasRESUMO
The LuBAIR™ Paradigm is a novel approach to ascribe meaning to behavioral expressions in advanced neurocognitive disorders when the reliability of a clinical assessment is limited. The meaning ascribed to each behavioral category was used to identify those which are likely to respond to the use of atypical antipsychotics, in their management. De-prescribing was attempted on patients who qualified to enter this retrospective study. De-prescribing was defined as successful if individuals were completely withdrawn from AAP and remained off them for 60 days, without the re-emergence of behaviors. The LuBAIR™ Inventory was filled on two occasions. The data collected on the second occasion, in the successful and failed de-prescribed groups, were compared in this retrospective study. MANOVA, Chi-Square paired t-test statistical analyses were used to detect the differences in the behavioral categories between the two cohorts. Cohen d was used to measure effect size. Patients who did not have Mis-Identification and Goal-Directed Expressions were more likely to successfully de-prescribe: X2 (1, N = 40) = 29.119 p < 0.0001 and X2 (1, N = 40) = 32.374, p < 0.0001, respectively. Alternatively, the same behavioral categories were more likely to be present in patients who failed de-prescribing: MANOVA and paired t-test (p < 0.0001). Atypical antipsychotics, in their role as an antipsychotic and mood stabilizer, may be used to manage Mis-Identification and Goal-Directed Expressions, respectively.
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BACKGROUND: The use of routine outcome monitoring (ROM) in the treatment of mental health has emerged as a method of improving psychotherapy treatment outcomes. Despite this, very few clinicians regularly use ROM in clinical practice. Online ROM has been suggested as a solution to increase adoption. OBJECTIVE: The aim of this study is to identify the influence of moving ROM online on client completion rates of self-reported outcome measures and to identify implementation and utilization barriers to online ROM by assessing clinicians' views on their experience using the online system over previous paper-based methods. METHODS: Client completion rates of self-reported outcome measures were compared pre- and postimplementation of an online system of ROM. In addition, a survey questionnaire was administered to 324 mental health service providers regarding their perception of the benefits with an online system of ROM. RESULTS: Client completion rates of self-reported measures increased from 15.62% (427/2734) to 53.98% (1267/2347) after they were moved online. Furthermore, 57% (56/98) of service providers found the new system less time-consuming than the previous paper-based ROM, and 64% (63/98) found that it helped monitor clients. However, the perceived value of the system remains in doubt as only 23% (23/98) found it helped them identify clients at risk for treatment failure, and only 18% (18/98) found it strengthened the therapeutic alliance. CONCLUSIONS: Although the current study suggests mixed results regarding service providers' views on their experience using an online system for ROM, it has identified barriers and challenges that are actionable for improvement.
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BACKGROUND: Continuing care following inpatient addiction treatment is an important component in the continuum of clinical services. Mutual help, including 12-step groups like Alcoholics Anonymous, is often recommended as a form of continuing care. However, the effectiveness of 12-step groups is difficult to establish using observational studies due to the risks of selection bias (or confounding). OBJECTIVE: To address this limitation, we used both conventional and machine learning-based propensity score (PS) methods to examine the effectiveness of 12-step group involvement following inpatient treatment on substance use over a 12-month period. METHODS: Using data from the Recovery Journey Project - a longitudinal, observational study - we followed an inpatient sample over 12-months post-treatment to assess the effect of 12-step involvement on substance use at 12-months (n = 254). Specifically, PS models were constructed based on 34 unbalanced confounders and four PS-based methods were applied: matching, inverse probability weighting (IPW), doubly robust (DR) with matching, and DR with IPW. RESULTS: Each PS-based method minimized the potential of confounding from unbalanced variables and demonstrated a significant effect (p < 0.001) between high 12-step involvement (i.e., defined as having a home group; having a sponsor; attending at least one meeting per week; and, being involved in service work) and a reduced likelihood of using substances over the 12-month period (odds ratios 0.11 to 0.32). CONCLUSIONS: PS-based methods effectively reduced potential confounding influences and provided robust evidence of a significant effect. Nonetheless, results should be considered in light of the relatively high attrition rate, potentially limiting their generalizability.
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Alcoólicos Anônimos , Pacientes Internados , Humanos , Estudos Longitudinais , Aprendizado de Máquina , Pontuação de PropensãoRESUMO
BACKGROUND: Continuing care is increasingly prioritized in the treatment of substance use disorders (SUDs). Ongoing engagement in continuing care, including mutual support (e.g., 12-step groups) and/or professional outpatient services, may enhance treatment outcomes and facilitate recovery. OBJECTIVE: This study investigates how engagement in 12-step mutual support and professional outpatient services is associated with short-term substance use outcomes in a sample of patients who completed inpatient SUDs treatment. METHODS: As part of the Recovery Journey Project - a longitudinal cohort study - participants completed questionnaires upon admission to an inpatient SUDs treatment program, and at 1- and/or 3-months post-discharge (nâ¯=â¯379). Baseline data were collected by self-administered, electronic questionnaires. Follow up data were collected by phone or email. Analyses involved multivariate Generalized Estimating Equations separately modelling self-reported abstinence and percent days abstinent (PDA) over the three time periods. RESULTS: Overall, rates of self-reported abstinence and PDA increased significantly from baseline to 1- and 3-months follow up. Engagement in 12-step activities (i.e., attended 30 meetings in 30â¯days, had a home group, had a sponsor, did service work) and professional outpatient substance use support were each significantly associated with abstinence and PDA. Participants who reported a higher degree of 12-step involvement (defined as engagement in more 12-step activities) were also more likely to report being abstinence and greater PDA. CONCLUSIONS: Engagement in continuing care, including 12-step activities and professional outpatient substance use support, was highly associated with substance use. Clinical teams should encourage participation in such activities to optimize treatment outcomes.