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Decision-Making in (Bio)ethics: a Preliminary Study Using Mobile Eye Tracking

ABSTRACT

Decision-making is a key dimension in the training of health professionals, as mentioned in the current National Curriculum Guidelines for Medicine Undergraduate Course. Decision-making in the health context involves various aspects, including (bio)ethical elements. Hence, researches to investigate decision-making in (bio)ethics may elucidate steps not completely clarified yet, allowing a more effective building of skills in (bio)ethics, both in undergraduate and postgraduate courses. Therefore, the aim of the present study is to explore the possibilities of using mobile eye tracking while watching feature films, to investigate the role of visual attention in (bio)ethical decision-making.

–Bioethics; –Education; –Decision-making; –Medical Education

RESUMO

A tomada de decisão é uma das dimensões essenciais da formação do profissional da saúde, como mencionado nas atuais Diretrizes Curriculares Nacionais do Curso de Graduação em Medicina. O processo decisório, no âmbito da saúde, envolve diferentes aspectos, incluindo os elementos (bio)éticos. Nesse sentido, pesquisas que investiguem a tomada de decisão em (bio)ética poderão elucidar passos ainda não completamente esclarecidos, permitindo uma construção mais efetiva das competências em (bio)ética, na graduação e na pós-graduação. Diante desta perspectiva, o objetivo deste estudo é explorar possibilidades de uso do Mobile Eye Tracking para o estudo do papel da atenção visual – durante a exibição de filmes de cinema – no processo decisório em (bio)ética.

