Continued Adoption Research Articles

Pendampingan Pelatihan Media Digital untuk Meningkatkan Kompetensi Guru Bahasa Arab

In facing the digital era, Arabic language learning needs to follow developments in technology and digital media. The use of digital media in the learning process can provide a more interesting and effective learning experience for students. This Community Service activity aims to analyze teacher assets in increasing competency, and development strategies carried out, as well as knowing the results to be achieved in mentoring digital media training. The method used in this community service is Asset-Based Community Development (ABCD). The stages in this service are inculturation, discovery, design, definition and reflection. The results of this community service are (1) Teacher assets in increasing competency are attitude, collaborative spirit and motivation to continue learning, (2) the development strategy implemented in Digital Media Training Assistance to Increase the Competency of Arabic Language Teachers in Bojonegoro is the inculturation stage up to the implementation, strategies involve identification of local potential, utilization of the Appreciative Inquiry method, collaboration with stakeholders, and an interactive approach in training, and (3) the results achieved in Digital Media Training in Bojonegoro include a positive transformation in teacher skills . It is hoped that teachers will become more adept at using digital media, creating more engaging learning experiences, and increasing student engagement. In addition, the results achieved involve the continued adoption of technological developments in learning, creating a sustainable long-term impact.

Exploring farmers’ communication pattern and satisfaction regarding the adoption of Agromet advisory services in semi-arid regions of southern India

Agriculture is significantly impacted by the variability in weather patterns, imposing substantial constraints on farmers’ ability to make informed tactical and strategic decisions regarding their crops. Seasonal climate projections have shown potential for informing agricultural decisions, but the actual adoption of climate information by farmers has been relatively slow and limited. The present study was conducted with the objective of investigating the characteristics of adopters, the communication network, and the level of farmer’s satisfaction concerning the adoption and continued use of Agromet Advisories Services (AAS). Two semi-arid districts, namely Kurnool and Anantapur in Andhra Pradesh, were purposively selected, wherein 280 farmers constituted the sampling frame. In this study, social network analysis (SNA) was conducted to examine the peer-to-peer communication patterns, while importance-performance analysis (IPA) was employed to evaluate farmer’s satisfaction, contributing to the continued adoption of AAS. The findings revealed that with regard to personality and communication characteristics, farmers were in the low category for their ability to cope with uncertainties and risk and even for their information-seeking behavior. Furthermore, the results showed farmers to be highly satisfied with the overall adoption of AAS. However, the IPA matrix revealed that among the nine attributes, the credibility of the forecasts needed refinement to promote sustained adoption. Excessive emphasis was placed on attributes such as the frequency of forecasts, which could be channeled into other initiatives. Peer-to-peer communication emerged as a crucial strategy in the adoption of AAS. Governments, non-governmental organizations, and extension functionaries should make a concerted effort to enhance the continued adoption of AAS by involving local stakeholders in sharing and participating in climate information production, forming farmer’s groups, and focusing on farmers’ literacy toward AAS.

General practitioner preferences for telehealth consultations in Australia: a pilot survey and discrete choice experiment.

To identify and quantify general practitioner (GP) preferences related to service attributes of clinical consultations, including telehealth consultations, in Australia. GPs have been increasingly using telehealth to deliver patient care since the onset of the 2019 coronavirus disease (COVID-19) pandemic. GP preferences for telehealth service models will play an important role in the uptake and sustainability of telehealth services post-pandemic. An online survey was used to ask GPs general telehealth questions and have them complete a discrete choice experiment (DCE). The DCE elicited GP preferences for various service attributes of telehealth (telephone and videoconference) consultations. The DCE investigated five service attributes, including consultation mode, consultation purpose, consultation length, quality of care and rapport, and patient co-payment. Participants were presented with eight choice sets, each containing three options to choose from. Descriptive statistics was used, and mixed logit models were used to estimate and analyse the DCE data. A total of 60 GPs fully completed the survey. Previous telehealth experiences impacted direct preferences towards telehealth consultations across clinical presentations, although in-person modes were generally favoured (in approximately 70% of all scenarios). The DCE results lacked statistical significance which demonstrated undiscernible differences between GP preferences for some service attributes. However, it was found that GPs prefer to provide a consultation with good quality care and rapport (P < 002). GPs would also prefer to provide care to their patients rather than decline a consultation due to consultation mode, length or purpose (P < 0.0001). Based on the findings, GPs value the ability to provide high-quality care and develop rapport during a clinical consultation. This highlights the importance of recognising value-based care for future policy reforms, to ensure continued adoption and sustainability of GP telehealth services in Australia.

