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1.
Am J Orthopsychiatry ; 92(1): 39-50, 2022.
Article in English | MEDLINE | ID: mdl-34647775

ABSTRACT

Bronfenbrenner's framework highlights the importance of considering ecological systems to understand child well-being. Children entering foster care often experience disruption across systems. Yet, prior research has focused on specific disruptions linked to outcomes. This longitudinal study examined the impact of multiple ecological disruptions (i.e., changes in or separation from siblings, friends, school, church, community) on children's internalizing symptoms and externalizing behaviors over time. This study included 211 children between the ages of 6 and 13 years (M = 10.23, SD = 2.37; 55.0% female; 57.3% African American). Children entered foster care for up to four reasons: Neglect (73.9%), physical abuse (29.4%), dependency (10%), and/or sexual abuse (9.5%). Most of the children experienced a change in school (64.0%), 46.9% were separated from siblings, 25.1% lost friends, 12.8% experienced community disruptions, and 10.0% were separated from church. Hierarchical Linear Modeling was employed to examine the association between ecological disruptions and longitudinal internalizing symptoms and externalizing behaviors, while controlling for baseline internalizing and externalizing, demographic variables (i.e., child age, gender, and race), and maltreatment severity. Maltreatment severity, along with school and community disruptions related to the presence of internalizing symptoms. Loss of friends was associated with the absence of externalizing behaviors, while community disruption was associated with the presence of externalizing behaviors. This study suggests that maintaining children's connections to their school and community is important for well-being. Under certain circumstances, separation from friends may relate to improved behavioral functioning. Future research should explore additional and interacting facets of children's ecological systems and related outcomes. (PsycInfo Database Record (c) 2022 APA, all rights reserved).


Subject(s)
Black or African American , Foster Home Care , Adolescent , Child , Female , Humans , Longitudinal Studies , Male , Schools
2.
J Trauma Stress ; 34(4): 721-732, 2021 08.
Article in English | MEDLINE | ID: mdl-33960021

ABSTRACT

This longitudinal study explored the unique profiles of maltreatment among youth in the child welfare system and examined their relation to mental health outcomes over time. We additionally examined the moderating role of age. Participants included 316 youth in the foster care system (age range: 6-13 years). Data were collected through the Department of Children and Family Services upon youths' entry into foster care, then quarterly for the duration of care. A latent profile analysis identified five profiles of maltreatment, categorized as primary neglect (PN), neglect and physical abuse (PA), complex trauma, complex trauma with severe sexual abuse (SA), and neglect with SA. A hierarchical general linear model applied to the data revealed that all four classes predicted higher internalizing symptom trajectories compared with the PN reference class, event rate ratios (eRRs) = 1.19-1.37, but none of these associations were significantly moderated by age. Membership in the two classes categorized by complex trauma predicted higher externalizing behavior trajectories as compared to the PN reference class, eRRs = 1.11-1.13. The relation between membership in the neglect with SA class and externalizing behaviors was moderated by age, eRR = 0.83. Finally, membership in all four classes predicted higher posttraumatic stress symptoms as compared with the reference group, eRRs = 1.84-2.45, and with all associations moderated by age, eRRs = 0.51-0.53. These findings provide insight into the maltreatment experiences of youth in the child welfare system and have important implications for treatment needs.


Subject(s)
Child Abuse , Stress Disorders, Post-Traumatic , Adolescent , Child , Child Welfare , Humans , Longitudinal Studies , Outcome Assessment, Health Care , Stress Disorders, Post-Traumatic/epidemiology
3.
Child Maltreat ; 24(1): 76-85, 2019 02.
Article in English | MEDLINE | ID: mdl-30198316

ABSTRACT

Youth in child welfare often experience emergency shelter care, a type of congregate setting, while a permanent placement is arranged. The present longitudinal study explored the impact of initial emergency shelter placement on long-term externalizing behavior (i.e., aggression, delinquency) and internalizing symptom (i.e., anxiety, depression) trajectories, and whether kinship involvement moderated the effect of shelter placement on behavioral outcomes. The sample consisted of 282 youths (55.3% male) with an average age of 9.90 years ( SD = 2.37); 36.9% experienced an emergency shelter placement. Data were collected from the Illinois Department of Children and Family Services. Caseworkers completed the Child and Adolescent Needs and Strengths, which measured youths' behavioral outcomes. Results suggested that shelter care was not associated with externalizing behavior trajectories. However, shelter care was associated with internalizing symptoms among children with less kinship involvement. Results from this study suggest that best practices for shelter care should leverage kinship involvement.