–Bioética; –Ensino; –Tomada de Decisão; –Educação Médica

INTRODUCTION

The process of training in medicine and in the other professions in the health field has undergone several attempts of change in recent years in the around the world11. Gomes AP, Rego S. Transformação da educação médica: é possível formar um novo médico a partir de mudanças no método de ensino-aprendizagem? Rev. Bras. Educ. Méd. 2011; 35(4):557-566., including Brazil. Efforts have been made by the government and by higher education institutions (HEI) to adjust the professional training of health care workers to the health needs and demands of the Brazilian population22. Albuquerque VS, Gomes AP, Rezende CHA, Sampaio MX, Dias OV, Lugarinho RM. A integração ensino-serviço no contexto dos processos de mudança na formação superior dos profissionais da saúde. Rev. Bras. Educ. Méd. 2008; 32(3):356-362.. Thus, the most frequent changes observed in the reality of HEI are related to (1) the integration of disciplinary curricula – decreasing the dissociation between the basic cycle and the clinic one33. Aguilar da Silva RH, Perim GL, Abdalla IG, Costa NMSC, Lampert JB, Stella RCR. Abordagens pedagógicas e tendências de mudanças nas escolas médicas. Rev. Bras. Educ. Méd. 2009; 33(S1): 53-62. –, (2) diversification of practice – shifting from the tertiary to the secondary level and above all, to the actions in primary health care (PHC)44. Gomes AP, Costa JRB, Junqueira TS, Arcuri MB, Siqueira-Batista R. Atenção primária à saúde e formação médica: entre episteme e práxis. Rev. Bras. Educ. Méd. 2012; 36(4):541-549. –, (3) integration into the Public Health Services in the beginning of the course, in order to decrease the dissociation theory-practice55. Gil CRR, Turini B, Cabrera MAS, Kohatsu M, Orquiza SMC. Interação ensino, serviços e comunidade: desafios e perspectivas de uma experiência de ensino-aprendizagem na atenção básica. Rev. Bras. Educ. Méd. 2008; 32(2):230-239. and, (4) the inclusion of disciplines, axes or modules about concepts related to (bio)ethics and humanities66. Silva RP, Ribeiro VMB. Inovação curricular nos cursos de graduação em Medicina: o ensino da bioética como uma possibilidade. Rev. Bras. Educ Méd. 2009; 33(1):134-143.. Certainly such adjustment proposals in education – like the integration of scenarios and fields of knowledge, as well as the proximity to the reality of daily work – brought the emergence of conflicts and situations of more complex resolution within the scope of health care77. Fernandes EF, Priel MR. O ensino da Bioética e a tomada de decisões: impacto em estudantes de medicina. O Mundo da Saúde 2013; 37(1):9-15.. Moreover, one must recognize that the profile of graduates and health workers –clearly – remains stable in the perpetuation of the habitus characteristic of this field88. Gomes AP, Rego S. Pierre Bourdieu and medical education. Rev. Bras. Educ Méd. 2013; 37(2):260-265. – the biomedical paradigm, with its goods and its evils, incorporated into everyday life, pervading medical practice with a scientism removed from the (bio)ethical and social commitment. Such context makes perception, thinking and the solution to real (bio)ethical dilemmas little practiced and experienced by students, workers and professors – a constant if one analyzes undergraduate courses in medicine and the current medical practice77. Fernandes EF, Priel MR. O ensino da Bioética e a tomada de decisões: impacto em estudantes de medicina. O Mundo da Saúde 2013; 37(1):9-15.. In this sense, it is essential to disseminate the knowledge provided by clinical (bio)ethics99. Ribeiro CDM, Rego S. Bioética clínica: contribuições para a tomada de decisões em unidades de terapia intensiva neonatais. Ciênc. Saúde Coletiva. 2008; 13 (supl. 2):2239-2246. – considering it brings in its core the importance and urgency of discussing ethical implications applied to the care of people by health workers, reflecting about the dilemmas these processes involve1010. Figueiredo AM. Bioética clínica e sua prática. Rev. Bioét (Impr.) 2011; 19(2): 343-58. – since the decision-making will clearly have to be founded on sound theoretical tools to be able to reach the best decision on a given moment. Thus, the aim is to have the decision-making process always supported by (bio)ethical principles – associated in the best possible way with technical provisions – which doubtlessly will be an important point for better addressing the conflicts constantly faced by health professionals77. Fernandes EF, Priel MR. O ensino da Bioética e a tomada de decisões: impacto em estudantes de medicina. O Mundo da Saúde 2013; 37(1):9-15.,99. Ribeiro CDM, Rego S. Bioética clínica: contribuições para a tomada de decisões em unidades de terapia intensiva neonatais. Ciênc. Saúde Coletiva. 2008; 13 (supl. 2):2239-2246.,1111. Zoboli E. Tomada de decisão em bioética clínica: casuística e deliberação moral. Rev. Bioét. 2013; 21(3):389-396.. In this context the decision-making process becomes important in the solution of (bio)ethical problems, and studying it points to new prospective in better training professionals and students. The process depends on several factors, such as, previous experiences, momentary circumstances, a subject’s personality, his/her reflexive process, the chances of debate the school offers, among so many others1212. Netto Cezar PH, Gomes AP, Siqueira-Batista R. O cinema e a educação bioética no Curso de Graduação em Medicina. Rev. Bras. Educ. Méd. 2011; 35(1):93-101.. The sensory organs, especially sight, play another important role in the decision-making process. It is known that a person’s visual attention – related to a specific image – can totally influence his/her choices when it is time to act, and equally, that focusing the attention in different images may lead to different decisions. Certainly such variable composes the breeding ground for decision-making in the context of health care, however, until now little has been achieved in quantifying its importance due to subjectivity and difficulties in analysis1313. Horn RR, Williams AM, Scott MA, Hodges NJ. Visual search and coordination changes in response to video and point-light demonstrations without KR. J Motor Behavior 2015; 37:265-274.,1414. Fortunato-Tavares T. Eye tracking e Fonoaudiologia: teoria e práticas atuais. Rev. Soc. Bras. Fonoaudiol. 2009; 13(4):413-414.,1515. Bourke PA, Duncan J. Effect of template complexity on visual search and dual-task performance. Psychol Sci 2005; 16:208-213..

Currently there are modern systems to track the gaze – called Eye Tracking – which consist of a setup that allows the users to have their point of gaze identified through detection of eye movements. The system enables finding in which elements of a given image the user focused his/her gaze – and for how long – enabling the analysis of visual attention. Thus it becomes possible to control and statistically analyze vision as a component of decision-making1414. Fortunato-Tavares T. Eye tracking e Fonoaudiologia: teoria e práticas atuais. Rev. Soc. Bras. Fonoaudiol. 2009; 13(4):413-414.,1515. Bourke PA, Duncan J. Effect of template complexity on visual search and dual-task performance. Psychol Sci 2005; 16:208-213.,1616. Franco-Watkins AM, Johnson JG. Decision moving window: using interactive eye tracking to examine decision processes. Behavior Research Methods. 2011, September.. The technique has already been used in studies involving the emotional aspects of decision-making. Nikolaev and collaborators thereby revised the most recent research findings about the use of EyeTracking1717. Nikolaev AR, Pannasch S, Ito J, Belopolsky AV. Eye movement-related brain activity during perceptual and cognitive processing. Front. Syst. Neurosci. 2014.. Based on experiments with primates (humans and no humans) the correlation between emotions, point of fixation and saccadic movements1818. Fischer T, Graupner ST, Velichkovsky BM, Pannasch S. Attentional dynamics during free picture viewing: evidence from oculomotor behavior and electrocortical activity. Front. Syst. Neurosci. 2013.,1919. Orsati FT, Mecca T, Schwartzman JS, Macedo EC. Percepção de faces em crianças e adolescentes com Transtorno Invasivo do Desenvolvimento. Paidéia (Ribeirão Preto) 2009; 19(44):349-356., which occur involuntarily in the oculomotor system, has been established. Such movements help to interpret scenes or background images captured by the eyes. Their function is related to the links between all ocular fixations, covering the gaps between visual fragments in order to allow the brain to build a complete stable image2020. Hoffman JE, Subramaniam B. The role of visual attention in saccadic eye movements. Perception & Psychophysics. 1995, 57(6):787-795..

