Individual Resources Research Articles

Adaptation and feasibility of the Swedish Promoting Resilience in Stress Management intervention targeting adolescents and young adults newly diagnosed with cancer.

To describe the adaptation and feasibility of the Swedish version of the Promoting Resilience in Stress Management (PRISM) intervention among adolescents and young adults (AYAs) newly diagnosed with cancer. PRISM is a 5-session, manualized program designed to strengthen AYAs individual resources for managing stress by promoting resilience skills: stress-management, goal-setting, cognitive reframing and meaning-making. It is delivered 1:1 by an interventionist via video-visits. PRISM was developed in the US and adapted for a Swedish population. A feasibility study was conducted looking at recruitment, retention, acceptability of the intervention (evaluation survey and exit interviews) and pre- and post- exploratory psychosocial outcome measures (resilience, global health, emotional functioning and rehabilitation needs). Participants were recruited from a comprehensive cancer center in Sweden. Of the 31 eligible individuals (16-30 years), 20 (65%) agreed to participate and 11 (55%) completed PRISM. Eighty-six percent (6/7) of the participants who completed the evaluation survey thought that the order of the modules and the content were "very good or good". The AYAs that participated in the exit interviews expressed that the programme contributed new knowledge and for some confirmed previous knowledge, which was valuable both during and after participation. The role of the interventionist was stressed as important to support participants through the programme. Suggestions for the future included making PRISM more personalized. Exploratory quantitative analyses suggested improved mean scores regarding resilience, global health and emotional functioning from pre- to post-intervention. This study suggests that participating in PRISM has the potential to guide AYAs during the initial period after a cancer diagnosis. Further work to make PRISM more personalized might increase AYAs' interest in, and completion of, PRISM.

Current research trends in child poverty and psychological resilience research: A bibliometric analysis approach

AbstractThe first of the sustainable development goals is to end poverty by 2030. Although many individual, social, and psychological resources have been proposed to reduce poverty, little is known about psychological resilience factors and related variables in reducing it. While the literature on childhood poverty and psychological resilience indicates that there was a relationship between these variables, it also draws attention to the fact that a growing interest in the need to consider psychological factors in reducing child poverty. Contextually, this study is bibliometric research that aims to reveal the current research trends about child poverty and psychological resilience. The researcher reviewed the Web of Science to highlight current trends in child poverty and resilience research and found 1065 relevant documents that met the inclusion criteria. The research used co‐occurrence, citation, and bibliographic coupling techniques from the bibliometric analysis type. Research results showed that poverty, resilience, children, protective factors, youth, parenting, COVID‐19, stress, and mental health were the nine significant clusters where the poverty and resilience keywords were gathered (items = 120, links = 988, total link strength = 1646). The United States had the most publications and was the most collaborative country. The most associated SDG target was good health and well‐being. Research trends underline that the five most studied keywords were resilience, poverty, children, health, and risk. Thematic map results indicated that socioeconomic status, childhood, and adjustment topics were important, well‐developed, and structuring themes, while resilience, poverty, and children topics were essential themes but still needed to be well‐developed. The research findings highlight the importance of resiliency factors that can potentially reduce child poverty. The results also give researchers essential insights into socioeconomic, mental, psychological, and environmental factors that they can use in their intervention practices holistically in reducing child poverty.

Pathways Linking Acculturation Profiles to Health Trajectories of Married Immigrant Women in South Korea

This study investigated the health trajectories of married immigrant women in South Korea and examined the mediating role of psychosocial resources in linking acculturation profiles to health trajectories. A sample of 1635 mothers who participated in the Multicultural Adolescents Panel Study was examined. The results identified three distinct health trajectories, that is, high-stable, decrease-from-high, and low-stable. In addition, three acculturation profiles (maladaptive, Korean-oriented bicultural, and undifferentiated) indirectly predicted health class through self-esteem and social network. Specifically, self-esteem mediated the path from the maladaptive and Korean-oriented bicultural profiles to a stable-low health class. Further, social networks mediated the effect of the Korean-oriented bicultural profile on the decrease from the high health class. These findings highlight the heterogeneity of married immigrant women’s health and suggest the importance of considering the relationship between individual acculturation profiles and psychosocial resources to promote the health of married immigrant women.