Prediction of Consumers’ Adoption Behavior of Products with Water Efficiency Labeling Based on Hidden Markov Model

Water efficiency labeling, an environmental protection label, can provide consumers with products’ water-saving information, guide consumers to choose high-efficiency water-saving products, and encourage residents to save water. Data were obtained from a questionnaire survey among 526 respondents in Zhengzhou, China. The study constructed a Hidden Markov Model (HMM) to predict consumers’ adoption behavior of products with water efficiency labeling. The adoption probability of consumers at different perceptions and water-saving awareness for products with water efficiency labeling and the state transition probability of consumers’ adoption behavior of products with water efficiency labeling were calculated. Consumers’ adoption behavior of products with water efficiency labeling in different situations is predicted. The research found: (1) When the degree of perception remains unchanged, the improvement of consumers’ water-saving awareness will promote their adoption of products with water efficiency labeling and increase the probability of continuous adoption behavior. (2) The state of consumers’ adoption behavior depends on the last adoption behavior. Furthermore, as the state level increases, the dependency on adoption behavior becomes more vigorous. (3) HMM is suitable for predicting consumers’ adoption behavior of products with water efficiency labeling and has high accuracy. The research findings can provide a theoretical basis and decision-making reference for the government and enterprises to formulate relevant guiding policies and promotion strategies.

The implications of the COVID-19 pandemic on employment trends

The worldwide crisis triggered by the COVID-19 pandemic forced companies providing non-essential services to adapt to the WHO's recommended social isolation measures. Consequently, there was a need to develop the ability to reorganize work away from traditional company locations, leading to the widespread adoption of practices such as freelancing, remote work, "single office," or "home office." This article investigates the impact of this evolving trend on the quality of life for employees in comparison to the conventional work model. To gather data, the research employed survey-type questionnaires constructed with statements grounded in relevant literature. Managers overseeing remote teams from various sectors were objectively queried about their agreement levels regarding themes related to the effects of home office on employee quality of life during the pandemic. The findings were then discussed using a SWOT analysis, focusing on the strengths, weaknesses, opportunities, and threats associated with this new work context. The article concludes by outlining a post-pandemic scenario for companies and employees, particularly in the continued adoption of home office practices.

Bitcoin and Renewable Energy Mining: A Survey

Bitcoin, the most valuable and energy-consuming cryptocurrency, has recently been at the center of a heated debate over its environmental impact. This controversy has caught the public’s attention, prompting us to investigate the energy consumption of Bitcoin. In this paper, we have conducted a review of the literature on various aspects of Bitcoin mining, including its mechanisms, energy consumption, mining sites, and the potential for renewable energy use. Our findings reveal that the power consumption of Bitcoin is bound to increase with the continued adoption of the proof-of-work (PoW) consensus algorithm. Nonetheless, the growing availability of affordable renewable energy sources worldwide brings hope that Bitcoin mining will shift towards cleaner energy in the near future.