Apropos of the debate on decision-making in clinical (bio)ethics, several authors discuss the relationship between variables involved in critical situations, such as prioritizing care and destination of resources to severely ill patients, or (bio)ethically judging what is beneficial or not to a patient, like in the wish for assisted suicide2121. Rocha DM. A filosofia da medicina de Edmund Pellegrino e os dilemas bioéticos relacionados ao suicídio assistido. Rev. Bioética 2013; 21(1):75-83.,2222. Fortes PAC, Pereira PCA. Priorização de pacientes em emergências médicas: uma análise ética. Rev. Assoc. Med. Bras. 2012; 58(3): 335-340.. There does not seem to be an easy answer to such questions, since they create great discomfort in health professionals concerning the need to decide about the extent and limits of care. Moreover, to ask ourselves about the various contexts in which difficult decisions happen implies to explore several variables, like theoretical and practical knowledge, emotions evoked, care setting, among many others99. Ribeiro CDM, Rego S. Bioética clínica: contribuições para a tomada de decisões em unidades de terapia intensiva neonatais. Ciênc. Saúde Coletiva. 2008; 13 (supl. 2):2239-2246..

Based on these considerations, the objective of the present study is to investigate the possibility of using Mobile Eye Tracking to analyze the correlation between visual attention and motivated (bio)ethic decision-making while watching a feature film.

METHODS

The research was conducted – in March, 2014 – by a team of three physicians and Professors from Medical School in a Brazilian public university, all postgraduates (one MSc, two PhDs ), practicing in general surgery, infectious diseases and public health. The participants were taken to a screening room and after comfortably seated each one received an eye tracking device, the Mobile Eye Tracking- XG (Applied Sciences Laboratories, Bedford, MA, USA). The mobile eye tracking is a mobile device that measures the subject’s point of gaze through a system of cameras mounted on a pair of lightweight glasses2323. Wilson MR, Vine SJ, Wood G. The influence of anxiety on visual attentional control in basketball free throw shooting. Journal of Sport & Exercise Physicology. 2009, 31, 152-168.. The device detects the image of the pupil and cornea, determined by the reflection of a source of infrared light on the surface of the cornea, exhibited in a video image of the eye2323. Wilson MR, Vine SJ, Wood G. The influence of anxiety on visual attentional control in basketball free throw shooting. Journal of Sport & Exercise Physicology. 2009, 31, 152-168.. The equipment performs periodic measurements (each 40 milliseconds), providing the values of the exact point of gaze in each measurement.

After participants put on the glasses, calibration of the eye tracking system was adjusted. In this process an image was projected on the screen showing nine different numbers, each one in a different area of the screen. The subjects were asked to look at a given number so that the computer linked to the device could adjust the calibration between the position of the eye and the point on the screen where the gaze was focused. This process was carried out with the three research participants.

The eye tracking system having been installed and calibrated the research subjects were invited to watch the movie Behind the Sun 2424. Salles W. Abril despedaçado. São Paulo: Vídeofilmes; 2001. 99 min.. The film – launched in 2001 and directed by Walter Salles – tells the story of a man who lives in the northeast region of Brazil and undergoes major dilemmas after his older brother is murdered. The movie was shown on the same screen used to calibrate the devices. As the movie started all eye movements and the pupil diameter of the participants were monitored and stored in the system computer. It was thereby possible to know exactly which part of each scene each participant gazed every fraction of 40 milliseconds of the screening.