Subject(s)
Aggression , Child Behavior Disorders/epidemiology , Child Protective Services , Depression/epidemiology , Emergency Shelter , Family Relations/psychology , Child , Female , Humans , Illinois , Longitudinal Studies , Male
4.
Child Abuse Negl ; 55: 73-80, 2016 05.
Article in English | MEDLINE | ID: mdl-27110849

ABSTRACT

Nonresident fathers can have a significant impact on children's behavioral outcomes. Unfortunately, the impact of nonresident father involvement on the behavioral outcomes of children with child welfare involvement has received scant attention in the literature, a limitation the current study sought to address. A sample of 333 children in state custody in Illinois between the ages of six and 13 participated and were assessed using the externalizing behavior scale of the Child and Adolescent Needs and Strengths (CANS) at regular intervals throughout their time in care. Father involvement was measured through a review of case files and interviews with child welfare workers. Growth trajectories were fit to children's externalizing behavior across time and were predicted using Time 1 characteristics. Father involvement, total non-father relative involvement, and gender (girls) was associated with lower baseline externalizing behavior and the African American children in the sample experienced higher baseline externalizing behavior. However, only Time 1 father involvement predicted slope trajectories after controlling for Time 1 externalizing behavior; more father involvement was associated with lower externalizing behavior trajectories. These results suggest that even in the unique and stressful context of child welfare, father involvement can be protective regarding children's externalizing behaviors.


Subject(s)
Child Behavior Disorders/psychology , Child Welfare/psychology , Fathers/statistics & numerical data , Adolescent , Child , Child Behavior Disorders/epidemiology , Child Protective Services/statistics & numerical data , Father-Child Relations , Fathers/psychology , Female , Humans , Illinois/epidemiology , Male , Single-Parent Family/psychology , Single-Parent Family/statistics & numerical data
5.
Am J Orthopsychiatry ; 86(1): 49-60, 2016 Jan.
Article in English | MEDLINE | ID: mdl-26569355

ABSTRACT

Emergency shelter care for children entering foster care is widely used as a temporary first placement, despite its contraindications. However, little research has examined predictors of utilization (e.g., entry into care, length of stay in care). A sample of 123 children (ages 6-13) entering foster care was studied to explore the variables associated with an initial placement in shelter care versus kinship care and variables associated with children staying less than 30 days in the shelter versus 30 days or longer. After applying a classification tree analysis (CTA via Optimal Data Analysis), results indicated that variables across the child's ecology--specifically the microsystem, mesosystem, and exosystem--were associated with increased emergency shelter utilization, including older age, entering as a dependency case, more relatives and fictive kin with barriers to involvement in the child's life, and the child welfare agency serving the child. These results suggest that although emergency shelter care utilization may be determined by a complex interaction of variables across the child's ecology, policy and programmatic attention to some of these risk factors might be effective in limiting utilization so that children can enter care with a more long-term, family-based placement.


Subject(s)
Child Welfare , Emergency Shelter/statistics & numerical data , Foster Home Care , Adolescent , Child , Female , Humans , Length of Stay , Male , Risk Factors
6.
J Behav Health Serv Res ; 43(2): 233-45, 2016 Apr.
Article in English | MEDLINE | ID: mdl-25073517

ABSTRACT

This study estimated classes of children's acute-stay psychiatric acuity trajectories in terms of shape (i.e., linear, quadratic, cubic) and rate of change (slope). A total of 788 children served on three child units (ages 4-12) were studied. The Children's Acuity of Psychiatric Illness (CAPI) was completed each weekday by trained frontline staff on the milieu. Latent class growth analysis was applied to the data, and seven acuity trajectory classes provided the most parsimonious fit. Four classes evidenced a significant quadratic term, one class a significant linear term, and two classes did not evidence a significant change in acuity. The classes varied in survival time to rehospitalization, in pre-treatment community service use and rates of seclusion, restraint, and emergency medications during the episode. Overall, the results suggest that acute-stay patients may have distinct and identifiable psychiatric acuity change patterns during their episodes and that some may experience non-linear (i.e., quadratic) acuity trajectories.


