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1.
Ann Surg ; 279(1): 17-23, 2024 01 01.
Artigo em Inglês | MEDLINE | ID: mdl-37747970

RESUMO

OBJECTIVE: To identify and refer patients at high risk for the psychological sequelae of traumatic injury, the American College of Surgeons Committee on Trauma now requires that trauma centers have in-place protocols. No investigations have documented reductions in utilization and associated potential cost savings associated with trauma center mental health interventions. BACKGROUND: The investigation was a randomized clinical trial analysis that incorporated novel 5-year emergency department (ED)/inpatient health service utilization follow-up data. METHODS: Patients were randomized to a mental health intervention, targeting the psychological sequelae of traumatic injury (n = 85) versus enhanced usual care control (n = 86) conditions. The intervention included case management that coordinated trauma center-to-community care linkages, psychotropic medication consultation, and psychotherapy elements. Mixed model regression was used to assess intervention and control group utilization differences over time. An economic analysis was also conducted. RESULTS: Over the course of the 5-year intervention, patients demonstrated significant reductions in ED/inpatient utilization when compared with control patients [ F (19,3210) = 2.23, P = 0.009]. Intervention utilization reductions were greatest at 3 to 6 months (intervention 15.5% vs control 26.7%, relative risk = 0.58, 95% CI: 0.34, 1.00) and 12 to 15 months (intervention 16.5% vs control 30.6%, relative risk = 0.54, 95% CI: 0.32, 0.91) postinjury time points. The economic analysis suggested potential intervention cost savings. CONCLUSIONS: Mental health intervention is associated with significant reductions in ED and inpatient utilization, as well as potential cost savings. These findings could be productively integrated into future American College of Surgeons Committee on Trauma policy discussions.


Assuntos
Saúde Mental , Centros de Traumatologia , Humanos , Pacientes Internados , Redução de Custos , Serviço Hospitalar de Emergência , Progressão da Doença
2.
J Gen Intern Med ; 2024 May 20.
Artigo em Inglês | MEDLINE | ID: mdl-38769259

RESUMO

BACKGROUND: Heart failure is a leading cause of death in the USA, contributing to high expenditures near the end of life. Evidence remains lacking on whether billed advance care planning changes patterns of end-of-life healthcare utilization among patients with heart failure. Large-scale claims evaluation assessing billed advance care planning and end-of-life hospitalizations among patients with heart failure can fill evidence gaps to inform health policy and clinical practice. OBJECTIVE: Assess the association between billed advance care planning delivered and Medicare beneficiaries with heart failure upon the type and quantity of healthcare utilization in the last 30 days of life. DESIGN: This retrospective cross-sectional cohort study used Medicare fee-for-service claims from 2016 to 2020. PARTICIPANTS: A total of 48,466 deceased patients diagnosed with heart failure on Medicare. MAIN MEASURES: Billed advance care planning services between the last 12 months and last 30 days of life will serve as the exposure. The outcomes are end-of-life healthcare utilization and total expenditure in inpatient, outpatient, hospice, skilled nursing facility, and home healthcare services. KEY RESULTS: In the final cohort of 48,466 patients (median [IQR] age, 83 [76-89] years; 24,838 [51.2%] women; median [IQR] Charlson Comorbidity Index score, 4 [2-5]), 4406 patients had an advance care planning encounter. Total end-of-life expenditure among patients with billed advance care planning encounters was 19% lower (95% CI, 0.77-0.84) compared to patients without. Patients with billed advance care planning encounters had 2.65 times higher odds (95% CI, 2.47-2.83) of end-of-life outpatient utilization with a 33% higher expected total outpatient expenditure (95% CI, 1.24-1.42) compared with patients without a billed advance care planning encounter. CONCLUSIONS: Billed advance care planning delivery to individuals with heart failure occurs infrequently. Prioritizing billed advance care planning delivery to these individuals may reduce total end-of-life expenditures and end-of-life inpatient expenditures through promoting use of outpatient end-of-life services, including home healthcare and hospice.

3.
Inj Prev ; 2024 Jul 18.
Artigo em Inglês | MEDLINE | ID: mdl-39025667

RESUMO

BACKGROUND: Mobility disability impacts approximately 12% of the US population; females are overrepresented among persons with mobility disability. Those with mobility disability are at increased risk of suicide compared with their non-disabled counterparts. Suicide using a firearm has increased among females in the last two decades. This study aims to describe and explore significant circumstantial variables (eg, socio-demographic, health indicators) preceding firearm suicide among females with mobility disability as compared with females without mobility disability. METHODS: This is a secondary comparative, retrospective analysis of the narrative data from the National Violent Death Reporting System Restricted Access Database. Persons with mobility disability were identified through text mining and manual review and subsequently analysed with a summative form of content analysis. Pearson/Fisher's X2 or t-tests were used to assess differences in the circumstantial variables between those with and without mobility disabilities. RESULTS: Among female firearm suicide decedents, persons with mobility disability were more commonly older (p<0.001), identified as a homemaker (p<0.001), were perceived to be in a depressed mood before death (p<0.05), had a history of suicidal thoughts (p<0.05) and were perceived to have physical pain (p<0.001); they less commonly had relationship problems (p<0.05). CONCLUSIONS: Females with mobility disability who die by firearm suicide may be differentiated from suicide decedents without mobility disability by age, employment status, depressive mood, relationship problems and physical pain. The significance of these variables as independent risk factors for firearm suicide may be tested with prospective study designs, which in turn may inform the development of targeted or disability-inclusive prevention strategies.

4.
Health Promot Pract ; : 15248399221150911, 2023 Jan 26.
Artigo em Inglês | MEDLINE | ID: mdl-36703494

RESUMO

BACKGROUND: The Translational Science Benefit Model (TSBM) was developed to broadly capture systematic measures of health and societal benefits from scientific research, beyond traditional outcome measures. We aimed to develop a systematic process for the application of the TSBM and to then provide an example of a novel application of the TSBM to an ongoing Return-to-Learn (RTL) after youth concussion project involving partnerships with community stakeholders. METHODS: We invited investigators, project advisory board, and participants of the RTL project to participate in a modified Delphi process. We first generated a list of potential translational benefits using the indicators of the TSBM as guideposts. We then prioritized the benefits on an adapted Eisenhower matrix. RESULTS: We invited 35 concussion care or research experts to participate, yielding 20 ranked translational benefits. Six of these recommendations were ranked high priority, six were regarded as investments, and eight were ranked as either low yield or low priority. DISCUSSION: This study found that activities such as education and training of stakeholders, development of policy and consensus statements, and innovation in dissemination, were perceived as higher priority than other activities. Our approach using a modified Delphi process and incorporating the TSBM can be replicated to generate and prioritize potential benefits to society from research studies.

5.
Clin Gerontol ; : 1-16, 2023 Oct 04.
Artigo em Inglês | MEDLINE | ID: mdl-37791738

RESUMO

OBJECTIVES: Chronic conditions, including mild cognitive impairment and depression, place older adults at high risk of firearm suicide. Approximately 40% of older adults have access to a firearm, and many do not store their firearms safely. However, firearm counseling occurs infrequently in clinical settings. Using by the Ottawa Decision Support Framework (ODSF) to conceptualize the decisional support needed by patients and their providers to facilitate firearm counseling, we explore provider perspectives on desired resources for addressing firearm safety with older adult patients. METHODS: From March - August 2022, we conducted 21 semi-structured interviews with primary care providers caring for older adults. We report deductive concepts as well as emergent themes. RESULTS: Major themes were identified from the three components of the ODSF; decisional needs, decision support and decisional outcomes. Themes included: provider self-efficacy to conduct firearm counseling, clinical workflow considerations, stories for change, patient diagnosis implications, and caregiver involvement. CONCLUSIONS: There is a need for decision aids in the clinical setting that facilitate firearm counseling and promotes shared decision-making about firearm storage. CLINICAL IMPLICATIONS: Implementing a decision aid in the clinical setting can improve provider self-efficacy to conduct firearm counseling and help reduce risk factors associated with firearm-related harm among older adults.

6.
Ann Fam Med ; 18(3): 265-268, 2020 05.
Artigo em Inglês | MEDLINE | ID: mdl-32393564

RESUMO

Firearm suicide receives relatively little public attention in the United States, however, the United States is in the midst of a firearm suicide crisis. Most suicides are completed using a firearm. The age-adjusted firearm suicide rate increased 22.6% from 2005 to 2017, and globally the US firearm suicide rate is 8 times higher than the average firearm suicide rate of 22 other developed countries. The debate over how to solve the firearm suicide epidemic tends to focus on reducing the firearm supply or increasing access to behavioral health treatment. Ineffectual federal firearm control policies and inadequate behavioral health treatment access has heightened the need for primary care physicians to play a more meaningful role in firearm suicide prevention. We offer suggestions for how individual physicians and the collective medical community can take action to reduce mortality arising from firearm suicide and firearm deaths.


Assuntos
Armas de Fogo , Violência com Arma de Fogo/prevenção & controle , Papel do Médico , Médicos de Atenção Primária/psicologia , Prevenção do Suicídio , Defesa do Consumidor , Humanos , Suicídio/estatística & dados numéricos , Estados Unidos/epidemiologia
7.
HEC Forum ; 31(4): 261-282, 2019 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-31209679

RESUMO

The medical profession is steeped in traditions that guide its practice. These traditions were developed to preserve the well-being of patients. Transformations in science, technology, and society, while maintaining a self-governance structure that drives the goal of care provision, have remained hallmarks of the profession. The purpose of this paper is to examine ethical challenges in health care as it relates to Big Data, Accountable Care Organizations, and Health Care Predictive Analytics using the principles of biomedical ethics laid out by Beauchamp and Childress (autonomy, beneficence, non-maleficence, and justice). Among these are the use of Electronic Health Records within stipulations of the Health Insurance Portability and Accountability Act. Clinicians are well-positioned to impact health policy development to address ethical issues associated with the use of Big Data, Accountable Care, and Health Care Predictive Analytics as we work to transform the doctor-patient relationship towards improving population health outcomes and creating a healthier society.


Assuntos
Big Data , Ciência de Dados/tendências , Relações Médico-Paciente , Organizações de Assistência Responsáveis/métodos , Organizações de Assistência Responsáveis/tendências , Ciência de Dados/métodos , Humanos
8.
J Med Internet Res ; 20(6): e208, 2018 06 26.
Artigo em Inglês | MEDLINE | ID: mdl-29945860

RESUMO

BACKGROUND: Advance care planning allows patients to articulate their future care preferences should they no longer be able to make decisions on their own. Early advance care planning in outpatient settings provides benefits such as less aggressive care and fewer hospitalizations, yet it is underutilized due to barriers such as provider time constraints and communication complexity. Novel methods, such as patient portals, provide a unique opportunity to conduct advance care planning previsit planning for outpatient care. This follow-up to our pilot study aimed to conduct pragmatic testing of a novel electronic health record-tethered framework and its effects on advance care planning delivery in a real-world primary care setting. OBJECTIVE: Our intervention tested a previsit advance care planning workflow centered around a framework sent via secure electronic health record-linked patient portal in a real-world clinical setting. The primary objective of this study was to determine its impact on frequency and quality of advance care planning documentation. METHODS: We conducted a pragmatic trial including 2 sister clinical sites, one site implementing the intervention and the other continuing standard care. A total of 419 patients aged between 50 and 93 years with active portal accounts received intervention (n=200) or standard care (n=219). Chart review analyzed the presence of advance care planning and its quality and was graded with previously established scoring criteria based on advance care planning best practice guidelines from multiple nations. RESULTS: A total of 19.5% (39/200) of patients who received previsit planning responded to the framework. We found that the intervention site had statistically significant improvement in new advance care planning documentation rates (P<.01) and quality (P<.01) among all eligible patients. Advance care planning documentation rates increased by 105% (19/39 to 39/39) and quality improved among all patients who engaged in the previsit planning framework (n=39). Among eligible patients aged between 50 and 60 years at the intervention site, advance care planning documentation rates increased by 37% (27/96 to 37/96). Advance care planning documentation rates increased 34% among high users (27/67 to 36/67). CONCLUSIONS: Advance care planning previsit planning using a secure electronic health record-supported patient portal framework yielded improvement in the presence of advance care planning documentation, with highest improvement in active patient portal users and patients aged between 50 and 60 years. Targeted previsit patient portal advance care planning delivery in these populations can potentially improve the quality of care in these populations.


Assuntos
Planejamento Antecipado de Cuidados/normas , Registros Eletrônicos de Saúde/normas , Portais do Paciente/normas , Idoso , Idoso de 80 Anos ou mais , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Projetos Piloto , Estudos de Validação como Assunto
12.
Am J Prev Med ; 67(1): 124-128, 2024 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-38458269

RESUMO

INTRODUCTION: This study analyzed the contribution of firearms to pregnancy-associated mortality from homicide and suicide. METHODS: This was a retrospective cohort study using the Centers for Disease Control and Prevention's National Violent Death Reporting System from 2008 to 2019. Women aged 15-44 years who died by suicide (intentional self-harm) and homicide where a firearm was involved were included. Persons without known pregnancy status were excluded. Pregnancy-associated deaths were defined as those that occurred during pregnancy or within 1 year of pregnancy (early and late postpartum). Sociodemographic characteristics and social and circumstantial differences were compared between pregnancy-associated and nonpregnant-associated deaths. Data analysis was conducted in 2022-2023. RESULTS: A total of 1,803 homicide and 1,929 suicide deaths from firearms were included. Twenty-two percent (n=388) and 11% (n=212) of firearm homicides and suicides, respectively, were pregnancy associated. Victims of pregnancy associated homicide were predominantly Black (54.8%), were single (76%), and had high school diploma or equivalent degree (41.2%). Victims of pregnancy-associated suicide were predominantly White (80.5%). Among pregnancy-associated homicides and suicides, deaths occurred more frequently during pregnancy (63.4% and 40.3%). Pregnancy-associated homicides more frequently occurred in the victim's home than nonpregnancy-associated homicides (51.5% vs 46.7%, p=0.02) and was related to ongoing conflict or violence between a current or former partner (61.6% vs 51.9%, p<0.001). Pregnancy-associated suicides more frequently occurred in those who experienced intimate partner violence within a month of death than non-pregnancy-associated suicide (4.2% vs 1.3%, p=0.005). CONCLUSIONS: Although there are differences in demographic characteristics between victims, interpersonal violence is associated with both pregnancy-associated homicides and suicides where a firearm was involved.


Assuntos
Armas de Fogo , Homicídio , Suicídio , Humanos , Feminino , Homicídio/estatística & dados numéricos , Estados Unidos/epidemiologia , Gravidez , Adulto , Estudos Retrospectivos , Adolescente , Suicídio/estatística & dados numéricos , Adulto Jovem , Armas de Fogo/estatística & dados numéricos , Ferimentos por Arma de Fogo/mortalidade
13.
JMIR Ment Health ; 10: e49359, 2023 Oct 17.
Artigo em Inglês | MEDLINE | ID: mdl-37847549

RESUMO

BACKGROUND: Firearm suicide has been more prevalent among males, but age-adjusted female firearm suicide rates increased by 20% from 2010 to 2020, outpacing the rate increase among males by about 8 percentage points, and female firearm suicide may have different contributing circumstances. In the United States, the National Violent Death Reporting System (NVDRS) is a comprehensive source of data on violent deaths and includes unstructured incident narrative reports from coroners or medical examiners and law enforcement. Conventional natural language processing approaches have been used to identify common circumstances preceding female firearm suicide deaths but failed to identify rarer circumstances due to insufficient training data. OBJECTIVE: This study aimed to leverage a large language model approach to identify infrequent circumstances preceding female firearm suicide in the unstructured coroners or medical examiners and law enforcement narrative reports available in the NVDRS. METHODS: We used the narrative reports of 1462 female firearm suicide decedents in the NVDRS from 2014 to 2018. The reports were written in English. We coded 9 infrequent circumstances preceding female firearm suicides. We experimented with predicting those circumstances by leveraging a large language model approach in a yes/no question-answer format. We measured the prediction accuracy with F1-score (ranging from 0 to 1). F1-score is the harmonic mean of precision (positive predictive value) and recall (true positive rate or sensitivity). RESULTS: Our large language model outperformed a conventional support vector machine-supervised machine learning approach by a wide margin. Compared to the support vector machine model, which had F1-scores less than 0.2 for most infrequent circumstances, our large language model approach achieved an F1-score of over 0.6 for 4 circumstances and 0.8 for 2 circumstances. CONCLUSIONS: The use of a large language model approach shows promise. Researchers interested in using natural language processing to identify infrequent circumstances in narrative report data may benefit from large language models.

14.
Am J Hosp Palliat Care ; 40(4): 431-439, 2023 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-35666474

RESUMO

Background: Relative to curative and traditional care delivery, hospice care has been associated with superior end of life (EOL) outcomes for both patient and caregiver. Still, comprehensive orientation and caregiver preparation for the transition to hospice is variable and often inadequate. From the perspective of the caregiver, it is unclear what information would better prepare them to support the transition of their loved one to hospice. Objectives: Our two sequential objectives were: 1) Explore caregivers' experiences and perceptions on the transition of their loved one to hospice; and 2) Develop a preliminary checklist of considerations for a successful transition. Design: We conducted semi-structured interviews and used a descriptive inductive/deductive thematic analysis to identify themes. Subjects: 19 adult caregivers of patients across the United States who had enrolled in hospice and died in the year prior (January - December 2019). Measurements: An interview guide was iteratively developed based on prior literature and expanded through collaborative coding and group discussion. Results: Four key themes for inclusion in our framework emerged: hospice intake, preparedness, burden of care and hospice resources. Conclusions: Focusing on elements of our preliminary checklist, such as educating families on goals of hospice or offering opportunities for respite care, into the orientation procedures may be opportunities to improve satisfaction with the transition and the entirety of the hospice experience. Future directions include testing the effectiveness of the checklist and adapting for expanded poputlations.


Assuntos
Cuidados Paliativos na Terminalidade da Vida , Hospitais para Doentes Terminais , Adulto , Humanos , Cuidadores , Lista de Checagem , Comunicação
15.
Gerontologist ; 63(4): 717-730, 2023 05 09.
Artigo em Inglês | MEDLINE | ID: mdl-36383376

RESUMO

BACKGROUND AND OBJECTIVES: Age-associated changes can impair abilities for safe driving and the use of firearms. We sought to examine multiple perspectives on reducing access to firearms, including similarities and differences compared to reducing driving. RESEARCH DESIGN AND METHODS: Online focus groups and 1-on-1 interviews were conducted (November 2020 to May 2021) in the United States with: older adults who drove and owned firearms; family members of older adult firearm owners/drivers; professionals in aging-related agencies; and firearm retailers/instructors. Recorded sessions were transcribed, coded, and analyzed following a mixed inductive-deductive thematic analysis process. RESULTS: Among 104 participants (81 in focus groups, 23 in interviews), 50 (48%) were female, and 92 (88%) White. Key similarities: decisions are emotional and challenging; needs change over time; safety concerns are heightened by new impairments; prior experiences prompt future planning; tension between autonomy and reliance on trusted others; and strategies like reframing may ease transitions and avoid confrontations. Key differences: "retirement" was not an acceptable term for firearms; reducing driving may affect daily independence more, but there are few alternatives for the psychological safety conferred by firearms; and there are specific firearm-related legal concerns but more driving-related regulations, policies, and resources. DISCUSSION AND IMPLICATIONS: The similarities and differences in the processes and preferences related to reducing driving or firearm access have implications for the development of resources to support planning and action. Such resources for the public and providers might empower older adults and their families to make voluntary, shared decisions, and reduce injuries and deaths.


Assuntos
Armas de Fogo , Humanos , Estados Unidos , Feminino , Idoso , Masculino , Segurança , Automóveis , Família , Envelhecimento , Propriedade
16.
J Am Geriatr Soc ; 71(4): 1275-1282, 2023 04.
Artigo em Inglês | MEDLINE | ID: mdl-36550590

RESUMO

PURPOSE/BACKGROUND: Firearm injury, particularly self-directed, is a major source of preventable morbidity and mortality among older adults. Older adults are at elevated risk of serious illness, cognitive impairment, and depression-all known risk factors for suicide and/or unintentional injury. Healthcare providers are often the first to identify these conditions and, although they commonly deliver safety guidance to such patients, little is known about how they approach firearm safety conversations with older adults. METHODS: We conducted semi-structured interviews with healthcare providers who care for older adults (November 2020-May 2021). We used inductive and deductive thematic analyses to develop themes. We present themes and representative quotes from our analysis. RESULTS: We interviewed 13 healthcare providers who regularly care for older adult firearm owners. Emergent themes were: circumstances that prompt firearm safety conversations; strategies for addressing firearm safety in routine and acute circumstances; barriers to addressing firearm safety; and available or desired resources. CONCLUSION: Planning for firearm safety should occur "early and often" as part of a longitudinal relationship with older adult patients. Age-related safety issues such as driving are regularly addressed with older adult patients, likely because there are standard processes and established pathways. Establishing processes and provider/ patient resources would help improve provider efficacy to address firearm safety and relinquishment for older adult firearm owners. Integrating firearm safety conversations into routine encounters (e.g., Medicare Annual Wellness Visit, problem-focused visits) templates could be a promising initial step but resources for follow-up to the firearm screening must be available to both provider and patient.


Assuntos
Condução de Veículo , Armas de Fogo , Ferimentos por Arma de Fogo , Humanos , Idoso , Estados Unidos , Ferimentos por Arma de Fogo/prevenção & controle , Medicare , Pessoal de Saúde
17.
Psychiatr Serv ; 74(6): 589-595, 2023 06 01.
Artigo em Inglês | MEDLINE | ID: mdl-36475825

RESUMO

OBJECTIVE: Firearms are highly lethal when used for suicide and are used more frequently as a suicide method by persons of older age. Individuals with terminal illness are at high risk for suicide, yet little research has explored how firearms may be used for self-harm in this population. The authors sought to understand the patterns of psychiatric diagnoses, substance use disorders diagnoses, and suicide mechanisms for individuals with terminal illness who died by suicide as well as their demographic and circumstantial characteristics. METHODS: A latent class analysis using data from the National Violent Death Reporting System was undertaken to better understand typologies of individuals with terminal illness who died by suicide in 2003-2018 (N=3,072). To develop the classes, the authors considered diagnoses of mental illness and of alcohol or substance use disorders, suicidal thoughts and behaviors, and mechanism of suicide (firearm or no firearm). Demographic and circumstantial variables were examined across classes. RESULTS: The analysis revealed four classes of persons with terminal illness who died from suicide: depression and nonfirearm methods (N=375, 12%), suicidal intent and firearm use (N=922, 30%), alcohol or substance use disorder and nonfirearm methods (N=70, 2%), and firearm use only (N=1,705, 56%). CONCLUSIONS: Firearm access is an important consideration for terminally ill persons at risk for suicide. Screening for psychiatric and substance use disorders may not identify terminally ill persons who are at increased suicide risk because of the presence of a firearm in the home. This population may benefit from tailored interventions in specialty care settings to address firearm safety.


Assuntos
Armas de Fogo , Transtornos Relacionados ao Uso de Substâncias , Suicídio , Humanos , Estados Unidos/epidemiologia , Análise de Classes Latentes , Suicídio/psicologia , Ideação Suicida , Transtornos Relacionados ao Uso de Substâncias/epidemiologia , Etanol
18.
Am J Prev Med ; 65(2): 278-285, 2023 08.
Artigo em Inglês | MEDLINE | ID: mdl-36931986

RESUMO

INTRODUCTION: Since 2005, female firearm suicide rates increased by 34%, outpacing the rise in male firearm suicide rates over the same period. The objective of this study was to develop and evaluate a natural language processing pipeline to identify a select set of common and important circumstances preceding female firearm suicide from coroner/medical examiner and law enforcement narratives. METHODS: Unstructured information from coroner/medical examiner and law enforcement narratives were manually coded for 1,462 randomly selected cases from the National Violent Death Reporting System. Decedents were included from 40 states and Puerto Rico from 2014 to 2018. Naive Bayes, Random Forest, Support Vector Machine, and Gradient Boosting classifier models were tuned using 5-fold cross-validation. Model performance was assessed using sensitivity, specificity, positive predictive value, F1, and other metrics. Analyses were conducted from February to November 2022. RESULTS: The natural language processing pipeline performed well in identifying recent interpersonal disputes, problems with intimate partners, acute/chronic pain, and intimate partners and immediate family at the scene. For example, the Support Vector Machine model had a mean of 98.1% specificity and 90.5% positive predictive value in classifying a recent interpersonal dispute before suicide. The Gradient Boosting model had a mean of 98.7% specificity and 93.2% positive predictive value in classifying a recent interpersonal dispute before suicide. CONCLUSIONS: This study developed a natural language processing pipeline to classify 5 female firearm suicide antecedents using narrative reports from the National Violent Death Reporting System, which may improve the examination of these circumstances. Practitioners and researchers should weigh the efficiency of natural language processing pipeline development against conventional text mining and manual review.


Assuntos
Dor Aguda , Suicídio , Humanos , Masculino , Feminino , Estados Unidos/epidemiologia , Homicídio , Teorema de Bayes , Processamento de Linguagem Natural , Causas de Morte , Violência , Vigilância da População , Aprendizado de Máquina
19.
J Contin Educ Health Prof ; 43(4): 217-224, 2023 10 01.
Artigo em Inglês | MEDLINE | ID: mdl-37053579

RESUMO

INTRODUCTION: A majority of US medical schools have incorporated faculty coach-supported educational portfolios into the curriculum. Existing research describes coach professional development, competencies, and program perceptions. However, limited research exists on how programs address coach professional development needs. Our sequential objectives were to (1) explore faculty coach professional development experiences within medical student coaching programs and (2) develop a preliminary framework for medical faculty coach professional development. METHODS: Faculty portfolio coaches who completed 4 years of a longitudinal coaching program were recruited to complete a semi-structured exit interview. Interviews were transcribed using detailed transcription. Two analysts inductively generated a codebook of parent and child codes to identify themes. They compared themes to the professional development model proposed by O'Sullivan and Irby. RESULTS: Of the 25 eligible coaches, 15 completed the interview. Our team organized themes into two broad domains paralleling the established model: program-specific professional development and career-relevant professional development. Four program-specific professional development themes emerged: doing; modeling; relating; and hosting. Three career-relevant professional development themes emerged: advancement; meaning; and understanding. We then applied themes within each domain to propose strategies to optimize coach professional development and develop a framework modeled after O'Sullivan and Irby. DISCUSSION: To our knowledge, we propose the first portfolio coach-informed framework for professional development. Our work builds on established standards, expert opinion, and research responsible for portfolio coach professional development and competencies. Allied health institutions with portfolio coaching programs can apply the framework for professional development innovation.


Assuntos
Currículo , Tutoria , Humanos , Competência Clínica , Docentes de Medicina , Desenvolvimento de Programas
20.
PLoS One ; 18(12): e0288880, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-38157372

RESUMO

Extreme risk protection orders (ERPO) seek to temporarily reduce access to firearms for individuals at imminent risk of harming themselves and/or others. Clinicians, including physicians, nurse practitioners, and social workers regularly assess circumstances related to patients' risk of firearm-related harm in the context of providing routine and acute clinical care. While clinicians cannot independently file ERPOs in most states, they can counsel patients or contact law enforcement about filing ERPOs. This study sought to understand clinicians' perspectives about integrating ERPO counseling and contacting law enforcement about ERPOs into their clinical workflow. We analyzed responses to open-ended questions from an online survey distributed May-July of 2021 to all licensed physicians (n = 23,051), nurse practitioners (n = 8,049), and social workers (n = 6,910) in Washington state. Of the 4,242 survey participants, 1,126 (26.5%) responded to at least one of ten open-ended questions. Two coders conducted content analysis. Clinicians identified barriers and facilitators to integrating ERPOs into the clinical workflow; these influenced their preferences on who should counsel or contact law enforcement about ERPOs. Barriers included perceptions of professional scope, knowledge gaps, institutional barriers, perceived ERPO effectiveness and constitutionality, concern for safety (clinician and patient), and potential for damaging provider-patient therapeutic relationship. Facilitators to address these barriers included trainings and resources, dedicated time for counseling and remuneration for time spent counseling, education on voluntary removal options, and ability to refer patients to another clinician. Participants who were hesitant to be the primary clinician to counsel patients or contact law enforcement about ERPOs requested the ability to refer patients to a specialist, such as social workers or a designated ERPO specialist. Results highlight the complex perspectives across clinician types regarding the integration of ERPO counseling into the clinical workflow. We highlight areas to be addressed for clinicians to engage with ERPOs.


Assuntos
Armas de Fogo , Médicos , Humanos , Fluxo de Trabalho , Washington , Aconselhamento
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