The screening was interrupted twice in moments of relevance for the decision-making process – (1) when the patriarch of a family observes an image of significance for the decision of sending the son to kill the man responsible for his brother’s murder; and (2) when the leading actor finds himself in a dilemma: to escape from the family situation or go back home and accept his destiny – moments when an important decision was to be made. The participants were then asked which would be their decision in the same context. A sheet of paper and a pen were offered and each one had five minutes to write an answer. Thus, each participant answered two questions, one after each interruption. After the end of the experiment data obtained were (1) computer data (eye tracking and pupil dilation) and (2) the manuscripts with the answers to the two questions proposed after interrupting the screening.

Descriptive analysis (mean) was performed to check the absolute values of the variables related to the visual search strategies data. Shapiro Wilk test was used for data distribution and One Way ANOVA for statistical inferences. Significance level adopted was p< 0,005. The software used for all tests was SPSS 18.0

The research was approved by the Ethics Committee on Research with Human Beings from the university – Universidade Federal de Viçosa (CAAE no 25353714.8.0000.5153) – Participants received the Informed Consent Form to sign.

RESULTS

The search pattern and visual attention of the three participants were investigated through the analysis of three measures of visual search: (i) number of points of fixation in each decision, (ii) mean duration of fixation (in milliseconds) and (iii) saccadic movements. During the experiment a reading error in the system affected one of the participants, probably due to unintentional intervention of said participant on the device, this led to the impossibility of using data collected from then on. Results for the three above mentioned variables are shown in table 1.

TABLE1
Participants’ search and visual attention patterns during experiment

Participants’ answers for each proposed question are presented in table 2.

TABLE 2
Answers of research participants concerning decision-making during the screening

DISCUSSION

Decision-making is influenced by several variables, some precede the fact in question – the memory of experiencing similar situations, personal convictions, (bio)ethic concepts adopted – while others are directly related to the time of the event – feelings like rage, pity, sadness, and reactions to audio-visual stimuli, concerning which one can emphasize (1) the role of visual search and (2) the influence of visual stimuli in decision-making.

In this context, the use of new technologies, like the mobile eye tracking devices, may contribute to investigate decision-making process in the (bio)ethical field. Such research method is currently a focus of interest for researchers in various fields of knowledge, like behavior, advertise, sports, security2525. Costa M, Simone A, Vignali V, Lantieri C, Bucchi A, Dondi G. Looking behavior for vertical road signs. Transportation Research. 2014.. The increased technical improvement in recent years – with more modern devices – has allowed obtaining a greater amount of information as well as more detailed and reliable data, as presented by Mele and collaborators2626. Mele ML, Federici S. Gaze and eye-tracking solutions for psychological research. Cogn Process. 2012.. Its usage in health sciences however is still not routine. In any case, it is worth mentioning a study which used – simultaneously – the Mobile Eye Tracking and electroencephalogram (EEG) during free observation of scenes; focus activities were observed along with theta and beta waves, adjustment of focus and saccadic movements were correlated with activated cortical areas1818. Fischer T, Graupner ST, Velichkovsky BM, Pannasch S. Attentional dynamics during free picture viewing: evidence from oculomotor behavior and electrocortical activity. Front. Syst. Neurosci. 2013.,1919. Orsati FT, Mecca T, Schwartzman JS, Macedo EC. Percepção de faces em crianças e adolescentes com Transtorno Invasivo do Desenvolvimento. Paidéia (Ribeirão Preto) 2009; 19(44):349-356.. Mobile Eye Tracking has also been used to investigate psychiatric and developmental disorders. Mercadante et al2727. Mercadante MT, Macedo EC, Baptista PM, Paula CS, Schwartzman JS. Saccadic movements using eye-tracking technology in individuals with autism spectrum disorders: pilot study. Arq. Neuro-Psiquiatr. 2006; 64(3a): 559-562. assessed the search and visual focus pattern in autistic patients compared to a group control of healthy subjects, concluding autistic subjects present search and focus patterns of images that in certain aspects configure peculiar social situations. Orsati et al1919. Orsati FT, Mecca T, Schwartzman JS, Macedo EC. Percepção de faces em crianças e adolescentes com Transtorno Invasivo do Desenvolvimento. Paidéia (Ribeirão Preto) 2009; 19(44):349-356. came to the same conclusion, despite the small size of the sample. Data obtained point to the necessity of new studies with a higher number of participants1919. Orsati FT, Mecca T, Schwartzman JS, Macedo EC. Percepção de faces em crianças e adolescentes com Transtorno Invasivo do Desenvolvimento. Paidéia (Ribeirão Preto) 2009; 19(44):349-356.,2727. Mercadante MT, Macedo EC, Baptista PM, Paula CS, Schwartzman JS. Saccadic movements using eye-tracking technology in individuals with autism spectrum disorders: pilot study. Arq. Neuro-Psiquiatr. 2006; 64(3a): 559-562..