Subject(s)
Inpatients , Mental Disorders/psychology , Child , Child, Preschool , Female , Humans , Male , Patient Readmission , Restraint, Physical
7.
Adm Policy Ment Health ; 43(4): 514-23, 2016 07.
Article in English | MEDLINE | ID: mdl-25925793

ABSTRACT

Time to psychiatric rehospitalization was predicted for a sample of 1473 Medicaid-insured youth in Illinois in 2005 and 2006. A multi-level model statistical strategy was employed to account for the fact that youth days to rehospitalization were nested within hospital and to test the hypothesis that hospitals would vary significantly in return rates, controlling for individual-level (e.g., symptom, demographic) variables. Hospitals did not vary significantly in days to rehospitalization. At the individual-level, level of externalizing behavior and residential treatment placement predicted a faster return to the hospital. These results support the perspective that hospital outcomes are best operationalized using variables tied more directly to the inpatient episode (e.g., LOS, reductions in acuity).


Subject(s)
Hospitals, Psychiatric/statistics & numerical data , Length of Stay/statistics & numerical data , Mental Disorders/therapy , Patient Readmission/statistics & numerical data , Adolescent , Anxiety/epidemiology , Anxiety/therapy , Attention Deficit and Disruptive Behavior Disorders/epidemiology , Attention Deficit and Disruptive Behavior Disorders/therapy , Child , Child, Preschool , Conduct Disorder/epidemiology , Conduct Disorder/therapy , Depression/epidemiology , Depression/therapy , Female , Humans , Impulsive Behavior , Male , Mental Disorders/epidemiology , Multilevel Analysis , Quality Indicators, Health Care , Residential Treatment/statistics & numerical data , Risk Factors , Self Mutilation/epidemiology , Self Mutilation/therapy , Severity of Illness Index , Survival Analysis , Time Factors , Young Adult
8.
Child Neuropsychol ; 22(8): 907-18, 2016.
Article in English | MEDLINE | ID: mdl-26156531

ABSTRACT

The Behavior Rating Inventory of Executive Functioning (BRIEF) is a parent report measure designed to assess executive skills in everyday life. The present study employed a confirmatory factor analysis (CFA) to evaluate three alternative models of the factor structure of the BRIEF. Given the executive functioning difficulties that commonly co-occur with attention-deficit/hyperactivity disorder (ADHD), the participants included 181 children and adolescents with a diagnosis of ADHD. The results indicated that an oblique two-factor model, in which the Monitor subscale loaded on both factors (i.e., Behavioral Regulation, Metacognition) and measurement errors for the Monitor and Inhibit subscales were allowed to correlate, provided an acceptable goodness-of-fit to the data. This two-factor model is consistent with previous research indicating that the Monitor subscale reflects two dimensions (i.e., monitoring of task-related activities and monitoring of personal behavioral activities) and thus loads on multiple factors. These findings support the clinical relevance of the BRIEF in children with ADHD, as well as the multidimensional nature of executive functioning.


Subject(s)
Attention Deficit Disorder with Hyperactivity/diagnosis , Executive Function/physiology , Factor Analysis, Statistical , Models, Psychological , Adolescent , Child , Female , Humans , Male , Neuropsychological Tests , Surveys and Questionnaires
9.
Child Maltreat ; 21(4): 288-297, 2016 Nov.
Article in English | MEDLINE | ID: mdl-30209968

ABSTRACT

Child maltreatment and family dysfunction (e.g., conflict) can have a long-term deleterious impact on youth well-being. Using a child welfare sample, this study examined whether dysfunction in the nuclear family of origin was associated with adjustment problems, including internalizing and externalizing behavior problems, beyond the effect of child maltreatment, and whether extended family (kinship) involvement protected against youth's adjustment problems. Participants included 171 children and adolescents (mean age = 10.15; 50.3% female) who entered foster care due to child maltreatment. Results indicated that greater dysfunction in the nuclear family of origin and child maltreatment were independently associated with greater internalizing and externalizing behavior problems. Results also showed that kinship involvement was protective against externalizing behavior problems. Moreover, kinship involvement buffered the association between dysfunction in family of origin and internalizing behaviors only at low levels of family dysfunction. These results support policies that encourage the involvement of extended and noncustodial family members in the lives of maltreated youth following their entry into foster care.

