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1.
J Subst Use Addict Treat ; 168: 209532, 2024 Oct 08.
Artigo em Inglês | MEDLINE | ID: mdl-39384094

RESUMO

INTRODUCTION: Hazardous drinking is a public health problem affecting approximately 20 % of the U.S. primary care population. Clinical trials have documented the efficacy and effectiveness of Alcohol Screening and Brief Intervention (ASBI), yet widespread implementation remains elusive, and questions remain regarding optimal implementation and sustainment strategies. Kaiser Permanente Northern California (KPNC) implemented systematic ASBI in adult primary care in mid-2013. We used 8 years of electronic health record (EHR) data, combined with surveys which captured primary care provider perceptions organized into PRISM (Practical, Robust Implementation and Sustainability Model) implementation framework domains (Intervention, External Environment, Implementation Infrastructure, and Recipients), to characterize ASBI implementation and sustainment and test how various factors are associated with ASBI rates. METHODS: Using EHR data, we calculated yearly screening rates of adults with a primary care visit, and brief intervention (BI) rates among those with a positive hazardous drinking screen, (exceeding the age and sex-specific daily and weekly low-risk NIH guidelines (≤3 per day and ≤ 7 per week for women and older men; ≤4 per day and ≤ 14 per week for men 18-65)), across KPNC, from 2014 to 2021. We collected web-based survey data, informed by the PRISM domains, from primary care providers (n = 796; 35.5 % RR) to assess perceptions on ASBI implementation and sustainability. RESULTS: Between 1/1/2014 and 12/31/21 there were 5,072,270 completed screenings and 624,167 BIs. After adjusting for patient panel characteristics, we found that facilities with higher Implementation Infrastructure domain scores, indicating more robust implementation capacity, had higher screening and BI rates; facilities with higher Intervention domain scores, indicating positive perceptions of SBIRT evidence, and facilities with higher Recipients domain scores, indicating perceived organizational robustness, clinician culture and management support; and greater perceived patient needs and their likely benefit from SBIRT, had higher BI rates. CONCLUSIONS: Results provide information on factors which may facilitate successful ASBI implementation and sustainability and could inform future ASBI implementation efforts in healthcare system settings. In particular, efforts toward bolstering an organization's implementation infrastructure capacity, prior to embarking on implementation of a systematic ASBI program, could potentially help pave the way for successful implementation.

2.
J Subst Use Addict Treat ; 168: 209531, 2024 Oct 06.
Artigo em Inglês | MEDLINE | ID: mdl-39378954

RESUMO

INTRODUCTION: The COVID-19 pandemic changed the way healthcare providers delivered most health services, including treatment for alcohol use disorder (AUD). Specialty alcohol treatment remained available through the pandemic, and within some systems treatment use increased likely due to telehealth availability. However, the field knows little about the relationship between the pandemic's expanded access to specialty alcohol treatment and alcohol use outcomes. METHODS: The sample included 14,712 patients from Kaiser Permanente Northern California who screened positive for unhealthy alcohol use in primary care and had an AUD diagnosis or risked developing an AUD by reporting 5 or more heavy drinking days in a 3-month period between 1/1/2019 and 2/29/2020 (pre-pandemic). The study examined the receipt of any specialty alcohol treatment (including at least one outpatient, inpatient, or telehealth specialty treatment encounter, or pharmacotherapy prescription) from 3/1/2020 (pandemic start) to either the first completed follow-up alcohol screening or 6/20/2022 (study period end). The outcomes of alcohol use included changes in heavy drinking days, drinks per week, drinking days per week, and drinks per drinking day between the pre- and post-pandemic periods. RESULTS: On average patients significantly decreased alcohol use across all four alcohol use measures examined, regardless of whether they received treatment. However, those who received any treatment compared to those who did not had greater reductions in alcohol use, with an additional decrease of -3.55 heavy drinking days (95 % CI = -5.93, -1.17), -3.80 drinks per week (95 % CI = -5.18, -2.42), -0.72 drinks per drinking day (95 % CI = -1.14, -0.30), and - 1.01 drinking days per week (95 % CI = -1.30, -0.72). Treatment effects were greatest among patients who exceeded both daily and weekly limits pre-pandemic, with an additional decrease of -10.75 heavy drinking days (95 % CI = -15.28, -6.21), -12.83 drinks per week (95 % CI = -16.31, -9.35), -1.67 drinks per drinking day (95 % CI = -2.19, -1.14), and -2.02 drinking days per week (95 % CI = -2.41, -1.63). CONCLUSIONS: On average, patients decreased alcohol use during the onset of the pandemic, however, those who had any specialty alcohol treatment had significantly greater decreases, suggesting that the hybrid in-person and telehealth treatment approach was effective during the pandemic.