Concerning decision-making, Postma et al published a research that demonstrates the use of Mobile Eye in the analysis of vision in decision-making processes. The authors analyzed the behavior of women athletes of ball games faced with the matter of focusing attention for a larger or smaller time in a ball thrown in their direction, to decide if it could be reached or not. The investigation tried to determine if the initial moments would be essential or if it would be necessary to observe the ball either continuously or for a longer time to conclude if it was reachable or not. Despite the study being inconclusive, one envisages the possibility of achieving tangible results with better structured investigations and a higher number of participants being analysed2828. Postma DBW, den Otter AR, Zaal FTJM. Keeping your eyes continuously on the ball while running for catchable and uncatchable fly balls. PLoS One. 201; 9, e92392..

Based on these preliminary investigations the present study may be considered a groundbreaking one, once one acknowledges that the use of the Mobile Eye Tracking for the investigation of matters concerning (bio)ethics is still incipient. Indeed, we aimed to assess the use of eye tracking systems for the investigation of the decision-making process over ethical questions. For this, film excerpts were used – once feature films constitute one of the main pedagogic tools for the debate and teaching of clinical (bio)ethics1212. Netto Cezar PH, Gomes AP, Siqueira-Batista R. O cinema e a educação bioética no Curso de Graduação em Medicina. Rev. Bras. Educ. Méd. 2011; 35(1):93-101.,2929. Dantas AA, Martins CH, Militão MSR. O cinema como instrumento cidático para a abordagem de problemas bioéticos: uma reflexão sobre a eutanásia. Rev Bras Educ Med 2011; 35(1):69-76.,3030. Siqueira-Batista R, Fonseca JO, Bernini AF, Gomes AP. ‘Para ser livre... como o vento’: O ‘Clã das Adagas Voadoras’ e o debate sobre bioética a finitude. Diversitates 2014; 6(2): 1-15.. It must be emphasized that the decision-making process in both moments screening was interrupted though not immediately correlated to contemporary (bio)ethical debate, bears an unequivocal ethical character, in terms of the decision to kill or let live. Indeed, the proposed method was able to identify each research participant’s pattern of visual search and compare it to the decision-making stimulated during the proposed questions. In this context it was possible to observe that all research subjects showed very similar search patterns of visual elements in the movie, both in attention time aimed at each element of the scene and in the quantity of visual focus change during screening, these the two main parameters analyzed. As for the answers to the proposed questions – decision-making – the pattern was also the same among the three participants, which somewhat points to the possibility of correlation between visual search and decision-making.

Certainly, in this preliminary study several limitations prevented from finding sound scientific evidence. Among the main ones, the reduced number of research participants (n=3) can be highlighted; but one must consider, regarding this point, that the objective was to define – preliminarily – a methodology to investigate visual attention in the decision-making process in (bio)ethics.

FINAL CONSIDERATIONS

Future prospects with studies using the Mobile Eye Tracking are indeed likely to clarify the role of vision in decision-making about (bio)ethical matters. Therefore, this study had the merit of preliminarily presenting the method and the prospect that there is much to be explored in this field of knowledge. Thus the intention is to investigate henceforward the technical improvements in the use of the device, as well as to structure research designs that allow to determine with both significant statistical data and the use of artificial intelligence methods3131. Siqueira-Batista R, Gomes AP, Maia PM, Costa IT, Oliveira AP, Cerqueira FR. Modelos de tomada de decisão em bioética clínica: apontamentos para a abordagem computacional. Rev Bioética 2014; 22(3):456-461.,3232. Siqueira-Batista R, Vitorino RR, Gomes AP, Oliveira AP, Ferreira RS, Esperidião Antonio V, Santana LA, Cerqueira FR. Artificial neural networks and medical education. Rev Bras Edu Med 2014; 38(3):548-556. the connection between visual search and the decision-making process, above all in matters related to clinical (bio)ethics.

ACKNOWLEDGMENTS

This research is supported by the funding agencies CNPq and FAPEMIG.