Pedagogical translanguaging and trans-semiotizing in a LOTE Arabic classroom: the coordination of semiotic resources in alphabetic teaching and learning

ABSTRACT Purpose Based on the notion of translanguaging/trans-semiotizing, the study aims to explore an effective pedagogy in a foreign language classroom to respond to the multilingual and multimodal context and facilitate language teaching and learning. Specifically speaking, the study attempts to investigate the coordination of multiple semiotic resources during the teaching and learning of Arabic alphabet in a LOTE (Language other than English) Arabic classroom at a Chinese university. Design Drawing from a classroom ethnography for two academic years, the current study collected data from a focal Arabic teacher and learners via classroom recordings, semi-structured interviews, and stimulated recalls; multimodal conversational analysis and qualitative content analysis were used to analyze the data. Findings The findings illustrate how multilingual resources can be activated to organize the classroom, how multimodal resources can be coordinated to contribute to language learning, and how students’ individual resources can be integrated into the entire semiotic resources to enhance their understanding of Arabic orthography. Value The implications for LOTE education and teacher training programs are presented, including the encouragement of a multilingual, multimodal and multisensory teaching approach in the LOTE classroom. LOTE teacher's agentive role is demonstrated; LOTE learners are expected to make positive response to the teacher’s pedagogy, and become active co-constructors of the language classroom and agents of translanguaging/trans-semiotizing practices.

Policy design and policy feedback in welfare retrenchment: A survey experiment in China

AbstractA growing body of public policy literature examines how welfare retrenchment reform produces attitudinal and behavioral feedback effects. This study adds to the literature on welfare reforms by exploring how different policy designs, combined with individual proximity to reform, produce heterogeneous feedback effects. Bridging the theories of policy feedback and policy design, we theorize how different policy designs shape individuals' self‐interest or sociotropic considerations when they form opinions on welfare reform. The feedback effects of these different policy designs are channeled by individual proximity to the reform, resulting in heterogeneous responses to proposed policy change. Seizing an opportune time window when the Chinese government undertook a public consultation program in 2020 regarding the proposed reform reallocating financial resources in individuals' medical savings accounts, we conducted a survey experiment to examine if two different policy designs led to varying feedback effects. We find that the moderate de facto retrenchment reform indeed triggered public opposition. Unlike previous research that emphasizes partisanship as a major source of heterogeneous feedback effects, our study reveals different sources of heterogeneity—public opposition to the proposed reform varies by the specific policy designs and individuals' past experiences with the existing health insurance policy.

Effect of Diet and Dietary Patterns on the Progression of Multiple Sclerosis: A Review.

The link between diet and the progression of Multiple Sclerosis (MS) is a topic of growing interest and investigation within the medical community. This review explored the mechanisms through which dietary interventions can impact the course of MS and shape the clinical outcomes and quality of life of individuals with the disease. By synthesizing current knowledge from clinical studies and observational research, the review aimed to provide in-sights into the role of diet in managing MS. A comprehensive literature search was conducted, focusing on the effect of diet and dietary patterns on the progression of MS. Key findings indicated that individuals with higher diet quality exhibit reduced disability levels and lower symptom severity, emphasizing the importance of maintaining a healthy diet and adopting a holistic, healthy lifestyle in managing MS. The review also delved into the potential impact of macronutrients, vitamins, and minerals on the progression of MS, highlighting the im-portance of adequate nutrient intake for optimal health outcomes. Additionally, the study explored the association between dietary intake variations and the severity of MS, suggesting that further investigation is needed to understand the potential implications of nutrient defi-ciencies in MS patients. Overall, the review serves as a valuable resource for healthcare pro-fessionals and individuals living with MS, providing evidence-based dietary approaches that may help optimize health outcomes and mitigate the burden of the disease. It also calls for future research directions in the critical area of dietary management of MS to enhance our understanding and improve patient care.

Being resilient to maintain interpersonal stability: resource caravan toward employee creativity

ABSTRACT This study introduces resilience as a personal resource that promotes employee creativity in the face of various obstacles and challenges. Drawing on the notion of resource caravan from conservation of resources (COR) theory, we propose that resilience initiates the resource caravan process wherein employees use and translate personal resources into social resources by maintaining stable interpersonal interactions in their work. Over time, stable interpersonal functions lead to the conservation of internal resources and further generate social resources, which then contribute to employee creativity. The indirect effect of resilience on employee creativity through interpersonal stability is expected to be accentuated by high situational intrinsic motivation, which channels the resource investment to passionate engagements to improve the task and related procedures. Our empirical analysis of field data collected from 144 employees and their supervisors using multiwave and multisource design confirmed our theoretical propositions. The current analysis highlights the significance of resilience that leads to stable interpersonal interactions in predicting creative performance of employees. This study also expands the application of COR theory by illustrating how individual resources help generate a resource caravan to promote employee creativity.