3.
Am J Public Health ; 114(S8): S654-S663, 2024 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-39442032

RESUMO

Objectives. To examine whether local cannabis policies and retail availability are associated with cannabis use and problematic cannabis use (PCU) among adolescents in Northern California. Methods. The sample comprised adolescents aged 13 to 17 years screened for past-year cannabis use during well-child visits in 2021. Exposures included local bans on cannabis storefront retailers, policy protectiveness, and retail proximity and density. Outcomes included self-reported past-year cannabis use and PCU diagnoses. Modified Poisson regression models adjusted for sociodemographics. Results. The sample (n = 103 134) was 51.1% male with a median age of 15 years (interquartile range [IQR] = 14-16 years); 5.5% self-reported cannabis use, and 0.3% had diagnosed PCU. Adolescents had a lower prevalence of cannabis use in jurisdictions that banned storefront retailers (adjusted prevalence rate [APR] = 0.857; 95% confidence interval [CI] = 0.814, 0.903 vs allowed), banned delivery (APR = 0.751; 95% CI = 0.710, 0.795 vs allowed), or had more policy protections (APR range = 0.705-0.800). Lower PCU prevalence was also found among those in jurisdictions that banned (vs allowed) storefront retailers (APR = 0.786; 95% CI = 0.629, 0.983) or delivery (APR = 0.783; 95% CI = 0.616, 0.996). Longer drive time and lower density of storefront retailers were associated with a lower cannabis use prevalence. Conclusions. More protective cannabis policies and less retail availability were associated with a lower prevalence of adolescent cannabis use and PCU. (Am J Public Health. 2024;114(S8):S654-S663. https://doi.org/10.2105/AJPH.2024.307787).


Assuntos
Comércio , Humanos , Adolescente , California/epidemiologia , Masculino , Feminino , Comércio/legislação & jurisprudência , Comércio/estatística & dados numéricos , Abuso de Maconha/epidemiologia , Prevalência , Cannabis , Uso da Maconha/epidemiologia , Uso da Maconha/legislação & jurisprudência , Política Pública
4.
Psychiatr Serv ; : appips20240148, 2024 Sep 23.
Artigo em Inglês | MEDLINE | ID: mdl-39308169

RESUMO

OBJECTIVE: This study investigated ICD-10-CM codes for adverse social determinants of health (SDoH) across 12 U.S. health systems by using data from multiple health care encounter types for diverse patients covered by multiple payers. METHODS: The authors described documentation of 11 SDoH ICD-10-CM code categories (e.g., educational problems or social environmental problems) between 2016 and 2021; assessed changes over time by using chi-square tests for trend in proportions; compared documentation in 2021 by gender, age, race-ethnicity, and site with chi-square tests; and compared all patients' mental health outcomes in 2021 with those of patients with documented SDoH ICD-10-CM codes by using exact binomial tests and one-proportion z tests. RESULTS: Documentation of any SDoH ICD-10-CM code significantly increased, from 1.7% of patients in 2016 to 2.7% in 2021, as did that for all SDoH categories except educational problems. Documentation was often more prevalent among female patients and those of other or unknown gender than among male patients and among American Indian or Alaska Native, Black or African American, and Hispanic individuals than among those belonging to other race-ethnicity categories. More educational problems were documented for younger patients, and more social environmental problems were documented for older patients. Psychiatric diagnoses and emergency department visits and hospitalizations related to mental health were more common among patients with documented SDoH codes. CONCLUSIONS: SDoH ICD-10-CM code documentation was infrequent and differed by population subgroup. Differences may reflect documentation practices or true SDoH prevalence variation. Standardized SDoH documentation methods are needed in health care settings.

5.
J Child Adolesc Trauma ; 17(3): 877-886, 2024 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-39309345

RESUMO

Despite well-documented associations between adverse childhood experiences (ACEs) and lifelong impairments in health and well-being, few studies have examined how to facilitate implementation of ACEs screening and referral programs in pediatric settings. We sought to identify facilitators and barriers related to screening for and addressing ACEs in a large integrated healthcare delivery system in Southern California. Using a developmental evaluation approach, we conducted twenty semi-structured interviews with pediatricians, nurses, social workers, and community referral organization staff. Interviews took place across six pediatric clinic pilot sites in Kaiser Permanente Southern California, where more than 7,000 pediatric patients were screened for ACEs between July 2018 and December 2019. Thematic analysis was conducted to identify themes. Key facilitators for screening and referrals for pediatric ACEs screening included providing clinician education to normalize conversations about ACEs, using screening data to provide more holistic and compassionate care, and collaborating across different types of clinicians. Key barriers included screening tool challenges related to patient confusion and cultural differences, capacity limitations, training issues, and care team silos. When used in the context of a trauma- and resilience-informed workforce, ACEs screening may be a powerful tool to support more collaborative and impactful care decisions that move away from symptom management to address root causes and promote prevention.