REFERÊNCIAS

  • 1
    Gomes AP, Rego S. Transformação da educação médica: é possível formar um novo médico a partir de mudanças no método de ensino-aprendizagem? Rev. Bras. Educ. Méd. 2011; 35(4):557-566.
  • 2
    Albuquerque VS, Gomes AP, Rezende CHA, Sampaio MX, Dias OV, Lugarinho RM. A integração ensino-serviço no contexto dos processos de mudança na formação superior dos profissionais da saúde. Rev. Bras. Educ. Méd. 2008; 32(3):356-362.
  • 3
    Aguilar da Silva RH, Perim GL, Abdalla IG, Costa NMSC, Lampert JB, Stella RCR. Abordagens pedagógicas e tendências de mudanças nas escolas médicas. Rev. Bras. Educ. Méd. 2009; 33(S1): 53-62.
  • 4
    Gomes AP, Costa JRB, Junqueira TS, Arcuri MB, Siqueira-Batista R. Atenção primária à saúde e formação médica: entre episteme e práxis Rev. Bras. Educ. Méd. 2012; 36(4):541-549.
  • 5
    Gil CRR, Turini B, Cabrera MAS, Kohatsu M, Orquiza SMC. Interação ensino, serviços e comunidade: desafios e perspectivas de uma experiência de ensino-aprendizagem na atenção básica. Rev. Bras. Educ. Méd. 2008; 32(2):230-239.
  • 6
    Silva RP, Ribeiro VMB. Inovação curricular nos cursos de graduação em Medicina: o ensino da bioética como uma possibilidade. Rev. Bras. Educ Méd. 2009; 33(1):134-143.
  • 7
    Fernandes EF, Priel MR. O ensino da Bioética e a tomada de decisões: impacto em estudantes de medicina. O Mundo da Saúde 2013; 37(1):9-15.
  • 8
    Gomes AP, Rego S. Pierre Bourdieu and medical education. Rev. Bras. Educ Méd. 2013; 37(2):260-265.
  • 9
    Ribeiro CDM, Rego S. Bioética clínica: contribuições para a tomada de decisões em unidades de terapia intensiva neonatais. Ciênc. Saúde Coletiva. 2008; 13 (supl. 2):2239-2246.
  • 10
    Figueiredo AM. Bioética clínica e sua prática. Rev. Bioét (Impr.) 2011; 19(2): 343-58.
  • 11
    Zoboli E. Tomada de decisão em bioética clínica: casuística e deliberação moral. Rev. Bioét. 2013; 21(3):389-396.
  • 12
    Netto Cezar PH, Gomes AP, Siqueira-Batista R. O cinema e a educação bioética no Curso de Graduação em Medicina. Rev. Bras. Educ. Méd. 2011; 35(1):93-101.
  • 13
    Horn RR, Williams AM, Scott MA, Hodges NJ. Visual search and coordination changes in response to video and point-light demonstrations without KR. J Motor Behavior 2015; 37:265-274.
  • 14
    Fortunato-Tavares T. Eye tracking e Fonoaudiologia: teoria e práticas atuais. Rev. Soc. Bras. Fonoaudiol. 2009; 13(4):413-414.
  • 15
    Bourke PA, Duncan J. Effect of template complexity on visual search and dual-task performance. Psychol Sci 2005; 16:208-213.
  • 16
    Franco-Watkins AM, Johnson JG. Decision moving window: using interactive eye tracking to examine decision processes. Behavior Research Methods. 2011, September.
  • 17
    Nikolaev AR, Pannasch S, Ito J, Belopolsky AV. Eye movement-related brain activity during perceptual and cognitive processing. Front. Syst. Neurosci. 2014.
  • 18
    Fischer T, Graupner ST, Velichkovsky BM, Pannasch S. Attentional dynamics during free picture viewing: evidence from oculomotor behavior and electrocortical activity. Front. Syst. Neurosci. 2013.
  • 19
    Orsati FT, Mecca T, Schwartzman JS, Macedo EC. Percepção de faces em crianças e adolescentes com Transtorno Invasivo do Desenvolvimento. Paidéia (Ribeirão Preto) 2009; 19(44):349-356.
  • 20
    Hoffman JE, Subramaniam B. The role of visual attention in saccadic eye movements. Perception & Psychophysics. 1995, 57(6):787-795.
  • 21
    Rocha DM. A filosofia da medicina de Edmund Pellegrino e os dilemas bioéticos relacionados ao suicídio assistido. Rev. Bioética 2013; 21(1):75-83.
  • 22
    Fortes PAC, Pereira PCA. Priorização de pacientes em emergências médicas: uma análise ética. