Application Of Standards Research Articles

Evaluating healthcare inequalities using ChatGPT4 – The case of potentially inappropriate medication

Abstract Issue/problem Regular and standardized monitoring of healthcare is necessary to inform decision makers and clinicians about healthcare quality. Equity is a fundamental dimension in such evaluations. We aimed to investigate if artificial intelligence (AI) large language models (LLM), such as ChatGPT4, may facilitate routine monitoring of healthcare inequalities using an established framework for healthcare quality and equity evaluation, analysis of individual heterogeneity and discriminatory accuracy (AIHDA). Description of the problem We have previously demonstrated that compared to traditional methods, AIHDA improves the evaluation of healthcare inequity. We asked ourselves if ChatGPT4 could facilitate the standardized application of the AIHDA approach in routine monitoring of healthcare. Results Using strict guidelines, we instructed a GPT model, based on ChatGPT 4, to utilize the AIHDA framework for evaluating healthcare inequalities. To demonstrate the analysis, we used the quality indicator potentially inappropriate medication among elderly and analyzed simulated data of individuals >75-year-old belonging to 36 socioeconomic strata and residing in 21 Swedish regions. The GPT performed an accurate analysis, correctly interpretated the results and formulated an informative short rapport with illustrative tables and figures. Lessons AI appears to facilitate routine monitoring of health care inequity using the AIHDA approach. AI also allows a constructive interaction with the user but, so far, it needs be closely supervised. Key messages • ChatGPT 4 can improve the standardized evaluation of healthcare inequity. • Although the technology is under development and must be used with caution.

Quality control of digestive tract reconstruction after robotic gastrectomy

With features such as high-definition magnification of the surgical field, filtering of hand tremor, and robotic arm with multi-degree-of-freedom rotatable wrist, surgical robot has unique advantages in various aspects of digestive tract reconstruction (DTR) after robotic gastrectomy (RG). Currently, there is still controversy about the selection and standardized application of DTR after RG for gastric cancer. To standardize the selection and implementation of DTR, we describe various aspects of quality control before DTR, selection of indications, principles of DTR, and prevention and management of postoperative complications of DTR. We also comment on the operation details of robotic-assisted and total robotic DTR, including manual suture, linear anastomosis with linear stapler, and circular anastomosis with circular stapler. Meanwhile, we propose our prospects on the potential application of new technology in robotic DTR for gastric cancer.

Expert consensus on BRAF inhibitors in the treatment of malignant solid tumors (2024 edition)

The global aging population is leading to an increasing incidence of cancer, exacerbating the global burden of cancer. By 2040, the total number of cancer patients worldwide is projected to reach 28 million. With advancements in tumor molecular biology research and the widespread application of next-generation sequencing technology, precision treatment for cancer has made significant progress in clinical settings. Selective targeting of the Braf gene has emerged as one of the early successful cases of precision medicine for tumors. Braf gene mutations can result in unrestricted activation of downstream kinases in the mitogen-activated protein kinase (MAPK) cell signaling pathway, promoting rapid proliferation of tumor cells. BRAF inhibitors, either as monotherapy or in combination with MEK inhibitor, have been approved for various cancers, including melanoma, non-small cell lung cancer, thyroid cancer, colorectal cancer and glioma, among others. Clinical studies related to BRAF inhibitors are continuously exploring new applications. However, there is currently no consensus on the use of BRAF inhibitors in the diagnosis and treatment of multiple solid cancers in China. This article integrates clinical evidence of Braf mutations in multiple solid cancers to establish an expert consensus on the diagnosis and treatment of malignant solid cancers with Braf gene mutations. The goal is to promote and guide the standardized application of BRAF inhibitors.

Sun-protection factor of zinc-oxide sunscreens: SPFin vitro too low compared to SPFin vivo-a brief review.

Sunscreens are mainly characterized by their sun-protection factor (SPF), which is measured according to the in vivo gold standard ISO 24444. Although the SPF concept is simple, SPF values are difficult to measure, due to the rather high variability caused by the complex interaction of light and skin. For half a century, there have been attempts to correlate the costly and ethically controversial in vivo procedure with a non-invasive (in vitro) method. After decades of development, alternative non-invasive SPF methods are expected to become available as ISO standards in early 2025. In particular, sunscreen manufacturers who use zinc oxide (ZnO) in higher concentrations (conc.) (10-25%) in their formulations, are concerned that these new in vitro methods would not confirm the SPF-values on their labels that have been determined in vivo, according to ISO 24444. This brief review reveals that sunscreen formulations with high conc. of ZnO often yield SPFin vitro values that are lower than the SPFin vivo values. This can be explained by the fact that in vitro methods have been developed for conventional emulsions products with organic UV filters, but not for highly concentrated ZnO-alone sunscreens. Fortunately, there seems to be a fix for this problem. There is a difference in density between ordinary emulsions with organic filters (density of the residual oil phase ~ 1.0g/ml) and highly concentrated ZnO-alone formulations (~ 1.3-1.7g/ml). As the application of current standards is weight-based, this makes the film on the PMMA plate much thinner, which is likely to lead to lower SPFin vitro values. Preliminary experiments show that using the same volume on the PMMA plates instead of the same weight as organic UV filters gives a much better correlation between in vitro and in vivo SPF results. A recent evaluation of three samples of highly concentrated ZnO sunscreens by the Dutch NVWA seems to confirm these findings. Further experimental evidence is required to fully understand this phenomenon and to adapt the in vitro method for higher conc. ZnO formulations accordingly.

Neurophysiological markers of early cognitive decline in older adults: a mini-review of electroencephalography studies for precursors of dementia

The early detection of cognitive decline in older adults is crucial for preventing dementia. This mini-review focuses on electroencephalography (EEG) markers of early dementia-related precursors, including subjective cognitive decline, subjective memory complaints, and cognitive frailty. We present recent findings from EEG analyses identifying high dementia risk in older adults, with an emphasis on conditions that precede mild cognitive impairment. We also cover event-related potentials, quantitative EEG markers, microstate analysis, and functional connectivity approaches. Moreover, we discuss the potential of these neurophysiological markers for the early detection of cognitive decline as well as their correlations with related biomarkers. The integration of EEG data with advanced artificial intelligence technologies also shows promise for predicting the trajectory of cognitive decline in neurodegenerative disorders. Although challenges remain in its standardization and clinical application, EEG-based approaches offer non-invasive, cost-effective methods for identifying individuals at risk of dementia, which may enable earlier interventions and personalized treatment strategies.

The Acero perioperative skin bundle: An intuitive perioperative pressure injury prevention bundle

Over 40 million major surgeries are performed each year in the US, and perioperative care areas are a high-risk environment for the development of pressure injuries (PI). A unique set of challenges for the prevention of PI is faced during the perioperative period due to prolonged immobility and positioning on a relatively hard surface. The Acero Perioperative Skin Bundle (APSB) was developed to facilitate risk assessment and application of appropriate interventions at a 500+ bed safety-net, teaching hospital. Prior to the implementation of the bundle, there was a perioperative-acquired incidence of 1.9 %, accounting for 38 % of all hospital-acquired PI. In the 24-months following implementation of the bundle the hospital has maintained a perioperative-acquired PI incidence of 0 % (p = .0001). This quality improvement report demonstrates how the implementation of standardized risk assessment and application of evidence-based interventions was cost effective and significantly reduced PI acquired in perioperative care.

Testing and Evaluation of Health Care Applications of Large Language Models

Large language models (LLMs) can assist in various health care activities, but current evaluation approaches may not adequately identify the most useful application areas. To summarize existing evaluations of LLMs in health care in terms of 5 components: (1) evaluation data type, (2) health care task, (3) natural language processing (NLP) and natural language understanding (NLU) tasks, (4) dimension of evaluation, and (5) medical specialty. A systematic search of PubMed and Web of Science was performed for studies published between January 1, 2022, and February 19, 2024. Studies evaluating 1 or more LLMs in health care. Three independent reviewers categorized studies via keyword searches based on the data used, the health care tasks, the NLP and NLU tasks, the dimensions of evaluation, and the medical specialty. Of 519 studies reviewed, published between January 1, 2022, and February 19, 2024, only 5% used real patient care data for LLM evaluation. The most common health care tasks were assessing medical knowledge such as answering medical licensing examination questions (44.5%) and making diagnoses (19.5%). Administrative tasks such as assigning billing codes (0.2%) and writing prescriptions (0.2%) were less studied. For NLP and NLU tasks, most studies focused on question answering (84.2%), while tasks such as summarization (8.9%) and conversational dialogue (3.3%) were infrequent. Almost all studies (95.4%) used accuracy as the primary dimension of evaluation; fairness, bias, and toxicity (15.8%), deployment considerations (4.6%), and calibration and uncertainty (1.2%) were infrequently measured. Finally, in terms of medical specialty area, most studies were in generic health care applications (25.6%), internal medicine (16.4%), surgery (11.4%), and ophthalmology (6.9%), with nuclear medicine (0.6%), physical medicine (0.4%), and medical genetics (0.2%) being the least represented. Existing evaluations of LLMs mostly focus on accuracy of question answering for medical examinations, without consideration of real patient care data. Dimensions such as fairness, bias, and toxicity and deployment considerations received limited attention. Future evaluations should adopt standardized applications and metrics, use clinical data, and broaden focus to include a wider range of tasks and specialties.

The effect of three different nonpharmacological methods on cannulation success during peripheral intravenous catheter placement in the emergency unit: a randomized controlled trial

BackgroundPeripheral intravenous catheterization is frequently performed in emergency units, but it is a procedure which is difficult for healthcare professionals and painful for patients. The primary objective of the present study was to examine the effect on venous dilation, procedure duration and pain severity of local heat, cold and vibration applications performed on the intervention area before peripheral intravenous catheterization in adults. The second objective of the study was to examine the effects of age and gender variables on the participants’ pain intensity levels.MethodsA single-blinded randomized controlled trial. The study included 120 adults who were randomly selected between March and August 2023. One application group (n = 30) received local heat application, one group (n = 30) received local cold application, and one (n = 30) received local vibration using the Buzzy® device. The applications, to the site of the peripheral intravenous catheterization, lasted one minute. The control group (n = 30) received standard peripheral intravenous catheterization application. The groups’ vein dilation was assessed with the vein assessment scale, pain felt during catheterization with the visual analog scale, and the duration of the procedure with a chronometer.ResultsIt was found that the venous dilation of the cold application group was significantly higher (p = 0.010, p = 0.015 respectively) and procedure duration was shorter (p = 0.013, p < 0.001 respectively) than that of the heat and vibration application groups, and its pain severity was significantly lower (p = 0.002, p = 0.001 and p = 0.001 respectively) than that of the control group and the heat and vibration application groups.ConclusionsIt was determined that local cold application for one minute to the area of peripheral intravenous catheterization increased venous dilation, shortened application time, and reduced pain.Trial registrationClinicalTrials.gov ID NCT06378424, retrospectively registered 20/04/2024.

Exploring operating room staff engagement in the planning and design of the built environment in Australia: Development of a constructivist grounded theory.

This study aimed to explore Australian health professionals' perceptions and experiences regarding built environment planning for operating rooms. We conducted semi-structured interviews and a focus group using exploratory qualitative methods, involving 16 participants: anaesthetists, surgeons, nurses, theatre technicians and designers of operating rooms. Four core concerns of participants were analysed: Engagement, Respect & Collaboration; Foreseeing & Responding to Safety Concerns; Enhancing Design Planning to Minimise Internal & External Consequences; and Ambiguous Application of Standards in Operating Room Design Planning. Health professionals highlighted safety impacts related to patients and staff due to the built environment and emphasised the need for improved engagement, respect and collaboration in design processes. Consideration needs to be given to the lived experiences of health professionals in design planning to address safety concerns effectively. Hierarchies and cultural factors were identified as barriers to inclusive design processes.

МЕТОДИ ОБЛІКУ З МЕТОЮ СКЛАДАННЯ ФІНАНСОВОЇ ЗВІТНОСТІ: НАЦІОНАЛЬНИЙ ТА МІЖНАРОДНИЙ АСПЕКТИ

The article examines accounting methods for the purpose of financial reporting using the example of national and global application of rules and standards. General research methods were used: analysis, synthesis, comparison and grouping, schematic display of results. The research methodology takes into account a generalization of domestic and foreign features of accounting methods and methods for preparing financial statements, scientific analysis of standards of accounting methods, fundamental provisions of economic theory, accounting and reporting. A comparison of accounting approaches according to NP(S)BU 1 "General Requirements for Financial Reporting" and International Financial Reporting Standards IAS 1 "Presentation of Financial Statements" was carried out to assess the state of national accounting methods with world practice. Separate measures are proposed to systematize methods for preparing financial statements. The need to take into account the characteristics and essence of individual species using the modeling method is substantiated, which will allow generating reporting in conditions close to international standards. The results of the study can be useful for further approximation of the conditions and features of the application of accounting and reporting methods according to national to international standards. The study analyzed and summarized the state of regulatory regulation of the application of accounting methods for the preparation of financial statements, taking into account national and international aspects. It has been determined that the accounting method is a system of interrelated methods and techniques for displaying the value of objects. Accounting methods are general scientific and specific, and it is the latter that are the object of regulatory regulation at both the national and international levels. It is noted that national accounting standards should take into account all methods that contribute to the preparation of financial statements close to international standards. For the current state of accounting science and practice, taking into account the achievements of foreign standards of accounting and reporting, the most practical direction of improving methods is the use of the modeling method. The issues of accounting and reporting need further study through the prism of the elements of the accounting method reflected in the accounting policy.

Subsidiary strategy and importance of standards: An institutional development of the integration-responsiveness framework

According to the integration–responsiveness framework, subsidiaries of multinational enterprises (MNEs) are assigned different strategic roles depending on the business environments they operate in. MNEs are classified as multinational, international, transnational, and global firms. Although standards are crucial for both export performance and Foreign Direct Investment, there is no scientific knowledge on how different types of standards interrelate with MNE strategies. Derived from the review of the limited literature on the role of different types of standards for different MNEs subsidiary strategies, we take an institutional theory perspective and position different types of standards within the integration–responsiveness framework. Based on data collected within the German Standardization Panel, cluster analysis is performed confirming that MNEs’ subsidiary strategies can be grouped according to the importance of formal and company standards. While conformity with national formal standards is necessary to meet pressure for local responsiveness, the application of international standards provides firms with access to global markets. Company standards and management system standards are important to transnational firms to achieve efficiency gains and improve bargaining positions. We compare the export intensity of MNEs with different subsidiary strategies to validate our clustering. In addition, different motives for applying different types of standards confirm our conceptual positioning.

Diagnosis and intervention in civil construction pathologies

Civil engineering consistently encounters challenges related to the durability and safety of buildings, making the study of pathological manifestations a critical area of inquiry. These defects not only undermine the functionality, structural integrity, and aesthetic quality of constructions but also pose significant risks to occupant safety. It is imperative to understand the origins and progression of these pathologies to mitigate structural and functional damage. The application of technical standards, while essential, is often inadequate, thereby exacerbating the occurrence of these problems. This research seeks to identify the underlying causes and origins of building pathologies and to propose effective strategies for their prevention and remediation. Through an interdisciplinary methodology, incorporating diverse sources of information such as bibliographic surveys, technical site visits, and data analysis, the study identifies key pathological manifestations in buildings, including fissures, cracks, concrete deterioration, stains, and efflorescence. The research highlights critical contributing factors such as design errors, material defects, execution failures, and insufficient maintenance. The primary aim of this study is to investigate the principal causes of pathologies and pathological manifestations in a building located in the municipality of Nanuque, and to propose preventative and corrective measures. The research methodology is divided into two distinct phases: an extensive literature review to provide a theoretical foundation, enabling the analysis of prior studies on the subject, followed by a case study involving direct on-site assessments to document the identified pathologies. The findings reveal a range of issues, including reinforcement corrosion, concrete segregation, cracks, fissures, and efflorescence. Informed by the literature, the study proposes appropriate interventions to enhance the safety, stability, aesthetics, and comfort of the building's occupants.

Web-based human-robot collaboration digital twin management and control system

Human-robot collaboration presents a promising application in customized production. The utilization of digital twin technology, an advanced form of virtual reality interaction, is pivotal in augmenting the capabilities of human-robot collaboration by enhancing perception and interaction dynamics. Human-robot collaboration digital twins have been proposed to create collaboration strategies, simulate collaborative processes, and guarantee individual safety. Nevertheless, there remain obstacles in the implementation of digital twins within human-robot collaboration. One notable challenge involves developing a user-friendly and easily accessible digital twin management and control system that is well-suited for human-robot collaboration. The human-robot collaboration digital twin is a sophisticated system that encompasses both physical and virtual environments. Effectively managing diverse resources within this system, devising collaboration strategies, and overseeing the collaboration process is essential for the standardized utilization of digital twins in human-robot collaboration. In response to the specific requirements of digital twins in this context, a web-based system has been conceptualized and implemented for managing and controlling human-robot collaboration digital twins. The system is structured based on the browser/server architecture model. Its functional design is implemented through a modular approach. The server-side database management system chosen is MySQL, while the programming and development of the control system are carried out using the Microsoft.Net Framework 4.8 on the Visual Studio 2022 platform. The system’s functional modules are exemplified through a case study on human-robot collaborative assembly. The findings of this study offer insights that can guide the standardized management and application of digital twins within the realm of human-robot collaboration.

The effects of standardized intravenous treprostinil in pulmonary arterial hypertension patients after total cavo-pulmonary connection procedure

ObjectiveTotal cavo-pulmonary connection (TCPC) is a palliative treatment for single ventricular malformations. For high-risk patients (preoperative mean pulmonary arterial pressure, mPAP > 15 mmHg), between the inhaled and oral targeted medications, the application of intravenous treprostinil as a bridge therapy to achieve “seamless” management is core postoperative treatment. This study intends to explore the effect of different administration regimens on early postoperative recovery.MethodsThis was a retrospective cohort study. High-risk pediatric patients (age ≤ 14 years) who underwent TCPC procedure in Fu Wai Hospital from 2015 to 2022 were included. Since the regimen of treprostinil was standardized in our center in 2021, the patients in 2020 and before were included in group 1, patients in 2021 and 2022 were included in group 2. The hemodynamic parameters were compared before and after the maintenance dose of treprostinil. The differences of demographic characteristics, surgical data and postoperative recovery were compared between the two groups.ResultsA total of 51 pediatric patients were included. Group 1 included 35 patients who received treprostinil at 1–3 postoperative days and an average dose of 12 ± 4 ng/(kg·min). Group 2 included 16 patients who received treprostinil within postoperative 1 day and an average dose of 22 ± 7 ng/(kg·min). There were no significant differences between the two groups in terms of age, weight, preoperative percutaneous oxygen saturation and mPAP, heterotaxy syndrome, TCPC procedure type, other concurrent procedure, cardiopulmonary bypass time and aortic cross-clamp proportion (p > 0.05). After 24 h of treprostinil treatment, the mPAP in group 1 reduced from 17 ± 3 mmHg to 15 ± 2 mmHg (p < 0.001), and in group 2 from 17 ± 2 mmHg to 14 ± 2 mmHg (p < 0.001), with no difference between groups. In the postoperative recovery, patients in Group 2 exhibited a reduced duration of mechanical ventilation, 19 (11, 25) hours vs 69 (23, 189) hours, p = 0.001; a shorter stay in the ICU, 8 (6, 12) days vs 16 (9,26) days, p = 0.006; and a shorter postoperative length of stay, 27 (17,55) days vs 39 (29,58) days, p = 0.032. Patients in Group 2 also exhibited a lower incidence of thromboembolic events, 0 (0/26) vs 26% (9/35), p = 0.043; and the need for renal replacement therapy, 0 (0/26) vs 31% (11/35), p = 0.011.ConclusionTreprostinil reduces pulmonary artery pressure after TCPC procedure. The standardized application of treprostinil may improve the postoperative recovery which should be proven by randomized controlled trials or matched cohort studies in the future.

Ultrasound transducer disinfection for percutaneous procedures: A review of the evidence supporting guideline recommendations

AbstractIntroduction/PurposeThere are varying international recommendations regarding the minimum level of disinfection required for ultrasound transducers used in percutaneous procedures. While some guidelines recommend high‐level disinfection (HLD), others question the additional benefit this delivers over low‐level disinfection (LLD).MethodsThis narrative review identifies current guidelines and evaluates the evidence used to support disinfection recommendations for ultrasound transducers used in percutaneous procedures. Thirteen guidelines were identified using a search encompassing PubMed, Embase, Scopus and Google from 1st January 2013 to 31st January 2024.ResultsNo guidelines were supported by high‐quality evidence, instead, guidelines relied upon: expert opinion through the application of national standards and infection control principles; consideration of recommendations from other published guidelines; and the incidence of infection from retrospective studies. Guidelines were uniformly supportive of using ultrasound transducer covers and sterile ultrasound gel during ultrasound‐guided percutaneous procedures. However, the minimum recommended disinfection level was varied with seven guidelines recommending HLD, four LLD and two not specifying a level. Spaulding's classification was commonly used to support disinfection recommendations, however, the resultant wide variation in classification and subsequent recommendations suggest that its utility in accurately determining the minimum level of disinfection in this specific context is low.ConclusionWithout high‐level evidence, using a risk‐based assessment will likely remain fundamental to future guideline recommendations in determining the minimum disinfection level for an ultrasound transducer used in percutaneous procedures. This risk assessment must include the highest level of evidence available in addition to acknowledging the contribution of all steps taken to prevent infection during ultrasound‐guided percutaneous procedures.

The impact of internal audit system on performance: evidence from emerging markets

This paper examines the impact of internal audit (IA) practices on the performance of commercial banks. Six factors were investigated, including the application of international IA standards, the independence and objectivity of the IA, the quality and professionalism of IA members, gender diversity within the IA department, the size and frequency of meetings, and management support for IA. Using questionnaires, data were collected from 34 commercial banks in five Arab countries: Saudi Arabia, Yemen, Sudan, Somalia, and Djibouti. Structural equation modeling (SEM) was performed using SmartPLS 3.3.3. The results demonstrate the significant and direct influence of the examined factors on the performance of commercial banks, except for the professional competence of internal auditors. Additionally, the study reveals that the performance of internal auditors, as a mediating variable, does not significantly affect the relationship between the internal audit system (IAS) and bank performance. This paper makes a significant contribution to the field of auditing as it is the first study to examine IA in Arab countries using multiple factors. The findings of this study can be utilized by regulators, such as the Institute of Internal Auditors (IIA), bank owners and managers, government agencies, and central banks.

Upgrading of Quality Control for Herbal Medicine Use in South Korea by Introducing an Accreditation System: a brief report.

This study aimed to present a government-led accreditation system for upgrading the quality control of herbal medicine by introducing the process and evaluation standard of external herbal dispensaries (EHDs) of traditional Korean medicine (TKM) clinics in South Korea 2018 to refer to other countries where herbal medicine were used similarly in Korea. We organized an EHD accreditation committee for the establishment of an accreditation system. The committee consisted of 9 experts an official of the Ministry of Health and Welfare (MoHW), a professor expert of TKM, a good manufacturing practice expert, a hazard analysis and critical control point expert, and an accreditation system expert. After 3 meetings, a draft of the evaluation standard and evaluation system was established in 2017. Based on the draft, a pilot test was conducted to determine the applicability of the evaluation standards in 2017. Two additional meeting was held to confirm the accreditation standards and was finalized in 2018. The evaluation standard for EHDs was developed. In the case of herbal medicine EHDs, the evaluation standard consisted of 9 evaluation categories, 25 evaluation parts, and 81 evaluation items were developed. The results of the evaluation of the pilot tests are as follows, and the results show that there is a deviation between the EHDs. As a world's first, Korea MoHW successfully launched the accreditation system for upgrading the quality control system of herbal medicine not approved by Korea's Ministry of Food and Drug Safety in 2018. Our report hope to provide a good reference to other countries where having similar herbal medicine system in South Korea hoping to make better quality control of herbal medicines.

ANALYSIS OF DATA JOURNALISM IMPLEMENTATION: CHALLENGES AND OPPORTUNITIES IN MODERN MEDIA

Data journalism has transformed the way media reports news, shifting from reliance on sources' opinions to a data-driven approach. In today's information era, this method is essential for enlightening the public. Technological advancements have made it easier for journalists to implement data journalism, but they also present challenges, such as limited access to data and a lack of analytical skills among journalists. This research analyzes the application of data journalism in various media organizations, identifying challenges and uncovering opportunities. The methods used include interviews with journalists, academics, and ethics experts. The findings indicate significant challenges, but also opportunities to enhance news quality, public trust, and reader engagement. The research recommends the need for intensive training in data analysis and the application of strict ethical standards. Thus, data journalism can be an effective tool in addressing challenges in the digital era and contributing positively to media development.

Problems in the application of Russian accounting standards

The article analyzes the problems of applying Russian accounting standards, among the main ones — the discrepancy with international financial reporting standards, identifies common problems of applying Russian and international standards, consisting in the pathology of the genesis and development of Russian standards, due to the heredity of pathologies of international financial reporting standards.

Research on the Regulatory Path of Generative Artificial Intelligence in Judicial Decision-Making

With the rapid development of generative Artificial Intelligence (AI) technology, its potential applications in the field of judicial decision-making are becoming increasingly apparent. This paper explores the current state of generative AI in judicial rulings, highlighting its advantages and challenges, and analyzes the corresponding regulatory needs. By constructing a theoretical framework, the paper proposes regulatory paths suitable for this field, including the establishment of a legal framework, the design of regulatory mechanisms, and the promotion of social participation. Through the study of relevant domestic and international cases, this paper aims to provide theoretical support and practical guidance for the standardized application of generative AI, thereby promoting its safe and efficient development in the judicial domain.