6.
Drug Alcohol Depend ; 263: 112418, 2024 Oct 01.
Artigo em Inglês | MEDLINE | ID: mdl-39216202

RESUMO

BACKGROUND: As access to cannabis has increased, there has been a rise in a condition called cannabinoid hyperemesis syndrome (CHS). This study estimates annual prevalence of suspected CHS at emergency department visits (ED) over an 11-year period in Northern California. METHODS: This retrospective observational cohort study used electronic health records from Kaiser Permanente Northern California. Two CHS case definitions were used to construct two cohorts of adults (18+) with ≥1 CHS visits from 2009 to 2019. The primary definition used a narrow definition based on past studies (CHS group 1) and an exploratory definition allowed for a broader range of codes (CHS group 2); both definitions required a primary diagnosis of vomiting. Annual prevalence of CHS and annual rates of counts of CHS visits estimated using a log-link Poisson model are reported per group. FINDINGS: There were 57,227 patients with ≥1 CHS visits included in CHS group 1 and 65,645 patients included in CHS group 2. Over eleven years, CHS increased across groups with the fastest rise in CHS group 1 (prevalence ratio = 2.75, 95 % confidence interval [CI] 2.65-2.85, p<.0001 from 2009 to 2019 vs. prevalence ratio = 2.34, 95 % CI 2.27-2.43). CHS group 1 also exhibited the largest increase in ED visits (rate ratio = 2.35, 95 % CI 2.27-2.43, p<.0001). CONCLUSION: In a large California population, suspected CHS increased over time across definitions. Annual prevalence increased by 134-175 %, depending on CHS definition. CHS group 2's definition may have been too broad and changes in ICD-10-CM coding may have impacted estimates.


Assuntos
Canabinoides , Registros Eletrônicos de Saúde , Vômito , Humanos , California/epidemiologia , Feminino , Masculino , Prevalência , Adulto , Vômito/epidemiologia , Vômito/induzido quimicamente , Estudos Retrospectivos , Pessoa de Meia-Idade , Canabinoides/efeitos adversos , Adulto Jovem , Estudos de Coortes , Serviço Hospitalar de Emergência/tendências , Adolescente , Idoso , Síndrome da Hiperêmese Canabinoide
7.
Inj Prev ; 2024 Jun 21.
Artigo em Inglês | MEDLINE | ID: mdl-38906684

RESUMO

INTRODUCTION: Information about causes of injury is key for injury prevention efforts. Historically, cause-of-injury coding in clinical practice has been incomplete due to the need for extra diagnosis codes in the International Classification of Diseases-Ninth Revision-Clinical Modification (ICD-9-CM) coding. The transition to ICD-10-CM and increased use of clinical support software for diagnosis coding is expected to improve completeness of cause-of-injury coding. This paper assesses the recording of external cause-of-injury codes specifically for those diagnoses where an additional code is still required. METHODS: We used electronic health record and claims data from 10 health systems from October 2015 to December 2021 to identify all inpatient and emergency encounters with a primary diagnosis of injury. The proportion of encounters that also included a valid external cause-of-injury code is presented. RESULTS: Most health systems had high rates of cause-of-injury coding: over 85% in emergency departments and over 75% in inpatient encounters with primary injury diagnoses. However, several sites had lower rates in both settings. State mandates were associated with consistently high external cause recording. CONCLUSIONS: Completeness of cause-of-injury coding improved since the adoption of ICD-10-CM coding and increased slightly over the study period at most sites. However, significant variation remained, and completeness of cause-of-injury coding in any diagnosis data used for injury prevention planning should be empirically determined.

8.
J Clin Psychiatry ; 85(2)2024 Apr 29.
Artigo em Inglês | MEDLINE | ID: mdl-38696137

RESUMO

Objective: To examine rates of clozapine use among people with psychotic disorders who experience specific indications for clozapine.Methods: Records data from 11 integrated health systems identified patients aged 18 years or older with recorded International Classification of Diseases, Tenth Revision, Clinical Modification, diagnoses of schizophrenia, schizoaffective disorder, or other psychotic disorder who experienced any of the 3 events between January 1, 2019, and December 31, 2019, suggesting indications for clozapine: a diagnosis of self-harm injury or poisoning, suicidal ideation diagnosed or in response to standardized assessments, and hospitalization or emergency department (ED) care for psychotic disorder despite treatment with 2 or more antipsychotic medications. Prescription dispensing data identified all clozapine use prior to or in the 12 months following each indication event. Analyses were conducted with aggregate data from each health system; no individual data were shared.Results: A total of 7,648 patients with psychotic disorder diagnoses experienced at least 1 indication event. Among 1,097 experiencing a self-harm event, 32 (2.9%) had any prior clozapine use, and 10 (0.9%) initiated clozapine during the following 12 months. Among 6,396 with significant suicidal ideation, 238 (3.7%) had any prior clozapine use, and 70 (1.1%) initiated clozapine over 12 months. Among 881 with hospitalization or ED visit despite pharmacotherapy, 77 (8.7%) had any prior clozapine treatment, and 41 (4.7%) initiated clozapine over 12 months. Among those with significant suicidal ideation, rates of both prior clozapine treatment and subsequent initiation varied significantly by race and ethnicity, with rates among Hispanic and non-Hispanic Black patients lower than among non Hispanic White patients.Conclusions: Initiating clozapine treatment is uncommon among people with psychotic disorders who experience events suggesting clozapine is indicated, with even lower rates among Black and Hispanic patients.