Public perception of autonomous vehicle capability determines judgment of blame and trust in road traffic accidents

Road accidents involving autonomous vehicles (AVs) will not only introduce legal challenges over liability distribution but also generally diminish the public trust that may make itself manifested in slowing the initial adoption of the technology and call into question the continued adoption of the technology. Understanding the public’s reactions to such incidents, especially the way they differentiate from conventional vehicles, is vital for future policy-making and legislation, which will in turn shape the landscape of the autonomous vehicle industry. In this paper, intuitive judgments of blame and trust were investigated in simulated scenarios of road-traffic accidents involving either autonomous vehicles or human-driven vehicles. In an initial study, five of six scenarios showed more blame and less trust attributed to autonomous vehicles, despite the scenarios being identical in antecedents and consequences to those with a human driver. In one scenario this asymmetry was sharply reversed; an anomaly shown in a follow-up experiment to be dependent on the extent to which the incident was more likely to be foreseeable by the human driver. More generally these studies show—rather than being the result of a universal higher performance standard against autonomous vehicles—that blame and trust are shaped by stereotypical conceptions of the capabilities of machines versus humans applied in a context-specific way, which may or may not align with objectively derived state of affairs. These findings point to the necessity of regularly calibrating the public’s knowledge and expectation of autonomous vehicles through educational campaigns and legislative measures mandating user training and timely disclosure from car manufacturers/developers regarding their product capabilities.

Trusted infrastructure needs DINIvolution – the DINI certificate for Open Access publishing services

Research information infrastructure services require transparent criteria and guidelines to be considered trustworthy, i.e. sustainable, interoperable and ready for future challenges. The DINI Certificate for Open Access Publication Services (an English version is currently in preparation) supports these requirements. The community-developed, noncommercial certificate paves the way for open scholarly communication and supports the prerequisites for the free availability of scholarly information as an essential element of future-oriented research-related services. Launched in 2004 and now in its 7th revised version, the DINI certificate has undergone dozens of successful certification processes, and is still unique and can be considered a de facto standard for publishing services, at least in Germany, and a role model for other countries. It is therefore recommended as a guide for publication services by the German Research Foundation (DFG). The DINI Certificate is managed by a team of information experts from research libraries, research organisations and software developers who are organised in the “Electronic Publishing” working group of DINI e.V. DINI or the German Initiative for Networked Information (Deutsche Initiative für Netzwerkinformation) promotes the development of interoperable open and trustworthy information infrastructures and services at research institutions.The DINI Certificate is based on an elaborate set of criteria that takes into account international standards and reflects the current state of technical, organisational and editorial requirements. For certified institutions, the DINI certificate provides a quasiguarantee that their service complies with the requirements of open science and will continue to do so. For others, it provides guidance on implementing a state-of-the-art service. Feedback from the interested community is collected through an open call for comments and taken into account in the revision processes.In the latest certificate (2022), the focus is on supporting users as authors and recipients, the requirements of open science, the sustainability of the service infrastructure, and the desired internationalisation. As a first step towards internationalisation, the certificate has been extended to include the specific requirements for certification of Austrian publication services. Complementary tools and measurements support the effectiveness of the certificate.This presentation will highlight the “DINIverse” − the DINI Certificate and its complementary tools − as a central instrument and inspiration for establishing and maintaining trustworthy Open Access publishing services. In three chapters it will give a brief overview of the origin of the certificate and the continuous adoption of new established requirements as essential parts of the “DINIvolution”, the related workflows, the benefits for users as well as the related services and projects: e.g. supporting tools like the DINI OAI validator, a dynamic overview of publishing services from Germanspeaking countries developed in cooperation with BASE - Bielefeld Academic Search Engine as well as a specialised vocabulary to support compliance with international standards.

E-Learning Interactions and Academic Outcomes: an Analysis of Undergraduates in Sri Lanka

&#x0D; The shift to online teaching and learning following the onset of the COVID-19 pandemic resulted in a large increase in the usage of online learning platforms. Student interactions with these platforms provide an important source of information on student progress on a course during periods of distance learning. However, in resource constrained settings where students face difficulties in accessing stable and quality internet, it is unclear to what extent interactions with the learning platform influence academic outcomes, especially for programmes that were not originally intended to be delivered online. This study makes use of data on four cohorts of undergraduate students at the University of Moratuwa, where each cohort was exposed to different periods of online teaching and learning. The data covers interactions with Moodle course pages and assessment marks for multiple courses with diverse subject contents offered in two faculties. Interactions with the learning platform are measured using clicks on different types of objects on the course page as well as the distribution of clicks over the course of semester. To account for the confounding effect of prior ability on the relationship between learning platform interactions and academic outcomes, we also use results from courses that the students have taken a priori. We find that while the switch to online teaching and learning led to a dramatic increase in the level of student interactions with the learning platform, the level of interaction has remained above the pre-COVID levels even after resuming on-site, face-to-face delivery. While differences among the subjects and cohorts exist, results from a multiple regression model suggest that the association with certain types of learning platform interactions and academic outcomes are significant even after controlling for prior ability and differences in course design. Specifically, the volume and consistency of access both improve outcomes with the timing of clicks more strongly associated with the final examination mark whereas the type of content clicked on is more associated with continuous assessment marks. The findings have important implications for the continued adoption of blended learning methods and course design for the programmes under study.&#x0D;

L’engagement et le rôle de l’ACEA dans les changements en matière d’évaluation

This study follows a network-based Assessment Redesign Project at a Canadian university to investigate engagement and sustained implementation. The following strategies were employed in the project: mini-grants, embedded support, a community of practice, and social networks. Assessment facilitators worked in discipline clusters to achieve mutual goals for assessment reform targeted at the authentic assessment of critical thinking and problem-solving. Interviews were conducted with nine of the 25 project members one-year post-implementation. The study adopted a motivational theoretical lens to investigate how the experience of the Assessment Redesign Project affected motivation and the continued adoption or propagation of assessment strategies. Participants commented on how helpful the embedded support had been in building their assessment skills or knowledge. The mini-grants were used (in some cases) to fulfil scholarship of teaching and learning (SoTL) goals. All of those engaged in SoTL demonstrated intrinsic motivation for assessment change and had propagated assessment techniques or activities into other courses. In the few cases where motivation was purely extrinsic, there was no SoTL or continuation of assessment activities. This study highlights the links between SoTL and the longer-term impact of the Assessment Redesign Project. Suggestions are provided for institutions wishing to replicate outcomes from the project.

Effects of Social Connection on Dual Attitudes and Continuance Intentions of Using Social Media

Prior studies that specifically investigate the effects of social connections on the continuous adoption of social media applications (SMAs) are scarce. Based on the social contagion theory (SCT) and dual-attitude perspective, this study develops and validates a research model that explains the staged influences of social connection factors (i.e., pre- and post-usage cohesion and structural equivalence) on users’ explicit attitude, intention to use, implicit attitudes and continuance intention regarding the use of the SMAs. Survey data collected from both pre-usage and post-usage stages of 302 SMA users were examined using the technique of partial least squares to validate the research model. The results indicate that pre-usage cohesion and structural equivalence are significant antecedents of SMA users’ explicit attitude and intention to use. Additionally, these factors, along with post-usage cohesion and structural equivalence, significantly influence SMA users’ implicit attitude and continuance intention. In summary, by adopting the SCT and dual-attitude perspective, this study is among the first group of studies that examine whether social connection factors have influences on people’s adoption of SMAs at both pre-usage and post-usage stages. Implications for theory and for practices are discussed subsequently.

A Systematic Review of Digital Ophthalmoscopes in Medicine.

Recent advances in telemedicine have led to increased use of digital ophthalmoscopes (DO) in clinical settings. This review aims to assess commercially available DOs, including smartphone (SP), desktop, and handheld ophthalmoscopes, and evaluate their applications. A literature review was performed by searching PubMed (pubmed.ncbi.nlm.nih.gov), Web of Science (webofknowledge.com), and Science Direct (sciencedirect.com). All English-language papers that resulted from the search terms "digital ophthalmoscope", "screening tool", "glaucoma screening", "diabetic retinopathy screening", "cataract screening", and "papilledema screening" were reviewed. Studies that contained randomized clinical trials with human participants between January 2010 and December 2020 were included. The Risk of Bias in Systematic Reviews (ROBIS) tool was used to assess the methodological quality of each included paper. Of the 1307 studies identified, 35 met inclusion and exclusion criteria. The ROBIS tool determined that 29/35 studies (82.8%) had a low risk of bias, 3/35 (8.5%) had a moderate risk of bias, and 3/35 (8.5%) had a high risk of bias. The continued adoption of DOs remains uncertain because of concerns about the image quality for non-mydriatic eyes and the confidence in data captured from the device. Likewise, there is a lack of guidelines for the use of DOs, which makes it difficult for providers to determine the best device for their practice and to ensure appropriate use. Even so, DOs continue to gain acceptance as technology and practice integration improve, especially in underserved areas with limited access to ophthalmologists.

Understanding vegetable farmers' adoption, dis-adoption, and non-adoption decisions of pest management by pheromone trapping.

The use of pheromone traps can minimize the excess application of synthetic insecticides, while can also benefit the environment. The use of pheromone traps has been promoted and suggested to vegetable farmers of Bangladesh for widespread adoption. However, the majority of farmers have continued to spray insecticides instead of using pheromone traps. The present study investigated the factors influencing farmers' adoption, dis-adoption, and non-adoption behavior of pheromone traps for managing insect pests. Primary data were collected from 438 vegetable growers. Data were analyzed using descriptive statistics and multinomial logistic regression. About 27% of the farmers abandoned the technique shortly after it was adopted as it was time-consuming to manage insect pests. Marginal effect analysis revealed that the likelihood of continued adoption was 34.6% higher for farmers who perceived that pheromone traps were useful in controlling insect pests. In contrast, the likelihood of dis-adoption was 16.5% and 10.4% higher for farmers who maintained communication with private pesticide company agents and neighbor farmers, respectively. Extension services by government extension personnel might be encouraged and maintained as a key component in increasing farmer awareness regarding the use of pheromone trap. Strategies to promote pheromone traps in vegetable production should highlight the positive impacts to farmers and the environment, as this would most likely lead to their continued and widespread use after initial adoption.

Increasing the adoption of conservation agriculture: A framed field experiment in Northern Ghana

AbstractConservation agriculture techniques have the potential to increase agricultural production while decreasing CO2 emissions, yet adoption in the developing world remains low—in part because many years of continuous adoption may be required to realize gains in production. We conduct a framed field experiment in northern Ghana to study how incentives and peer information may affect adoption. Incentives increase adoption, both while they are available and after withdrawal. There is no overall effect of peer information, but we do find evidence that information about long‐term adoption increased adoption, particularly when that information shows that yield gains have been achieved.

Financial technology development: Implications for traditional banks in Africa

The speed of financial technology (Fintech) adoption in delivering financial services has raised concerns among researchers on the future of traditional banks, especially as authors believe that Fintech comes with both prospects and problems. This study therefore aims to examine the growth, measurements, and the impact of Fintech on traditional banks in a panel of sixteen African countries for the period 1800–2020. These periods were divided into three phases: the analogue (1800–1967), the digital (1967–2008), and the modern phases (2008–2020). The autoregressive distributed lag (ARDL) and descriptive analyses methods were used to investigate the study’s objectives. It found that the analogue era witnessed the birth of Fintech ideas, while the digital era witnessed structural changes within the financial system. Results from the pooled mean group ARDL estimation technique based on the third/modern era reveal that, on average, a unit increase in Fintech adoption significantly reduces bank profitability (ROA) by 12.6%. Hence, although early Fintech adoption poses no threat to bank profitability; however, beyond certain threshold, its continuous adoption reduces profitability. Again, the speed of adjustment at 90.9% per annum is an indication that short-run Fintech disruptive impact/disequilibrium is corrected within one year and one month. The Principal Component Analysis used to generate Fintech index shows that African Fintech’s operation is more susceptible to changes in mobile banking. The study concludes that too much Fintech adoption is unhealthy for traditional banks in Africa and therefore it recommends that Fintech should collaborate with banks to correct for its disruptive impacts.