10.
Psychiatr Serv ; 64(3): 252-6, 2013 Mar 01.
Article in English | MEDLINE | ID: mdl-23573530

ABSTRACT

OBJECTIVE: The study tested the feasibility of using practice-based evidence to improve children's treatment response to inpatient care in psychiatric hospitals. METHODS: A total of 524 children (aged four to 12 years) who were patients at three psychiatric hospitals with child units were studied between October 1, 2009, and October 1, 2010. The Acuity of Psychiatric Illness, Child and Adolescent Version (CAPI), a reliable and valid measure of risk behaviors, symptoms, and functioning, was completed each weekday by trained frontline staff on the milieu. RESULTS: Growth curve modeling via hierarchical linear modeling was used, and linear trajectories were fit to children's CAPI scores over days in care. Trajectories of CAPI acuity scores varied significantly among the children, and changes in scores (slope of the trajectories) were predicted by several clinical variables at intake. These variables included externalizing behavior, such as aggressive behavior toward others and objects and sexual aggression, and internalizing symptoms, such as self-mutilation behaviors and suicidal ideation or gestures. Further, moderation analyses revealed that the hospital unit serving the youths moderated the effect of intake clinical characteristics on the trajectories of acuity scores. CONCLUSIONS: Regular measurement of psychiatric acuity using a reliable and valid measure has the potential to monitor an episode of care in real time and provide data that can be used to improve treatment. This approach may hold promise as a method to promote accountability across hospital systems and to identify the core competencies and deficits of hospitals in addressing specific problems presented at intake.


Subject(s)
Child Behavior/psychology , Evidence-Based Practice , Hospitalization , Patient Acuity , Child , Child, Preschool , Feasibility Studies , Female , Hospitals, Psychiatric , Humans , Male , Mental Disorders/therapy , Midwestern United States , Surveys and Questionnaires
11.
Am J Orthopsychiatry ; 78(2): 240-8, 2008 Apr.
Article in English | MEDLINE | ID: mdl-18954187

ABSTRACT

Prior research has shown that the personality variables extraversion and neuroticism predict burnout among frontline staff working in residential treatment centers. This study tested the hypothesis that the effect of personality on burnout would be moderated by the psychiatric characteristics of the youth served on the milieu. Two hundred and three frontline staff working in 21 residential treatment centers in Illinois serving troubled youth completed surveys regarding opinions about their jobs, the Big Five Inventory (BFI), a youth presenting problems scale for the entire milieu, and the Maslach Burnout Inventory (MBI). Results indicated that the effect of neuroticism on burnout is moderated by psychosis and posttraumatic stress disorder (PTSD); high and moderate milieu ratings of psychosis and PTSD showed a positive relationship between neurosis and burnout, while low ratings of these conditions showed no relationship. These findings suggest that the optimal work setting is a function of the interaction between specific personality characteristics and specific work environments, with implications for personnel selection and future research on person-environment fit.


Subject(s)
Burnout, Professional/psychology , Health Personnel/psychology , Mental Disorders/therapy , Personality/classification , Residential Treatment , Adult , Attitude of Health Personnel , Child , Community Mental Health Centers , Extraversion, Psychological , Female , Humans , Illinois , Job Satisfaction , Male , Mental Disorders/psychology , Neurotic Disorders/psychology , Personality Inventory , Personnel Selection , Psychotic Disorders/psychology , Severity of Illness Index , Stress Disorders, Post-Traumatic/psychology , Stress, Psychological/psychology , Surveys and Questionnaires , Workplace
12.
Child Abuse Negl ; 32(1): 67-81, 2008 Jan.
Article in English | MEDLINE | ID: mdl-18096228

ABSTRACT

OBJECTIVE: The purpose of this longitudinal study was to examine the relationship between several proposed protective factors and trauma symptoms among highly vulnerable youth in the child welfare system. METHODS: Participants were 142 youth identified with a sexual behavior problem and their caregivers. Two waves of data were collected for each participant an average of 18 months apart. Foster parents reported on perceived level of support from the child welfare agency, youth involvement in club activities, and perception of youths' interpersonal and emotional competence. Youth provided self-reports of their sexual and physical abuse experiences, trauma symptoms at both time 1 and time 2, and ratings of parenting practices. RESULTS: Youth with higher rates of sexual abuse showed more negative affect and higher levels of sexual and non-sexual rumination at time 2, controlling for time 1 scores. Boys and youth who experienced better parenting practices displayed lower negative affect. Youth with higher levels of emotional and interpersonal competence showed lower levels of non-sexual rumination. Moderation analyses revealed that youth with more significant sexual abuse histories whose foster parents did not feel supported by their child welfare caseworkers had higher levels of sexually ruminative thoughts. Finally, the results revealed that only youth without sexual abuse histories experienced the benefits of club involvement in terms of lower sexual rumination scores. CONCLUSIONS: This study demonstrated that youth with significant vulnerabilities can still exhibit a degree of protection from trauma symptomatology in the presence of a wide range of personal and social variables. These findings support the efforts of stakeholders to promote strengths at the level of the individual, family, and broader social network and community.


Subject(s)
Adaptation, Psychological , Child Abuse, Sexual/statistics & numerical data , Child Abuse/statistics & numerical data , Child Behavior Disorders/epidemiology , Foster Home Care/statistics & numerical data , Sexual Behavior , Adolescent , Affective Symptoms/epidemiology , Affective Symptoms/psychology , Child , Child Abuse/psychology , Child Abuse, Sexual/psychology , Child Behavior Disorders/psychology , Child Welfare/psychology , Child Welfare/statistics & numerical data , Cross-Sectional Studies , Female , Humans , Illinois , Longitudinal Studies , Male , Mass Screening , Parenting/psychology , Personality Assessment , Psychometrics , Risk Factors , Sex Offenses/psychology , Sex Offenses/statistics & numerical data , Social Identification , Socialization
13.
J Clin Child Adolesc Psychol ; 36(1): 8-18, 2007 Mar.
Article in English | MEDLINE | ID: mdl-17206877

ABSTRACT

This study explored clinical and nonclinical predictors of inpatient hospital admission decisions across a sample of children in foster care over 4 years (N = 13,245). Forty-eight percent of participants were female and the mean age was 13.4 (SD = 3.5 years). Optimal data analysis (Yarnold & Soltysik, 2005) was used to construct a nonlinear classification tree model for predicting admission decisions. As expected, clinical variables such as suicidality, psychoticism, and dangerousness predicted psychiatric admissions; however, several variables that are not direct indications of acute psychiatric distress, such as the presence of family problems and the location of the hospital screening, impacted decision making in a subsample of cases. Further analyses indicated that the model developed in Year 1 reliably and consistently predicted admission decisions (with 64%-68% overall accuracy) across the next 3 years. Policy, research, and clinical implications are discussed.


Subject(s)
Decision Making , Foster Home Care , Hospitals, Psychiatric , Mental Disorders/rehabilitation , Patient Admission , Adolescent , Child , Child, Preschool , Female , Health Policy , Hospitalization , Humans , Male , Mass Screening/methods , Mental Disorders/diagnosis , Mental Disorders/psychology , Social Environment , Surveys and Questionnaires
14.
Psychol Assess ; 18(2): 133-41, 2006 Jun.
Article in English | MEDLINE | ID: mdl-16768589

ABSTRACT

In the delivery of clinical services, outcomes monitoring (i.e., repeated assessments of a patient's response to treatment) can be used to support clinical decision making (i.e., recurrent revisions of outcome expectations on the basis of that response). Outcomes monitoring can be particularly useful in the context of established practice research networks. This article presents a strategy to disaggregate patients into homogeneous subgroups to generate optimal expected treatment response profiles, which can be used to predict and track the progress of patients in different treatment modalities. The study was based on data from 618 diagnostically diverse patients treated with either a cognitive-behavioral treatment protocol (n = 262) or an integrative cognitive-behavioral and interpersonal treatment protocol (n = 356). The validity of expected treatment response models to predict treatment in those 2 protocols for individual patients was evaluated. The ways such a procedure might be used in outpatient centers to learn more about patients, predict treatment response, and improve clinical practice are discussed.