Assuntos
Antipsicóticos , Clozapina , Transtornos Psicóticos , Humanos , Clozapina/uso terapêutico , Transtornos Psicóticos/tratamento farmacológico , Masculino , Feminino , Adulto , Antipsicóticos/uso terapêutico , Pessoa de Meia-Idade , Comportamento Autodestrutivo/epidemiologia , Ideação Suicida , Hospitalização/estatística & dados numéricos , Esquizofrenia/tratamento farmacológico , Adulto Jovem , Estados Unidos , Adolescente
9.
J Affect Disord ; 358: 369-376, 2024 Aug 01.
Artigo em Inglês | MEDLINE | ID: mdl-38723683

RESUMO

BACKGROUND: People with HIV (PWH) are at elevated risk for suicidal ideation (SI), yet few studies have examined how substance use, clinical and sociodemographic factors are associated with SI among PWH. METHOD: We used substance use (Tobacco, Alcohol, Prescription Medication, and Other Substance Use [TAPS]) and depression (PHQ-9) data from computerized screening of adult PWH in primary care clinics in Northern California, combined with health record data on psychiatric diagnoses, HIV diagnosis, treatment, and control (HIV RNA, CD4), insurance, and neighborhood deprivation index (NDI) to examine factors associated with SI (PHQ-9 item 9 score > 0). Adjusted odds ratios (aOR) for SI were obtained from logistic regression models. RESULTS: Among 2829 PWH screened (92 % male; 56 % white; mean (SD) age of 54 (13) years; 220 (8 %) reported SI. Compared with no problematic use, SI was higher among those reporting one (aOR = 1.65, 95 % CI = 1.17, 2.33), two (aOR = 2.23, 95 % CI = 1.42, 3.49), or ≥ 3 substances (aOR = 4.49, 95 % CI = 2.41, 8.39). SI risk was higher for those with stimulant use (aOR = 3.55, 95 % CI = 2.25, 5.59), depression (aOR = 4.18, 95 % CI = 3.04, 5.74), and anxiety diagnoses (aOR = 1.67, 95 % CI = 1.19, 2.34), or Medicaid (aOR = 2.11, 95%CI = 1.24, 3.60) compared with commercial/other insurance. SI was not associated with HIV-related measures or NDI. LIMITATIONS: SI was assessed with a single PHQ-9 item. Simultaneous SI and exposure data collection restricts the ability to establish substance use as a risk factor. CONCLUSIONS: HIV care providers should consider multiple substance use, stimulant use, depression or anxiety, and public insurance as risk factors for SI and provide interventions when needed.


Assuntos
Infecções por HIV , Transtornos Relacionados ao Uso de Substâncias , Ideação Suicida , Humanos , Masculino , Feminino , Infecções por HIV/epidemiologia , Infecções por HIV/psicologia , Pessoa de Meia-Idade , Transtornos Relacionados ao Uso de Substâncias/epidemiologia , Adulto , Fatores de Risco , California/epidemiologia , Depressão/epidemiologia , Depressão/psicologia , Idoso
10.
Addict Behav ; 156: 108046, 2024 09.
Artigo em Inglês | MEDLINE | ID: mdl-38744214

RESUMO

BACKGROUND: As more states legalize cannabis, studies are needed to understand the potential impacts of recreational cannabis legalization (RCL) on adolescents from the perspective of clinicians who care for them. METHODS: This qualitative study characterized clinician perspectives on whether cannabis legalization is associated with changes in adolescents' cannabis use beliefs, behaviors, and consequences. Semi-structured qualitative interviews were conducted with 32 clinicians in a large healthcare organization from 9/6/2022-12/21/2022. Video-recorded interviews were transcribed and analyzed using thematic analysis. RESULTS: The 32 participants (56.3 % female, mean [SD] age, 45.9 [7.6] years; 65.3 % non-Hispanic White) were from Addiction Medicine (n = 13), Psychiatry/Mental Health (n = 7), Pediatrics (n = 5), and the Emergency Department (n = 7). Clinicians described post-RCL increases in adolescent cannabis use, use of non-combustible modes and high-potency products, and younger age of first use. Clinicians reported social, physical, and policy changes, including changes in social norms, appealing advertisements, marketing, and easier access. Many noted fewer perceived harms among adolescents and greater self-medication post-RCL. They described how RCL contributed to increased parental cannabis use and permissiveness around adolescent use. Finally, many described post-RCL increases in cannabis hyperemesis syndrome, and several noted increased cannabis-related psychosis and acute intoxication, and decreased court-mandated treatment. CONCLUSIONS: Clinicians from diverse specialties described post-RCL increases in adolescent cannabis use and cannabis-related consequences, alongside changes in social norms, access, marketing and advertisements, and decreased perceptions of harms. Findings can inform strategies to support adolescents in the context of increased cannabis availability and acceptability post-legalization and support the development of hypotheses for broader-scale quantitative work.


Assuntos
Legislação de Medicamentos , Pesquisa Qualitativa , Humanos , Feminino , Masculino , Adolescente , Pessoa de Meia-Idade , Adulto , Atitude do Pessoal de Saúde , Cannabis , Comportamento do Adolescente/psicologia , Uso da Maconha/psicologia , Uso da Maconha/legislação & jurisprudência , Normas Sociais , Conhecimentos, Atitudes e Prática em Saúde
11.
J Adolesc ; 96(6): 1379-1387, 2024 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-38678440

RESUMO

BACKGROUND: Anxiety and depression are among the most common and debilitating psychiatric disorders affecting youth, with both related to increased suicide risk. While rates of youth anxiety and depression were increasing before the COVID-19 pandemic, the pandemic further negatively impacted adolescent mental health. Unfortunately, few studies have examined prevalence of these concerns among early adolescents (ages 10-13) longitudinally during the pandemic. METHOD: The current study examined self-reported anxiety and depression symptoms, and suicidal ideation amongst a general pediatrics population of 11- to 13-year-olds (n = 623) from March through September 2020 (early-pandemic) and approximately 7 months later (September 2020 through May 2021; mid-pandemic). Paired samples proportions were used to examine changes in prevalence of moderate to severe anxiety, depression, and suicidal ideation from early- to mid-pandemic. RESULTS: Results highlight high initial rates and stability in anxiety and suicidal ideation, as well as a significant increase in depression (42.9% increase; p < .05) among the full sample during the COVID-19 pandemic. Prevalance of concerns were greatest for females and Hispanic youth during the early-pandemic, and generally highest for females and Medicaid insured youth at mid-pandemic. DISCUSSION: Results extend recent research and underscore the need for continued monitoring of mental health concerns across development for youth who grew up during the COVID-19 pandemic; highlighting the need for sustainable, effective, and accessible early detection, prevention, and intervention strategies. Improving these services is critical to support youth who experienced pandemic-related stressors, and to prepare for supporting youth during future disruptive and isolating events.


Assuntos
Ansiedade , COVID-19 , Depressão , Ideação Suicida , Humanos , COVID-19/psicologia , COVID-19/epidemiologia , Adolescente , Feminino , Masculino , Criança , Depressão/epidemiologia , Depressão/psicologia , Ansiedade/epidemiologia , Ansiedade/psicologia , Estados Unidos/epidemiologia , SARS-CoV-2 , Prevalência , Estudos Longitudinais , Autorrelato , Pandemias
12.
Acad Pediatr ; 24(6): 995-1000, 2024 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-38458489

RESUMO

OBJECTIVE: This study examined atypical antipsychotic prescribing by Food and Drug Administration (FDA) approved-use (on-label) status for adolescents before and during the COVID-19 pandemic. METHODS: Retrospective data were collected from electronic health records (EHRs) of adolescents aged 10-17 years in Kaiser Permanente Northern California. New outpatient atypical antipsychotic prescription orders during 2013-2021 were evaluated. Prescriptions were categorized as on-label if linked in EHRs to autism, psychosis, bipolar disorder, or Tourette's diagnoses; otherwise, they were potentially off-label (herein, off-label). Trend analysis of monthly prescribing rates assessed slope change at pandemic onset for the cohort and by sex and age groups. RESULTS: Among 5828 patients, 74.5% of new antipsychotic orders were off-label in 2021. Overall prescribing decreased significantly until early 2020 (slope = -0.045, P < .01) but then significantly increased through 2021 (post-March 2020 slope change = 0.211, P = .01). Off-label prescriptions increased at a similar rate during the COVID-19 time period, but on-label prescriptions did not change significantly. Males and younger adolescents (ages 10-14 years) showed significant decreases until early 2020, while females and older adolescents (ages 15-17 years) did not. Females and younger adolescents exhibited significant increases in overall and off-label prescribing rates following pandemic onset; older adolescents exhibited increases in overall prescriptions while males had no detectable changes. CONCLUSIONS: Antipsychotic prescribing declined slightly but then increased significantly following COVID-19 onset for overall and off-label prescriptions. Pandemic onset differentially impacted antipsychotic prescribing by sex and age, with overall and off-label prescribing driven by increases among female and younger adolescents.


Assuntos
Antipsicóticos , COVID-19 , Uso Off-Label , Padrões de Prática Médica , Humanos , Adolescente , Uso Off-Label/estatística & dados numéricos , Masculino , Antipsicóticos/uso terapêutico , Feminino , Criança , Estudos Retrospectivos , Padrões de Prática Médica/estatística & dados numéricos , Padrões de Prática Médica/tendências , SARS-CoV-2 , California , Estados Unidos , Prescrições de Medicamentos/estatística & dados numéricos , Registros Eletrônicos de Saúde
13.
JAMA Psychiatry ; 81(7): 700-707, 2024 Jul 01.
Artigo em Inglês | MEDLINE | ID: mdl-38536187

RESUMO

Importance: Given that suicide rates have been increasing over the past decade and the demand for mental health care is at an all-time high, targeted prevention efforts are needed to identify individuals seeking to initiate mental health outpatient services who are at high risk for suicide. Suicide prediction models have been developed using outpatient mental health encounters, but their performance among intake appointments has not been directly examined. Objective: To assess the performance of a predictive model of suicide attempts among individuals seeking to initiate an episode of outpatient mental health care. Design, Setting, and Participants: This prognostic study tested the performance of a previously developed machine learning model designed to predict suicide attempts within 90 days of any mental health outpatient visit. All mental health intake appointments scheduled between January 1, 2012, and April 1, 2022, at Kaiser Permanente Northern California, a large integrated health care delivery system serving over 4.5 million patients, were included. Data were extracted and analyzed from August 9, 2022, to July 31, 2023. Main Outcome and Measures: Suicide attempts (including completed suicides) within 90 days of the appointment, determined by diagnostic codes and government databases. All predictors were extracted from electronic health records. Results: The study included 1 623 232 scheduled appointments from 835 616 unique patients. There were 2800 scheduled appointments (0.17%) followed by a suicide attempt within 90 days. The mean (SD) age across appointments was 39.7 (15.8) years, and most appointments were for women (1 103 184 [68.0%]). The model had an area under the receiver operating characteristic curve of 0.77 (95% CI, 0.76-0.78), an area under the precision-recall curve of 0.02 (95% CI, 0.02-0.02), an expected calibration error of 0.0012 (95% CI, 0.0011-0.0013), and sensitivities of 37.2% (95% CI, 35.5%-38.9%) and 18.8% (95% CI, 17.3%-20.2%) at specificities of 95% and 99%, respectively. The 10% of appointments at the highest risk level accounted for 48.8% (95% CI, 47.0%-50.6%) of the appointments followed by a suicide attempt. Conclusions and Relevance: In this prognostic study involving mental health intakes, a previously developed machine learning model of suicide attempts showed good overall classification performance. Implementation research is needed to determine appropriate thresholds and interventions for applying the model in an intake setting to target high-risk cases in a manner that is acceptable to patients and clinicians.


Assuntos
Tentativa de Suicídio , Humanos , Tentativa de Suicídio/estatística & dados numéricos , Tentativa de Suicídio/psicologia , Feminino , Masculino , Adulto , Pessoa de Meia-Idade , Aprendizado de Máquina , Adulto Jovem , Assistência Ambulatorial/estatística & dados numéricos , Serviços de Saúde Mental/estatística & dados numéricos , California/epidemiologia , Medição de Risco , Transtornos Mentais/epidemiologia , Transtornos Mentais/psicologia , Modelos Estatísticos , Prognóstico , Adolescente
14.
J Eat Disord ; 12(1): 22, 2024 Feb 02.
Artigo em Inglês | MEDLINE | ID: mdl-38308378

RESUMO

BACKGROUND: Outpatient family-based treatment (FBT) is effective in treating restrictive eating disorders among adolescents. However, little is known about whether FBT reduces higher level of care (HLOC) utilization or if utilization of HLOC is associated with patient characteristics. This study examined associations between utilization of eating disorder related care (HLOC and outpatient treatment) and reported adherence to FBT and patient characteristics in a large integrated health system. METHODS: This retrospective cohort study examined 4101 adolescents who received care for restrictive eating disorders at Kaiser Permanente Northern California. A survey was sent to each medical center to identify treatment teams as high FBT adherence (hFBT) and low FBT adherence (lFBT). Outpatient medical and psychiatry encounters and HLOC, including medical hospitalizations and higher-level psychiatric care as well as patient characteristics were extracted from the EHR and examined over 12 months post-index. RESULTS: 2111 and 1990 adolescents were treated in the hFBT and lFBT, respectively. After adjusting for age, sex, race/ethnicity, initial percent median BMI, and comorbid mental health diagnoses, there were no differences in HLOC or outpatient utilization between hFBT and lFBT. Females had higher odds of any utilization compared with males. Compared to White adolescents, Latinos/Hispanics had lower odds of HLOC utilization. Asian, Black, and Latino/Hispanic adolescents had lower odds of psychiatric outpatient care than Whites. CONCLUSIONS: Reported FBT adherence was not associated with HLOC utilization in this sample. However, significant disparities across patient characteristics were found in the utilization of psychiatric care for eating disorders. More efforts are needed to understand treatment pathways that are accessible and effective for all populations with eating disorders.


Adolescents with restrictive eating treated by Family-Based Treatment (FBT) teams had better early weight gain but no differences in the use of intensive outpatient, residential, partial hospital programs or inpatient psychiatry care when compared to those treated by teams with a low adherence to the FBT approach. Factors such as sex, race, ethnicity, mood disorders, and suicidality were associated with the use of psychiatric services. These findings are consistent with previously documented systematic disparities in accessing psychiatric services across patient demographics and should be used to inform the development of proposed care models that are more inclusive and accessible to all patients.

15.
J Clin Psychiatry ; 85(1)2024 01 29.
Artigo em Inglês | MEDLINE | ID: mdl-38301189

RESUMO

Objective: People with psychosis or bipolar disorder (severe and persistent mental illness [SPMI]) are at high risk for poor psychiatric and chronic illness outcomes, which could be ameliorated through improved health care quality. This study assessed whether a telehealth, collaborative care program managed by psychiatric clinical pharmacists (SPMI Population Care) was associated with improved health care quality for adults with SPMI in a large California health system.Methods: This retrospective cohort study used electronic health record data to compare 968 program enrollees at 6 demonstration sites (Population Care) to 8,339 contemporaneous patients with SPMI at 6 non-program sites (Usual Care). SPMI diagnoses were based on ICD-10-CM diagnostic codes. Primary outcomes were optimal psychotropic medication adherence, guideline-recommended glycemic screening, annual psychiatrist visit, and emergency department use. Difference-in-difference analyses assessed change in outcomes from 12 months pre- to 12 months post-enrollment using overlap weighting with high dimensional propensity scores to balance participant characteristics across groups. Participant data were collected from January 1, 2020, to June 30, 2022.Results: From pre- to post-enrollment, Population Care was associated with greater achievement of psychotropic medication adherence and glycemic screening (+6 and +9 percentage points), but unexpectedly with a decrease in annual psychiatrist visits (-6 percentage points) and no significant change in emergency department use, relative to Usual Care. More than 75% of Population Care participants attended an intake and ≥ 1 follow-up visits. Participants with psychosis (26% of sample) had similar results as those with bipolar disorder.Conclusions: Clinical pharmacist-led telehealth collaborative care has potential to improve psychopharmacologic treatment adherence and recommended disease preventive screening for people with psychosis or bipolar disorder.


Assuntos
Transtorno Bipolar , Transtornos Psicóticos , Telemedicina , Adulto , Humanos , Transtorno Bipolar/diagnóstico , Transtorno Bipolar/tratamento farmacológico , Farmacêuticos , Estudos Retrospectivos , Transtornos Psicóticos/diagnóstico , Transtornos Psicóticos/tratamento farmacológico
16.
Clin Infect Dis ; 78(5): 1264-1271, 2024 May 15.
Artigo em Inglês | MEDLINE | ID: mdl-38227614

RESUMO

BACKGROUND: Management of hypertension, dyslipidemia, diabetes and other modifiable factors may mitigate the cardiovascular disease (CVD) risk in people with human immunodeficiency virus (HIV, PWH) compared with people without HIV (PWoH). METHODS: This was a retrospective cohort study of 8285 PWH and 170 517 PWoH from an integrated health system. Risk factor control was measured using a novel disease management index (DMI) accounting for amount/duration above treatment goals (0% to 100% [perfect control]), including 2 DMIs for hypertension (diastolic and systolic blood pressure), 3 for dyslipidemia (low-density lipoprotein, total cholesterol, triglycerides), and 1 for diabetes (HbA1c). CVD risk by HIV status was evaluated overall and in subgroups defined by DMIs, smoking, alcohol use, and overweight/obesity in adjusted Cox proportional hazards models. RESULTS: PWH and PWoH had similar DMIs (80%-100%) except for triglycerides (worse for PWH) and HbA1c (better for PWH). In adjusted models, PWH had an elevated risk of CVD compared with PWoH (hazard ratio [HR], 1.18; 95% confidence interval [CI], 1.07-1.31). This association was attenuated in subgroups with controlled dyslipidemia and diabetes but remained elevated for PWH with controlled hypertension or higher total cholesterol. The strongest HIV status association with CVD was seen in the subgroup with frequent unhealthy alcohol use (HR, 2.13; 95% CI, 1.04-4.34). CONCLUSIONS: Control of dyslipidemia and diabetes, but not hypertension, attenuated the HIV status association with CVD. The strong association of HIV and CVD with frequent unhealthy alcohol use suggests enhanced screening and treatment of alcohol problems in PWH is warranted.


Assuntos
Doenças Cardiovasculares , Infecções por HIV , Humanos , Infecções por HIV/complicações , Masculino , Feminino , Estudos Retrospectivos , Pessoa de Meia-Idade , Doenças Cardiovasculares/epidemiologia , Adulto , Fatores de Risco , Fatores de Risco de Doenças Cardíacas , Dislipidemias/epidemiologia , Dislipidemias/complicações , Hipertensão/complicações , Hipertensão/epidemiologia , Diabetes Mellitus/epidemiologia , Idoso
17.
Psychiatr Serv ; 75(2): 139-147, 2024 Feb 01.
Artigo em Inglês | MEDLINE | ID: mdl-37587793

RESUMO

OBJECTIVE: The authors aimed to use health records data to examine how the accuracy of statistical models predicting self-harm or suicide changed between 2015 and 2019, as health systems implemented suicide prevention programs. METHODS: Data from four large health systems were used to identify specialty mental health visits by patients ages ≥11 years, assess 311 potential predictors of self-harm (including demographic characteristics, historical risk factors, and index visit characteristics), and ascertain fatal or nonfatal self-harm events over 90 days after each visit. New prediction models were developed with logistic regression with LASSO (least absolute shrinkage and selection operator) in random samples of visits (65%) from each calendar year and were validated in the remaining portion of the sample (35%). RESULTS: A model developed for visits from 2009 to mid-2015 showed similar classification performance and calibration accuracy in a new sample of about 13.1 million visits from late 2015 to 2019. Area under the receiver operating characteristic curve (AUC) ranged from 0.840 to 0.849 in the new sample, compared with 0.851 in the original sample. New models developed for each year for 2015-2019 had classification performance (AUC range 0.790-0.853), sensitivity, and positive predictive value similar to those of the previously developed model. Models selected similar predictors from 2015 to 2019, except for more frequent selection of depression questionnaire data in later years, when questionnaires were more frequently recorded. CONCLUSIONS: A self-harm prediction model developed with 2009-2015 visit data performed similarly when applied to 2015-2019 visits. New models did not yield superior performance or identify different predictors.