Investigating perspectives on e-health interventions to enhance maternal mental well-being: Results of a stakeholder interview.

Peripartum mental disorders are highly prevalent conditions and associated with adverse outcomes for the mother, the infant and the whole family. Despite the high burden, help-seeking is low. E-mental health interventions could overcome help-seeking barriers and thus improve perinatal mental health. However, usage and adherence are rather low. This study aims to assess attitudes and needs of different stakeholder groups and to identify relevant topics to develop an intervention meeting the needs of pregnant and postpartum women and thus, increasing utilization and adherence. Therefore, semi-structured interviews and focus groups with pregnant women (n = 3), mothers (n = 4), women who have suffered from a postpartum mood disorder in the past (n = 5), gynaecologists (n = 5), and midwives (n = 5) were conducted. All interviews were audio-recorded, transcribed verbatim, and analyzed using a thematic analysis. Almost half of the stakeholders reported previous experiences with e-mental health services. Anonymity, flexibility, promoting help-seeking, or bridging waiting-time for treatment as usual were regarded as the main benefits. Concerns regarding the usefulness of e-mental health interventions, absence of face-to-face contact or lack of integration into routine care were considered as barriers. With regard to the desired program content, six main topics were identified: pregnancy and puerperium, peripartum mood swings and disorders, support options, self-care, partnership, and fatherhood. Regarding preferred characteristics of e-mental health programs, stakeholders mentioned customizability, individual guidance, evaluation of user-feedback and continuous adoption, as well as a responsive and user-friendly design. Overall, online interventions for perinatal mental health were mainly considered as beneficial. Stakeholders underlined the high need for education regarding the use and effectiveness of e-mental health, to overcome concerns and obstacles and improve acceptability. Furthermore, developing customizable and individually-guided interventions were considered as promising to increase utilization of and adherence to e-mental health interventions.

Inclusion of ecological sustainable development themes into agricultural extension education programme: content and delivery methods

The continuous adoption of unsustainable ecological practices by farmers on land resources threatens sustainable development in agricultural production. With increase in population and agricultural intensification, ecological problems such as erosion, deforestation, overgrazing, low yields of agricultural produce among others may be on the increase if farmers are not very conscious of their activities on land. This study determined the extent of inclusion of ecological sustainable development themes and methods used in teaching these content areas to farmers in the agricultural extension outreach programme of Cross River State. Two research questions were answered and two hypotheses were tested. The study adopted descriptive survey research design and was carried out in Cross River State with a sample of 250 comprising 180 registered farmers and 70 extension personnel. The researchers used mixed method of data collection involving quantitative and qualitative approaches. A 38-item structured questionnaire was used in collecting the quantitative data, while focused group discussions (FGD) and content analysis were used in generating qualitative data. The instrument was face validated by three experts and Cronbach Alpha reliability index of 0.84 was estimated. Out of 250 copies of questionnaire administered, 246 copies were retrieved and analyzed using mean, standard deviation and independent t-test statistic to answer the research questions and test the null hypotheses at p&gt;.05. The study found out that 15 ecological sustainable development themes were included as content areas into the agricultural extension outreach programme of Cross River State while only 7extension teaching methods out of 22 were used in teaching the farmers in the programme. It was recommended that Cross River Agricultural Development Programme should ensure that ESD themes not fully included into agricultural extension programme are integrated and taught to farmers while enabling conditions are made to facilitate individual contacts of extension personnel with farmers to reasonably convince them and prepare them for sustainable ecological resource use and conservation.

Factors associated with the implementation of a comprehensive tobacco cessation benefit among California Medicaid managed care plans

AbstractAlthough tobacco control efforts have been successful at reducing the rate of tobacco use in the general population, rates of use among low‐income populations persist. As a leader in tobacco control efforts, the U.S. state of California recently issued regulations regarding comprehensive tobacco cessation service requirements for state Medicaid plans (i.e., Medi‐Cal MCPs) providing health care to low‐income Californians. This research aims to evaluate the potential factors associated with the adoption of a comprehensive tobacco control program among Medi‐Cal's MCPs. In 2018, UC San Diego researchers distributed a survey to a listserv of 25 Medi‐Cal MCP health educators, for a response rate of 96%. The survey was comprised of questions related to All Plan Letter (APL) implementation of tobacco cessation services and policies. Health educators were also recruited to participate in a semi‐structured interview upon survey completion. Two years postrelease of the APL, Medi‐Cal's MCPs demonstrate low implementation of tobacco cessation services and related policies, with only one MCP (5%) fully implementing all 10 core provisions. Five consistent patterns were identified as being associated with implementation: larger MCP enrollment and staffing, lower median household income, noncapitated provider payment, participation in county tobacco control meetings, and high‐quality scores for preventive care and treatment of chronic disease. Small‐sized MCPs have been slow in fully implementing tobacco cessation services. State policymakers and tobacco control stakeholders may consider providing support to small‐sized MCPs to aid in their continued adoption of comprehensive tobacco cessation services. DHCS should also consider releasing guidance on how to engage in activities to ensure APL compliance.

Conservation Agriculture: A Long-term Approach towards Sustainability

With the application of intensive agricultural techniques, conventional agriculture has been successful in meeting production goals but has also led to the depletion of natural resources. Sustainability in the management of the natural resource base is necessary for ongoing and expanded agricultural output to provide food security for future generations. Over a long period, the traditional tillage practice has led to the destruction of the natural resource base of the land. As a result of its inherent connection to the physical, chemical, and biological aspects of soil, it has led to a significant loss of soil and SOM, which is a crucial component of soil quality. Therefore, a suitable cropping system and land use must be implemented and adopted to ensure food security on a sustainable basis. These measures should be based on principles to prevent land degradation, protect the natural resource base, and improve food and nutritional security through crop diversification and optimal rotation. The one sustainable cropping method that may reverse soil erosion, increase crop output, and improve the socioeconomic status of small landholder farmers is conservation agriculture (CA). Conservation agriculture (CA) is the integrated management of the available natural resources such as soil, water, flora, and fauna, with certain outside inputs to maximize the effectiveness of natural resource utilization. To fulfill the objective of sustainable crop production, an alternative approach known as conservation agriculture has emerged. It represents a significant advance in the direction of sustainable agriculture. This article reviews the emerging concerns due to the continuous adoption of conventional agriculture systems, contrasting features between conventional and conservation agriculture systems, and various principles and practices in conservation agriculture. It also highlights the benefits and limitations of CA and various challenges in the adoption of CA.

Effects of Continuous Adoption of Artificial Intelligence Technology on the Behavior of Holders’ Farmland Quality Protection: The Role of Social Norms and Green Cognition

The continuous adoption of artificial intelligence technology (CAAIT) has fully demonstrated its transformative roles in various fields, and it has effectively improved the economic benefits of agriculture in practical applications. However, sustainable agricultural development can only be achieved if economic and environmental benefits are reconciled. Then, it is necessary to explore whether CAAIT can provide valuable environmental benefits. Therefore, this paper uses AMOS 22.0 and SPSS 25.0 software, a hierarchical regression model, and bootstrapping to analyze the survey data of 522 farmers and finds that: (1) CAAIT is positively correlated with the behavior of holders’ farmland quality protection (BHFQP). (2) Social norms (SN) partially mediate the relationship between CAAIT and BHFQP. (3) Green cognition (GC) plays a negative intermediary role in the relationship between CAAIT and SN. (4) GC also moderates the mediating effect of SN in the relationship between CAAIT and BHFQP. This paper attempts to explore whether, how, and when CAAIT can affect BHFQP, providing new empirical research to improve holders’ farmland quality protection behavior.