Racial and ethnic disparities in COVID-19 hospital cost of care.

Although studies have evaluated the hospital cost of care associated with treating patients with COVID-19, there are no studies that compare the hospital cost of care among racial and ethnic groups based on detailed cost accounting data. The aims of this study were to provide a detailed description of the hospital costs of COVID-19 based on individual resources during the hospital stay and standardized costs that do not rely on inflation adjustment and evaluate the extent to which hospital total cost of care for patients with COVID-19 differs by race and ethnicity. This study used electronic medical record data from an urban academic medical center in Chicago, Illinois USA. Hospital cost of care was calculated using accounting data representing the cost of the resources used to the hospital (i.e., cost to the hospital, not payments). A multivariable generalized linear model with a log link function and inverse gaussian distribution family was used to calculate the average marginal effect (AME) for Black, White, and Hispanic patients. A second regression model further compared Hispanic patients by preferred language (English versus Spanish). In our sample of 1,853 patients, the average adjusted cost of care was significantly lower for Black compared to White patients (AME = -$5,606; 95% confidence interval (CI), -$10,711 to -$501), and Hispanic patients had higher cost of care compared to White patients (AME = $8,539, 95% CI, $3,963 to $13,115). In addition, Hispanic patients who preferred Spanish had significantly higher cost than Hispanic patients who preferred English (AME = $11,866; 95% CI $5,302 to $18,431). Total cost of care takes into account both the intensity of the treatment as well as the duration of the hospital stay. Thus, policy makers and health systems can use cost of care as a proxy for severity, especially when looking at the disparities among different race and ethnicity groups.

Situational crime prevention as a harm mitigation policy for active shooter incidents

AbstractResearch summarySituational crime prevention (SCP) is an environmental crime control perspective with enormous practical and policy relevance due to its practitioner‐friendly theoretical approach. This study examines whether SCP interventions reduce incident casualty outcomes in active shooter incidents. We used an inductive, open‐source data set of 555 active shooter and mass public shooting sites to study the applicability of SCP to active shooter and mass public violence. Our findings suggest a harm mitigation role for SCP: active shooter sites with stronger holistic SCP had fewer casualties. We assessed perpetrator motivation to test displacement, a core critique of SCP, and found that the harm mitigation potential of SCP persists even in the presence of a highly motivated offender.Policy summarySCP could be a practical and effective method to decrease casualties in the event of an active shooting, which is a highly motivated crime type that is difficult to predict and prevent. Public locations may select a range of appropriate SCP techniques based on individual resources and needs. The totality and interactions of these techniques may contribute to public safety in general, with diffuse benefits. This policy solution is highly oriented toward practice and real‐life application, and may be used to supplement existing preventative measures like threat assessment and gun legislation.

Investigation of the Transition to Environmental Remote Sensing and Factors Influencing Effective Decision-Making on Soil Preparation and Sowing Timing: A Case Study

The advancement of smart metering technology is progressing steadily and inevitably across various key economic sectors. The utilizatio.n of remote sensors in agriculture presents unique characteristics and specific challenges. In this study, an on-site experiment was carried out on a Slovakian production farm to analyze the transition from traditional measurement methods to smart meters, focusing on timing decisions related to soil preparation and sowing and their relation to scientifically justified dates. Consequently, a clear distinction was observed in terms of the timing decisions made regarding agricultural activities during traditional, combined, and scientifically based approaches in meteorological data readings. This study contrasts these three scenarios and deliberates on the factors that need to be carefully evaluated before incorporating remote sensors into agricultural processes. This study serves as a valuable resource for individuals involved in the adoption of smart metering practices in the Eastern European agricultural sector and promotes an improved understanding of the interactions within smart-sensing, scientific developments, and land management that contribute to the goal of land-system sustainability.

Digital transformation of mental health therapy by integrating digitalized cognitive behavioral therapy and eye movement desensitization and reprocessing.

Digital therapy has gained popularity in the mental health field because of its convenience and accessibility. One major benefit of digital therapy is its ability to address therapist shortages. Posttraumatic stress disorder (PTSD) is a debilitating mental health condition that can develop after an individual experiences or witnesses a traumatic event. Digital therapy is an important resource for individuals with PTSD who may not have access to traditional in-person therapy. Cognitive behavioral therapy (CBT) and eye movement desensitization and reprocessing (EMDR) are two evidence-based psychotherapies that have shown efficacy in treating PTSD. This paper examines the mechanisms and clinical symptoms of PTSD as well as the principles and applications of CBT and EMDR. Additionally, the potential of digital therapy, including internet-based CBT, video conferencing-based therapy, and exposure therapy using augmented and virtual reality, is explored. This paper also discusses the engineering techniques employed in digital psychotherapy, such as emotion detection models and text analysis, for assessing patients' emotional states. Furthermore, it addresses the challenges faced in digital therapy, including regulatory issues, hardware limitations, privacy and security concerns, and effectiveness considerations. Overall, this paper provides a comprehensive overview of the current state of digital psychotherapy for PTSD treatment and highlights the opportunities and challenges in this rapidly evolving field.

A Qualitative Systematic Review of Stigma, Violence, Victimization, and Associated Coping Among Transgender People Engaged in Sex Work.

Globally, transgender people engaged in sex work experience disproportionately high risks of victimization. While qualitative studies on the perspectives of transgender people engaged in sex work can shed light on their intersecting experiences, a qualitative synthesis could offer a systematic understanding and inform anti-oppressive practices and policies. This review explores the experience of stigma, violence, victimization, and associated coping strategies among transgender people engaged in sex work. We conducted a literature search in November 2023 on MEDLINE, Social Work Abstracts, and CINAHL PLUS from EBSCOhost, APA PsycInfo, ASSIA, and Sociological Abstracts from ProQuest and SCOPUS (PROSPERO ID: CRD42023478844). From 1,085 studies retrieved, 64 were included in this review. Thematic synthesis identified seven themes: (a) individual struggle, (b) interpersonal violence, (c) community transphobia and exclusion, (d) systemic oppression, (e) individual coping strategies, (f) community resources, and (g) organizational support as coping resources. This review contributes to the discussion around the health vulnerabilities of transgender people engaged in sex work that inherently result from intersecting victimization in a larger global context, including trafficking, urban planning, migration, and COVID-19. Identification of the coping strategies of transgender people engaged in sex work also highlights their resilience and sites of empowerment. Policymakers and professionals should be mindful of the intersectional identities of transgender people engaged in sex work and initiate peer- and community-led interventions to support them in building intersectional solidarity and resisting victimization.

Multilinguality and LLOD: A survey across linguistic description levels

Limited accessibility to language resources and technologies represents a challenge for the analysis, preservation, and documentation of natural languages other than English. Linguistic Linked (Open) Data (LLOD) holds the promise to ease the creation, linking, and reuse of multilingual linguistic data across distributed and heterogeneous resources. However, individual language resources and technologies accommodate or target different linguistic description levels, e.g., morphology, syntax, phonology, and pragmatics. In this comprehensive survey, the state-of-the-art of multilinguality and LLOD is being represented with a particular focus on linguistic description levels, identifying open challenges and gaps as well as proposing an ideal ecosystem for multilingual LLOD across description levels. This survey seeks to contribute an introductory text for newcomers to the field of multilingual LLOD, uncover gaps and challenges to be tackled by the LLOD community in reference to linguistic description levels, and present a solid basis for a future best practice of multilingual LLOD across description levels.

Evolutionary Agroecology: individual fitness, population yield and resource availability in wheat

Evolutionary Agroecology theory predicts that the relationship between population yield and individual fitness among genotypes of a crop species is unimodal, and experimental evidence supports this. We test the theory further by investigating the role of resource availability on this relationship by comparing growth and reproductive output of three old and three modern cultivars of wheat (Triticum aestivum) in mixture and monocultures grown at three resource levels. The relationship between population grain yield and individual fitness (mean individual grain yield in mixture) of genotypes was resource-dependent in a way that is consistent with the theory: when resource levels are low and limit individual growth directly, individual and population yield are positively correlated. When resource levels are high and the growth of individual plants is limited by competition for these resources, the relationship between individual fitness and population yield becomes negative. There was evidence for the unimodal relationship at the intermediate resource level. Old cultivars had higher fitness than newer cultivars at all three resource levels. Old cultivars had higher yields at low resource levels, but the newer cultivars yielded more when resource levels were high. Evaluating individual fitness and population yield in different environments may help wheat breeders to develop locally adapted, cooperative cultivars to increase production across large wheat-producing areas.

Оценка финансовой безопасности домохозяйств арктических регионов Российской Федерации на микроуровне

Analyzing household financial security is closely related to the formation and analysis of financial resources and their allocation. This study aims to analyze the financial security of households in the Russian Arctic regions at the micro level. Key objectives include exploring various approaches to defining and evaluating household financial security, developing a system of coefficients to measure this security, applying it to Arctic regions over time, and identifying common risks and threats to household financial security in these regions. The study synthesizes existing research on household financial security, providing a comprehensive perspective on its definition and assessment. Household financial security is assessed from two angles: first, by evaluating an individual household's financial resources and its ability to cover current expenses, save, and withstand unexpected financial shocks; second, by considering its role in regional financial stability and socio-economic development. For a thorough analysis, the study proposes categorizing financial security into manageable and unmanageable levels. Results from applying the developed coefficients reveal a disparity among Arctic regions: three regions exhibit high financial security, two regions face critical levels of insecurity, and the remaining regions fall into the average category. The study identifies key threats to financial security in each region, with low purchasing power being a common problem for all regions. The study finds that households prioritize securing their financial stability before investing their financial resources into regional development, underscoring the need for ongoing monitoring of financial conditions. The role of government in supporting household financial security is also emphasized. The practical significance of this study lies in its potential to inform the development and adjustment of regional socio-economic programs based on the findings.

The Capability to Aspire: An Agentive Model

ABSTRACT Drawing on Sen’s conceptual refinements of agency, in particular the distinction between agency freedom and agency achievement, this article highlights the existence of a feedback loop between agency and the capability to aspire. To explore this loop, the author uses John Dewey’s praxeological approach, bringing institutions into the “Capability Approach” along with situated agency. Against this background, she develops an agentive model of the capability to aspire, where the latter is nurtured by the longitudinal and lateral dimensions of experience. While the longitudinal dimension involves temporal processes driven by creative continuity (between past, present and future), the lateral dimension involves relational processes driven by social interactions (between a person and her environment). Institutions are an important part of that environment. By propagating social norms that define roles and behaviours in society, they provide a matrix for individual and collective aspirations, especially for people with fewer individual resources. But as Sen has pointed out, the moral ideals pursued by institutions do not necessarily translate into concrete achievements. This is why Dewey invites us to subject them to an ongoing critical inquiry that confronts their goals to their effective role in people’s lived experience, with the aim to transform them if necessary. The article concludes by discussing the implications of such a transformative inquiry and its potentially empowering effect in voicing aspirations and articulating new ones.

Effects of cooperation between institutions and organisations operating in the field of social assistance on the example of the Cooperation Model in rural municipalities

The article attempts to identify the benefits of inter-organizational cooperation in the form of partnership projects. It analyzes benefits for institutions and non-governmental organizations participating in the project named „Leaders of Cooperation” and in testing the Cooperation Model for rural municipalities, for the employees of these entities, and it seeks to answer the question of how cooperation in teams translates into support and assistance for individuals, families in the local community.The model was developed as a result of implementing the project named „Leaders of Cooperation”, co-financed by the European Social Fund for the years 2014–2020 under the Operational Programme Knowledge Education Development. The primary goal of the Cooperation Model is to support institutions in municipalities and districts so they can more effectively assist individuals, families, and groups.The results discussed later in the article relate to research conducted using the qualitative technique of focus group interviews (FGI), completed at the end of the Model’s testing. The areas where benefits from cooperation were observed were associated with greater agility, efficiency, and effectiveness in task execution. There was noted potential for better diagnosing local needs and promoting cooperation as a new approach to delivering social services.The experience of joint action, sharing responsibility, and basing relationships on trust are essential foundations for building social capital. A trusting atmosphere encourages the desire to work, fosters creativity, and facilitates the efficient exchange of information.Team members were provided with support, enhanced competencies, and professional development (coaching, supervision, educational platform). The teams’ adoption of diverse solutions, based on the resources of individuals and families, contributed to their awareness of their competencies and an increase in their activation.

Holistic learning and optimization scheme for wireless networks

AbstractFuture networks are expected to use Artificial Intelligence and machine learning applications intensely. The primary focus of machine learning techniques will be on intelligent automation and decision‐making based on information learned from network functions, resources, and users. The research community has studied several schemes for using machine learning in communications and networks in the last two decades. However, the schemes mainly focus on learning the state information of individual network functions and resources and performing their optimization in a standalone fashion. Recently, a study group from the International Telecommunication Union has outlined machine learning pipeline requirements. It addresses several aspects of machine learning operations, such as model selection, data sources, and action points. However, the mechanisms to define the state of network functions and resources for different network layers and domains are yet to be explored. Therefore, in addition to the above, specific studies are required for cross‐layer and administrative domain knowledge sharing and holistic optimization. Without considering the holistic view, applying machine learning to optimizing individual functions and resources may result in nonoptimal and unexpected behaviors instead of having any positive effect. The need for global and deep holistic learning has recently been identified in the literature; however, no implementation of the above scheme has been studied or evaluated for networks. This article proposes a novel approach, implementing global and deep holistic learning in wireless networks toward fulfilling the requirements of future intelligent networks. It also proposes an objective function‐based feature engineering for wireless networks. Experimental results of the proposed scheme show significant improvements in the network performance and accuracy of the machine learning models. Moreover, applications of transfer learning to base learners for network functions and resources can significantly expedite decision‐making with reduced computational costs.

How Performance Management Enhances Employee Job Performance? “Finding the Silver Lining”

Purpose of this paper: Employees’ job performance is considered essential to the survival and success of organizations. Building on the Job Demands-Resources (JD-R) model, this multilevel cross-sectional study aimed to examine the direct effects of performance management (PM) on employees’ job performance, as well as the moderating role of PM practices in the relationship between recognition and employees’ job performance and in the relationship between psychological well-being and employees’ job performance. Design/methodology/approach: Multilevel regression analysis was executed with Stata 16 software. The data were processed according to their hierarchical structure (i.e., 251 employees nested in 18 organizations). Findings: Although PM do not directly influence employees’ job performance in this study, it interacts with recognition and psychological well-being to accentuate their effects on job performance. Research limitations/implications: This study is cross-sectional and relies on employees’ self-report questionnaires. PM does not appear to be the cure for all ills, but still seem to be resourceful to employees, showing that every cloud has a silver lining. Practical implications: Performance management should be considered by HRM professionals and promoted among managers and employees as an organizational tool for orienting and optimizing employees’ resources that contribute to good functioning and goal attainment at work. Originality/value: These results extend the literature by illustrating that performance management is still useful in organizations when combined with other organizational and individual resources, such as recognition and employees’ psychological well-being. Specific practical implications for HRM professionals are discussed.

Examining the Popularity, Content, and Intersections With the Substance Abuse and Mental Health Services Administration's Definition of Recovery in a Nonclinical Online Cannabis Cessation Community: Infodemiology Study of Reddit Posts.

Cannabis consumption has increased in recent years, as has cannabis use disorder. While researchers have explored public online community discussions of active cannabis use, less is known about the popularity and content of publicly available online communities intended to support cannabis cessation. This study aims to examine the level of engagement and dominant content of an online community for cannabis cessation through 3 specific aims. First, we examine the use of a subreddit cannabis cessation community (r/leaves) over time to evaluate the popularity of this type of resource for individuals who want to stop using cannabis. Second, we examine the content of posts in the community to identify popular topics related to cessation. Third, we compare the thematic findings relative to the 4 domains of recovery defined by the Substance Abuse and Mental Health Services Administration (SAMHSA). By examining these 3 gaps, we take the initial steps toward understanding the experiences being shared online among individuals interested in cannabis cessation and compare them with the principles outlined in the SAMHSA definition of recovery. Using the Pushshift application programming interface, we collected the count of posts by year between 2011 and 2021 and the narrative of the 100 posts with the most comments per year in a popular cannabis cessation-focused subreddit (r/leaves). A linear model and a nonlinear model were compared to evaluate change in the number of posts by year. Mixed natural language processing and qualitative analyses were applied to identify top terms, phrases, and themes present in posts over time. Overlap between themes and the 4 SAMHSA domains of recovery (health, purpose, community, and home) were examined. The number of annual posts in r/leaves increased from 420 in 2011 to 34,841 in 2021 (83-fold increase), with exponential growth since 2018. The term that was the most common across posts was "smoke" (2019 posts). Five major themes were identified, and a narrative arc was represented, from motivations and perceived benefits of cannabis use to the negative consequences of use, strategies to change behaviors, and the positive and negative consequences of change. There was substantial overlap between these 5 themes and 3 of SAMHSA's 4 domains of recovery: health, purpose, and community. However, the domain of home was less commonly identified. Engagement in this online cannabis support community appears to be increasing. Individuals using this forum discussed several topics, including multiple aspects of recovery defined by the SAMHSA. Online communities, such as this one may, serve as an important pathway for individuals seeking to reduce or cease their consumption of cannabis.