Subject(s)
Clinical Competence , Decision Making , Empirical Research , Psychology/methods , Psychotherapy/methods , Adult , Cognitive Behavioral Therapy/methods , Female , Humans , Male , Mood Disorders/therapy , Prognosis , Treatment Outcome
15.
J Am Acad Child Adolesc Psychiatry ; 45(3): 322-328, 2006 Mar.
Article in English | MEDLINE | ID: mdl-16540817

ABSTRACT

OBJECTIVE: To predict psychiatric hospital length of stay (LOS) for a sample of Illinois Department of Children and Family Services wards across 4 fiscal years. METHOD: A prospective design was implemented using the Children's Severity of Psychiatric Illness scale, a reliable and valid measure of psychiatric severity, risk factors, youth strengths, and contextual/environmental factors. Data were collected for 1,930 hospital episodes across 44 hospitals from fiscal year 1998 through fiscal year 2001. Youths were screened for admission appropriateness by the Illinois Screening, Assessment, and Supportive Services (SASS) program. The Children's Severity of Psychiatric Illness was completed by SASS workers upon conclusion of their crisis interviews. In addition to completing the Children's Severity of Psychiatric Illness, SASS workers reported on demographic information and LOS. RESULTS: The sample of 1,930 youths was randomly split to form development (n = 983) and validation (n = 947) samples. LOS was predicted using ordinary least squares regression. Thirty percent of the variance (F(19,666) = 16.6, p < .0001) in LOS was predicted for the development sample and 22% (F(14,657) = 14.6, p < .0001) was predicted for the confirmation sample. Hospital was the largest and most consistent predictor of LOS for both samples after controlling for clinical variables. Two hospitals accounted for approximately 10% of the variance in both samples (development beta = .273, p < .01 and beta = -.169, p < .01). Two SASS agencies also consistently predicted LOS (development beta = -.134, p < .05 and beta = .102, p < .05). No consistent changes in predictors of LOS occurred over time (FY98-FY01). CONCLUSIONS: These findings suggest that nonclinical variables are the primary predictors of LOS in the Illinois system of care. In addition, these variables are consistent predictors over time. Quality assurance efforts might seek to further understand potential practice pattern variations across hospitals and SASS agencies.


Subject(s)
Hospitalization/statistics & numerical data , Length of Stay/statistics & numerical data , Mental Disorders/rehabilitation , Adolescent , Child , Female , Humans , Male , Mental Disorders/diagnosis , Prospective Studies , Severity of Illness Index , Social Environment , Surveys and Questionnaires
16.
J Clin Psychol ; 58(10): 1291-304, 2002 Oct.
Article in English | MEDLINE | ID: mdl-12357444

ABSTRACT

To make use of psychotherapy research in practice, therapists need real-time access to valid clinically relevant information about patients. The dose-effect and phase models of psychotherapy provide a theoretical background for empirically based psychotherapy management by describing the systematic nature of progress in therapy and guiding the selection of outcome criteria. Given this theoretical background, it is possible to derive appropriate models for monitoring cases in ongoing therapies (patient profiling) and identifying therapists' relative strengths and weaknesses (severity-adjusted provider profiling). These applied methods may be used to inform decision making in ongoing psychotherapies and to support supervision and clinical training.


Subject(s)
Patient-Centered Care , Psychiatric Status Rating Scales , Psychotherapy/trends , Severity of Illness Index , Humans , Mental Disorders/therapy , Models, Psychological , Outcome Assessment, Health Care , Outpatients , Prognosis , Treatment Outcome
17.
J Behav Health Serv Res ; 29(1): 75-80, 2002 Feb.
Article in English | MEDLINE | ID: mdl-11840906

ABSTRACT

With the growing emphasis on accountability in mental health services, outcomes management strategies are gaining popularity. However, for these techniques to be credible, it is necessary to ensure the reliability of clinical data. In other words, outcomes measures must accurately reflect the actual status of service recipients. This article presents the use of the measurement audit as one means of monitoring and improving the reliability of outcomes measurements. The methods and findings from an audit of crisis assessment workers for children in state custody are presented. Clinical assessments completed at the time of service were compared with assessments using the same measure completed via retrospective file review. Findings suggest generally good reliability, 0.72 overall, with some variation by provider and type of information.


Subject(s)
Crisis Intervention/standards , Medical Audit/methods , Mental Health Services/standards , Outcome Assessment, Health Care/methods , Psychology, Clinical/standards , Child , Child Custody , Concurrent Review , Data Collection/standards , Humans , Illinois , Mental Disorders/classification , Mental Disorders/therapy , Reproducibility of Results , Risk Factors , Severity of Illness Index , Utilization Review
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