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1.
BMC Med Educ ; 24(1): 366, 2024 Apr 03.
Artigo em Inglês | MEDLINE | ID: mdl-38570778

RESUMO

BACKGROUND: As an important medical personnel training system in China, standardized residency training plays an important role in enriching residents' clinical experience, improving their ability to communicate with patients and their clinical expertise. The difficulty of teaching neurology lies in the fact that there are many types of diseases, complicated conditions, and strong specialisation, which puts higher requirements on residents' independent learning ability, the cultivation of critical thinking, and the learning effect. Based on the concept of ADDIE (Analysis-Design-Development-Implementation-Evaluation), this study combines the theory and clinical practice of flipped classroom teaching method to evaluate the teaching effect, so as to provide a basis and reference for the implementation of flipped classroom in the future of neurology residency training teaching. METHODS: The participants of the study were 90 neurology residents in standardised training in our hospital in the classes of 2019 and 2020. A total of 90 residents were divided into a control group and an observation group of 45 cases each using the random number table method. The control group used traditional teaching methods, including problem based learning (PBL), case-based learning (CBL), and lecture-based learning (LBL). The observation group adopted the flipped classroom teaching method based on the ADDIE teaching concept. A unified assessment of the learning outcomes of the residents was conducted before they left the department in the fourth week, including the assessment of theoretical and skill knowledge, the assessment of independent learning ability, the assessment of critical thinking ability, and the assessment of clinical practice ability. Finally, the overall quality of teaching was assessed. RESULTS: The theoretical and clinical skills assessment scores achieved by the observation group were significantly higher than those of the control group, and the results were statistically significant (P < 0.001). The scores of independent learning ability and critical thinking ability of the observation group were better than those of the control group, showing statistically significant differences (P < 0.001). The observation group was better than the control group in all indicators in terms of Mini-Cex score (P < 0.05). In addition, the observation group had better teaching quality compared to the control group (P < 0.001). CONCLUSION: Based on the concept of ADDIE combined with flipped classroom teaching method can effectively improve the teaching effect of standardized training of neurology residents, and had a positive effect on the improvement of residents' autonomous learning ability, critical thinking ability, theoretical knowledge and clinical comprehensive ability.


Assuntos
Internato e Residência , Aprendizagem Baseada em Problemas , Humanos , Inquéritos e Questionários , Aprendizagem Baseada em Problemas/métodos , Aprendizagem , Pensamento , Ensino
2.
CBE Life Sci Educ ; 23(2): ar19, 2024 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-38640405

RESUMO

Scientific practices are the skills used to develop scientific knowledge and are essential for careers in science. Despite calls from education and government agencies to cultivate scientific practices, there remains little evidence of how often students are asked to apply them in undergraduate courses. We analyzed exams from biology courses at 100 institutions across the United States and found that only 7% of exam questions addressed a scientific practice and that 32% of biology exams did not test any scientific practices. The low occurrence of scientific practices on exams signals that undergraduate courses may not be integrating foundational scientific skills throughout their curriculum in the manner envisioned by recent national frameworks. Although there were few scientific practices overall, their close association with higher-order cognitive skills suggests that scientific practices represent a primary means to help students develop critical thinking skills and highlights the importance of incorporating a greater degree of scientific practices into undergraduate lecture courses and exams.


Assuntos
Estudantes , Pensamento , Humanos , Currículo , Biologia/educação
5.
PLoS One ; 19(4): e0297850, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38625848

RESUMO

Power can increase overconfidence and illusory thinking. We investigated whether power is also related to the illusion of explanatory depth (IOED), people's tendency to think they understand the world in more detail, coherence, and depth than they actually do. Abstract thinking was reported as a reason for the IOED, and according to the social distance theory of power, power increases abstract thinking. We linked these literatures and tested construal style as a mediator. Further, predispositions can moderate effects of power and we considered narcissism as a candidate because narcissism leads to overconfidence and may thus increase the IOED especially in combination with high power. In three preregistered studies (total N = 607), we manipulated power or measured feelings of power. We found evidence for the IOED (regarding explanatory knowledge about devices). Power led to general overconfidence but had only a small impact on the IOED. Power and narcissism had a small interactive effect on the IOED. Meta-analytical techniques suggest that previous findings on the construal-style-IOED link show only weak evidential value. Implications refer to research on management, power, and overconfidence.


Assuntos
Ilusões , Humanos , Cognição , Pensamento , Emoções , Inquéritos e Questionários
6.
JAMA ; 331(13): 1075-1076, 2024 04 02.
Artigo em Inglês | MEDLINE | ID: mdl-38563845

RESUMO

This Arts and Medicine feature reviews the clinical and neurophysiologic features of earworms, music fragments heard in the mind that repeat over and over as if jammed in playback mode.


Assuntos
Música , Pensamento
7.
J Oral Maxillofac Surg ; 82(4): 381-382, 2024 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-38565281

Assuntos
Pensamento , Humanos
8.
Cogn Sci ; 48(3): e13426, 2024 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-38528803

RESUMO

How do people evaluate causal relationships? Do they just consider what actually happened, or do they also consider what could have counterfactually happened? Using eye tracking and Gaussian process modeling, we investigated how people mentally simulated past events to judge what caused the outcomes to occur. Participants played a virtual ball-shooting game and then-while looking at a blank screen-mentally simulated (a) what actually happened, (b) what counterfactually could have happened, or (c) what caused the outcome to happen. Our findings showed that participants moved their eyes in patterns consistent with the actual or counterfactual events that they mentally simulated. When simulating what caused the outcome to occur, participants moved their eyes consistent with simulations of counterfactual possibilities. These results favor counterfactual theories of causal reasoning, demonstrate how eye movements can reflect simulation during this reasoning and provide a novel approach for investigating retrospective causal reasoning and counterfactual thinking.


Assuntos
Julgamento , Pensamento , Humanos , Tecnologia de Rastreamento Ocular , Estudos Retrospectivos , Resolução de Problemas
9.
West J Nurs Res ; 46(5): 381-388, 2024 May.
Artigo em Inglês | MEDLINE | ID: mdl-38494696

RESUMO

BACKGROUND: The COVID-19 pandemic may have inhibited the development of critical thinking and emotional intelligence of nursing students due to the transition from traditional to online learning environments. OBJECTIVE: The objective was to evaluate the development of critical thinking, emotional intelligence, and the perceived learning environment of nursing students during the pandemic from their first to second year. METHODS: This was a longitudinal study of 82 nursing students from 2 universities in Greece. We measured critical thinking disposition, emotional intelligence, and the students' perceptions of the learning environment in 2 phases, separated by a 10 month interval, before and during the pandemic. RESULTS: Students had moderate-to-high critical thinking and emotional intelligence and perceived the learning environment as more positive than negative in both phases. However, there were no statistically significant changes between phases in critical thinking disposition (mean score 44.3 vs 45.1, p = .224) and emotional intelligence (mean score 5.05 vs 5.06, p = .950) between the 2 phases. Nevertheless, students rated the online learning environment (phase 2) higher than the traditional (mean score 137.8 vs 132.2, p = .005). CONCLUSIONS: Critical thinking and emotional intelligence did not change, but students favored the online learning environment over the traditional. These findings suggest that nurse educators persevered, adapted, and maintained the quality of the learning environment despite the pandemic. Moreover, the utilization of an online learning environment may have led to enhanced enjoyment and engagement for students, which could potentially result in improved learning outcomes.


Assuntos
Bacharelado em Enfermagem , Estudantes de Enfermagem , Humanos , Estudantes de Enfermagem/psicologia , Estudos Longitudinais , Pandemias , Inteligência Emocional , Pensamento
10.
BMC Psychol ; 12(1): 144, 2024 Mar 13.
Artigo em Inglês | MEDLINE | ID: mdl-38481260

RESUMO

PURPOSE: Universities are constantly searching for best practices to promote sustainability when it comes to educating students of the English language. Although this area of study has recently gained the attention of scholars around the world there is still a need to explore it from various perspectives. OBJECTIVE: This study aims to comprehensively investigate the impact of digital immersive technology on the education of English language students, specifically focusing on its potential to promote critical thinking and self-directed learning for achieving sustainability in education through teamwork. The research will assess the influence of digital immersive experiences on enhancing learning outcomes, examining their role in fostering critical thinking skills and encouraging self-directed learning practices. Additionally, the study explores the collaborative aspects of digital immersive technology, evaluating its contribution to teamwork among students. METHODOLOGY: The objective was achieved by using a survey questionnaire to collect data from 304 registered students in various universities in Beijing. Data analysis was conducted by applying Mplus 7.0 software. FINDINGS: The findings revealed that the use of digital immersive technology was pivotal for achieving sustainable education both directly and indirectly to an extent. In addition, team working moderated all the respective paths except the path involving the use of digital immersive technology and critical thinking. IMPLICATIONS: These results generated implications for teachers and policymakers to promote and facilitate the use of digital technology for teaching the English language to students, encouraging them to develop critical skills and self-directed learning strategies. The study also offered guidance and deeper understanding for researchers to address the concerns linked to the use of digital technology and sustainable education particularly in their future endeavors.


Assuntos
Competência Clínica , Tecnologia Digital , Humanos , Estudantes , Pensamento , Idioma
11.
BMC Med Educ ; 24(1): 270, 2024 Mar 12.
Artigo em Inglês | MEDLINE | ID: mdl-38475788

RESUMO

BACKGROUND: The cognitive skills underlying critical thinking include analysis, interpretation, evaluation, explanation, inference, and self-regulation. The study aims to consider the possibility and effectiveness of introducing the mobile game Lumosity: Brain Training into the learning process of first-year Philology students studying at Qiqihar University. METHODS: The sample included 30 volunteers: 15 girls and 15 boys, whose average age was 18.4 years. Before the experiment start, the respondents took a pre-test based on the Critical Thinking Skills Success methodology, which was developed by the American scientist Starkey. It was stated that intensive one-month training with the use of the Lumosity premium application in the classroom would improve critical thinking skills. RESULTS: The pre-test results showed that some respondents had had quite good critical thinking skills before the experiment as the average score was 22.13 out of 30 points. The effectiveness was evaluated using the Student's t-test for paired samples. It is established that there are significant differences between standard and empirical values (p = 0.012). CONCLUSIONS: The research can be of interest to those who study the issue of integrating an interactive learning environment into university and student programs, as well as those who consider critical thinking as a field of scientific knowledge and seek to develop critical thinking skills. The novelty of the study is the fact that students were allowed to use the app only during classes, but the research hypothesis was confirmed. This indicates that an interactive learning environment can be considered as a tool for developing students' critical thinking skills in the context of limited screen time.


Assuntos
Aplicativos Móveis , Treinamento por Simulação , Estudantes de Enfermagem , Jogos de Vídeo , Masculino , Feminino , Humanos , Adolescente , Pensamento , Estudantes , Treinamento por Simulação/métodos , Estudantes de Enfermagem/psicologia
12.
BMC Med Educ ; 24(1): 307, 2024 Mar 19.
Artigo em Inglês | MEDLINE | ID: mdl-38504217

RESUMO

BACKGROUND: Education in the modern world of health needs diverse methods of learning and teaching. The traditional education model has limited capacity for developing abilities such as critical thinking, problem-solving, and reasoning skills. Therefore, improving the quality of teaching-learning processes requires implementing educational innovations in the classroom and evaluating them. This study aimed to determine the impact of the debate teaching method on improving the abilities of general dentistry doctoral students. METHODS: The research was a semi-experimental study with pre-tests and post-tests to measure the knowledge and abilities of students. The study included 60 dental students who completed the fall 2022 session of the Community Oral Health (COH) 2 practical course. This course, one of three practical components within the Community Oral Health curriculum, aligns with the educational framework of general dentistry. Challenging topics on which there is no consensus in dentistry were chosen for the debate. The descriptive statistics indicators include an independent t-test and variance analysis test with a significance level of 5%. Were used to analyze the data. RESULTS: The results of the study showed that the average total knowledge (P < 0.001), 'perception of critical thinking skills (P < 0.001), expression power (P < 0.001), reasoning skills (P = 0.003), interpretation and Information analysis power (P < 0.001), the ability to find and use scientific databases (P < 0.001) and the ability to analyze and evaluate evidence (P < 0.001) increased significantly after intervention in students. 95% of students agreed/strongly agreed that this method enhances their ability to answer people's questions. From an instructor's point of view, students had 93.1% of the ability to reason and analyze information after intervention and 88.5% of the ability to think critically. CONCLUSION: The results of the study showed that the use of debate in the classroom is an effective way to present content. The process of evaluating data-driven arguments promotes higher-level cognitive skills and teaches students about the knowledge base and the use of scientific databases. TRIAL REGISTRATION: Registration date: 21/11/2022, Registration number: IRCT20141128020129N3.


Assuntos
Currículo , Aprendizagem , Humanos , Estudantes , Pensamento , Odontologia , Aprendizagem Baseada em Problemas
13.
Sci Rep ; 14(1): 6554, 2024 03 19.
Artigo em Inglês | MEDLINE | ID: mdl-38503786

RESUMO

The integrated model of rumination argues that two trait factors-negative thinking habits and processing modes-get people stuck in maladaptive rumination. There is little evidence showing whether these factors influence the daily dynamic associations between rumination and negative moods. To address this, in this study, we conducted an experience-sampling method on Japanese university students. We recruited 92 Japanese university students and assessed their daily rumination and negative affect (NA) eight times a day for seven days. We examined the effects of habits and processing modes on the dynamic associations between rumination and negative moods using dynamic structural equation modeling. We found that individuals were more likely to ruminate when they experienced NA. However, contrary to previous findings, this study's participants did not experience NA after engaging in rumination. Moreover, we did not detect any significant trait factor effect on these dynamic associations. Our findings imply that individuals are more likely to engage in rumination after experiencing NA, but the reverse association, particularly the autoregression of rumination, may not be maintained in natural daily life. Furthermore, negative thinking habits and processing modes may not influence the daily dynamic associations between rumination and NA among Japanese university students.


Assuntos
Afeto , Pensamento , Humanos , Japão , Universidades , Hábitos , Estudantes
14.
Am Psychol ; 79(2): 182-184, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38483529

RESUMO

Wilcox (2024) and Boswell (2024) make a number of important observations about facilitating process sensitivity training, and here, we respond to those suggestions. We postulate that cultivating process sensitivity is complementary, not antithetical, to traditional training in viewing therapy from a theoretical lens, and thus, can serve to enhance, rather than replace one's existing psychotherapy skills. Moreover, we argue that seeing the impact of process adjustments in real time can be a significant motivator for training in process sensitivity since the benefits are more immediately obvious. We further argue that the field can be more thoughtful about the use of simulations in training and the emerging interactive training platforms using video stimuli, since they facilitate exposure to clinical situations in a safe manner. Finally, while learning to identify process markers can play a valuable role in optimizing the timing of interventions, we argue that this pales in comparison to the value of process sensitization as a means of attending to outcome information in the moment ("little outcome"). If successful, this opens up the possibility of developing expertise in psychotherapy, which hitherto was considered not possible. However, these propositions require rigorous testing in studies on training and supervision. (PsycInfo Database Record (c) 2024 APA, all rights reserved).


Assuntos
Aprendizagem , Psicoterapia , Pensamento
15.
BMC Psychol ; 12(1): 148, 2024 Mar 14.
Artigo em Inglês | MEDLINE | ID: mdl-38486343

RESUMO

This study investigates the impact of Philosophy-Based Language Teaching (PBLT) on the critical thinking skills and learner engagement of English as a Foreign Language (EFL) students. A concurrent mixed-methods approach, including semi-structured interviews, document analysis, and academic achievement tests, was employed with an experimental group (EG) exposed to PBLT and a control group (CG) receiving traditional instruction. The results reveal a substantial positive effect of PBLT on the critical thinking abilities of EFL learners, as evidenced by thematic analyses of interviews and document content. Themes include heightened critical thinking awareness, collaborative knowledge construction, and increased learner engagement. Academic achievement tests further demonstrate significant improvement in the experimental group's performance. A comparison with existing literature underscores the novelty of our mixed-methods approach. Implications for language teachers, materials developers, syllabus designers, and policy-makers are discussed, highlighting the potential of PBLT in cultivating critical thinking and learner engagement.


Assuntos
Sucesso Acadêmico , Humanos , Idioma , Estudantes , Filosofia , Pensamento
16.
Psiquiatr. biol. (Internet) ; 31(1): [100438], ene.-mar 2024.
Artigo em Espanhol | IBECS | ID: ibc-231630

RESUMO

La adecuada comprensión de un término psicopatológico requiere, no solo del conocimiento de la alteración descrita, sino también de los contextos y conceptos a partir de los cuales fue acuñado y de la transformación de los mismos a lo largo del tiempo. En el caso del trastorno formal del pensamiento se describe su evolución desde su incorporación a la psicopatología con fines puramente descriptivos y asociado a la influencia del asociacionismo y a la idea de una dependencia directa entre pensamiento y lenguaje hasta la actualidad, en que el uso de herramientas computacionales y de hipótesis provenientes de la lingüística han promovido su uso como instrumento diagnóstico y marcador pronóstico, al tiempo que ha significado la incorporación de nueva terminología. (AU)


Properly understanding a psychopathological term requires knowledge of the disorder described, the contexts and concepts from which it was coined, and its modification over time. In the case of formal thought disorder, we describe its evolution from its incorporation into psychopathology for purely descriptive purposes and associated with the influence of associationism and the idea of a direct dependence between thought and language to the present day, in which the use of computational tools and hypotheses from linguistics have promoted its use as a diagnostic tool and prognostic marker, while simultaneously leading to the incorporation of new terminology. (AU)


Assuntos
Humanos , História do Século XIX , História do Século XX , História do Século XXI , Pensamento , Psicopatologia/história , Psicopatologia/tendências , Desenvolvimento da Linguagem , Cognição , Estudos Observacionais como Assunto/história , Terminologia como Assunto , Diagnóstico por Computador , Esquizofrenia , Linguística
17.
Span. j. psychol ; 27: e7, Feb.-Mar. 2024. tab, graf
Artigo em Inglês | IBECS | ID: ibc-231641

RESUMO

Across three studies, we explored the link between an abstract mindset and subjective well-being (SWB) in participants with real and/or perceived financial scarcity. In Studies 1 and 2, samples presented real objective financial vulnerability: Adolescents from lower-middle income districts (Study 1; N = 256), and adults without higher education and with very low incomes (Study 2; N = 210). In Studies 1 and 2 participants completed a survey including measures of thinking style and SWB. In Studies 2 and 3 perception of financial difficulty and SWB were also measured. Study 3 (N = 161) used a sample of university students and employed an experimental design manipulating participants’ thinking style (i.e., concrete versus abstract mindset conditions); additionally, all participants were induced to perceive financial scarcity. Correlations revealed a significant and positive relationship between an abstract thinking style and SWB (Studies 1 and 2). Thus, these results showed that a relatively more abstract thinking style was associated with greater life satisfaction. In Studies 2 and 3 mediation analyses indicated that adults who presented a more abstract thinking style, perceived lower financial difficulties and then reported greater SWB. Overall, given that an abstract thinking style can be induced, these results offer a new intervention approach for improving the SWB of people living in situations of financial scarcity. (AU)


Assuntos
Humanos , Masculino , Feminino , Adolescente , Adulto Jovem , Adulto , Pessoa de Meia-Idade , Pensamento , Otimismo/psicologia , Pessimismo/psicologia , Satisfação Pessoal , Percepção , /psicologia
18.
BMC Med Educ ; 24(1): 340, 2024 Mar 26.
Artigo em Inglês | MEDLINE | ID: mdl-38532375

RESUMO

BACKGROUND: Assessment ability lies at the core of midwives' capacity to judge and treat clinical problems effectively. Influenced by the traditional teaching method of "teacher-led and content-based", that teachers involve imparting a large amount of knowledge to students and students lack active thinking and active practice, the clinical assessment ability of midwifery students in China is mostly at a medium or low level. Improving clinical assessment ability of midwifery students, especially critical thinking, is highly important in practical midwifery education. Therefore, we implemented a new teaching program, "typical case discussion and scenario simulation", in the Midwifery Health Assessment course. Guided by typical cases, students were organized to actively participate in typical case discussions and to promote active thinking and were encouraged to practice actively through scenario simulation. In this study, we aimed to evaluate the effect of this strategy on the critical thinking ability of midwifery students. METHOD: A total of 104 midwifery students in grades 16-19 at the West China School of Nursing, Sichuan University, were included as participants through convenience sampling. All the students completed the Midwifery Health Assessment course in the third year of university. Students in grades 16 and 17 were assigned to the control group, which received routine teaching in the Midwifery Health Assessment, while students in grades 18 and 19 were assigned to the experimental group, for which the "typical case discussion and scenario simulation" teaching mode was employed. The Critical Thinking Disposition Inventory-Chinese Version (CTDI-CV) and Midwifery Health Assessment Course Satisfaction Questionnaire were administered after the intervention. RESULTS: After the intervention, the critical thinking ability of the experimental group was greater than that of the control group (284.81 ± 27.98 and 300.94 ± 31.67, p = 0.008). Furthermore, the experimental group exhibited higher scores on the four dimensions of Open-Mindedness (40.56 ± 5.60 and 43.59 ± 4.90, p = 0.005), Analyticity (42.83 ± 5.17 and 45.42 ± 5.72, p = 0.020), Systematicity (38.79 ± 4.70 and 41.88 ± 6.11, p = 0.006), and Critical Thinking Self-Confidence (41.35 ± 5.92 and 43.83 ± 5.89, p = 0.039) than did the control group. The course satisfaction exhibited by the experimental group was greater than that exhibited by the control group (84.81 ± 8.49 and 90.19 ± 8.41, p = 0.002). CONCLUSION: The "typical case discussion and scenario simulation" class mode can improve the critical thinking ability of midwifery students and enhance their curriculum satisfaction. This approach carries a certain degree of promotional significance in medical education.


Assuntos
Tocologia , Estudantes de Enfermagem , Humanos , Gravidez , Feminino , Tocologia/educação , Currículo , Pensamento , China
19.
BMJ Open ; 14(3): e081367, 2024 Mar 21.
Artigo em Inglês | MEDLINE | ID: mdl-38514152

RESUMO

OBJECTIVE: To assess the creative potential of surgeons and surgeon trainees, as measured by divergent thinking. The secondary objectives were to identify factors associated with divergent thinking, assess confidence in creative problem-solving and the perceived effect of surgical training on creative potential, and explore the value of creativity in surgery. DESIGN: We used a mixed-methods design, conducting a survey of divergent thinking ability using a validated questionnaire followed by two semi-structured interviews with top-scoring participants. PARTICIPANTS & SETTING: Surgeons and surgeon trainees in the Department of Surgery at McMaster University. OUTCOMES: The primary outcome was divergent thinking, assessed with the Abbreviated Torrance Test for Adults. Participants also self-assessed their confidence in creative problem-solving and the effect of surgical training on their creative potential. We performed descriptive analyses and multivariable linear regression to identify factors associated with divergent thinking. We conducted a thematic analysis of the interview responses. RESULTS: 82 surgeons and surgeon trainees were surveyed; 43 were junior trainees and 28 were senior trainees. General surgery, orthopaedic surgery and plastic surgery represented 71.9% of the participants. The median participant age was 28 years (range 24-73), 51.2% of whom were female. Participants demonstrated levels of divergent thinking that were higher but not meaningfully different from the adult norm (62.39 (95% CI 61.25, 63.53), p<0.001). While participants scored significantly higher than the average adult on fluency (the ability to produce quantities of ideas) and flexibility (the ability to process information in different ways) (p<0.001 for both), they scored below average on originality (the ability to produce uncommon, new or unique ideas) (p<0.001). Regression analysis identified higher divergent thinking scores among females (estimated ß=-3.58 (95% CI -6.25 to -0.90), p=0.010). CONCLUSIONS: The divergent thinking ability among surgeons and surgeon trainees was not meaningfully different from the adult normative score; however, their ability to generate original ideas was below average.


Assuntos
Cirurgiões , Pensamento , Adulto , Humanos , Feminino , Adulto Jovem , Pessoa de Meia-Idade , Idoso , Masculino , Pensamento/fisiologia , Criatividade , Resolução de Problemas , Canadá
20.
Sci Rep ; 14(1): 5369, 2024 03 04.
Artigo em Inglês | MEDLINE | ID: mdl-38438523

RESUMO

This study utilizes advanced artificial intelligence techniques to analyze the social media behavior of 1358 users on VK, the largest Russian online social networking service. The analysis comprises 753,252 posts and reposts, combined with Big Five personality traits test results, as well as assessments of verbal and fluid intelligence. The objective of this research is to understand the manifestation of psychological attributes in social media users' behavior and determine their implications on user-interaction models. We employ the integrated gradients method to identify the most influential feature groups. The partial dependence plot technique aids in understanding how these features function across varying severity degrees of the predicted trait. To evaluate feature stability within the models, we cluster calculated Shapley values. Our findings suggest that the emotional tone (joy, surprise, anger, fear) of posts significantly influences the prediction of three personality traits: Extraversion, Agreeableness, and Openness to Experience. Additionally, user social engagement metrics (such as friend count, subscribers, likes, views, and comments) correlate directly with the predicted level of Logical thinking. We also observe a trend towards provocative and socially reprehensible content among users with high Neuroticism levels. The theme of religion demonstrates a multidirectional relationship with Consciousness and Agreeableness. Further findings, including an analysis of post frequency and key text characteristics, are also discussed, contributing to our understanding of the complex interplay between social media behavior and psychological traits. The study proposes a transition from the analysis of correlations between psychological (cognitive) traits to the analysis of indicators of behavior in a social network that are significant for diagnostic models of the corresponding traits.


Assuntos
Inteligência Artificial , Cognição , Humanos , Estado de Consciência , Pensamento , Rede Social
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