Assuntos
Comportamento Autodestrutivo , Suicídio , Humanos , Fatores de Risco , Comportamento Autodestrutivo/epidemiologia , Comportamento Autodestrutivo/psicologia , Prevenção do Suicídio , Atenção à Saúde
18.
Transl Psychiatry ; 13(1): 400, 2023 Dec 18.
Artigo em Inglês | MEDLINE | ID: mdl-38114475

RESUMO

A significant minority of individuals develop trauma- and stressor-related disorders (TSRD) after surviving sepsis, a life-threatening immune response to infections. Accurate prediction of risk for TSRD can facilitate targeted early intervention strategies, but many existing models rely on research measures that are impractical to incorporate to standard emergency department workflows. To increase the feasibility of implementation, we developed models that predict TSRD in the year after survival from sepsis using only electronic health records from the hospitalization (n = 217,122 hospitalizations from 2012-2015). The optimal model was evaluated in a temporally independent prospective test sample (n = 128,783 hospitalizations from 2016-2017), where patients in the highest-risk decile accounted for nearly one-third of TSRD cases. Our approach demonstrates that risk for TSRD after sepsis can be stratified without additional assessment burden on clinicians and patients, which increases the likelihood of model implementation in hospital settings.


Assuntos
Transtornos Mentais , Sepse , Humanos , Estudos Prospectivos , Registros Eletrônicos de Saúde , Hospitalização , Transtornos Mentais/epidemiologia , Aprendizado de Máquina , Sepse/diagnóstico , Estudos Retrospectivos
19.
Artigo em Inglês | MEDLINE | ID: mdl-37444136

RESUMO

Adverse childhood experiences (ACEs) are common and increase the risk of poor health outcomes. Resilience may offer protection against the impacts of ACEs. This study examined the association between maternal ACEs and mental/behavioral health outcomes during pregnancy overall and by resilience. The sample comprised pregnant patients in two pilot studies screened for eight ACEs and resilience during standard prenatal care in Kaiser Permanente Northern California from 1 March 2016 to 30 July 2016 (Study 1, medical centers A, B) and from 1 April 2018 to 31 March 2019 (Study 2, medical centers A, C). Early pregnancy outcomes included anxiety and depressive disorders, depression symptoms, intimate partner violence (IPV), and substance use. Multivariable logistic regression was used in this cross-sectional study to examine associations between maternal ACEs (0, 1-2, ≥3) and mental/behavioral health outcomes overall and among those with low and high resilience. Patients (n = 1084) averaged 30.8 years (SD 5.1); 41.7% were non-Hispanic White; 41.7% experienced ≥1 ACE, and 40.3% had low resilience. Patients with 1-2 ACEs or ≥3 ACEs (versus 0 ACEs) had higher odds of anxiety and depressive disorders, depressive symptoms, IPV, and any prenatal substance use (OR 1.44-4.40, p < 0.05). Each individual ACE was associated with ≥2 mental/behavioral health outcomes. In stratified analyses, having ≥1 ACE (vs. 0) was associated with a greater number of mental/behavioral health outcomes among patients with low versus high resilience. ACEs were associated with prenatal mental/behavioral health conditions, particularly in the context of low resilience, highlighting the importance of trauma-informed prenatal care and the need to study resilience-building interventions during pregnancy.


Assuntos
Experiências Adversas da Infância , Transtornos Relacionados ao Uso de Substâncias , Gravidez , Feminino , Humanos , Saúde Mental , Estudos Transversais , Transtornos Relacionados ao Uso de Substâncias/epidemiologia , Ansiedade/psicologia
20.
J Stud Alcohol Drugs ; 84(5): 723-733, 2023 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-37096781

RESUMO

OBJECTIVE: In 2018, California legalized the sale of cannabis for adult nonmedical use. To understand use of cannabis after legalization, we surveyed a stratified random sample of adults in a large health system (ages 19-64 years) with and without documented chronic pain about their reasons for cannabis use from November 2018 to March 2019. METHOD: We compared patients with and without chronic pain on measures for medical, nonmedical, pain-related, and mental health-related cannabis use based on self-reported symptoms. RESULTS: Patients with chronic pain reported higher past-year medical use (34.6%) compared to patients without chronic pain (22.8%), past-year pain-related use (29.7% vs. 15.5%), and past-year mental health-related use (24.8% vs. 18.9%). In adjusted models, relative to patients without chronic pain, those with chronic pain had a 6.2% (95% CI [0.010, 0.11]) higher probability of past-year medical cannabis use and an 8.0% (95% CI [0.035, 0.13]) higher probability of past-year pain-related cannabis use. CONCLUSIONS: Compared to patients without chronic pain, patients with chronic pain were more likely to use cannabis for reasons related to medical and pain symptoms in the past year. Use for past-year mental health symptoms did not differ between these two groups. Cannabis use among patients with and without chronic pain is common after legalization for nonmedical use, and understanding reasons for use is important to improve overall patient care.

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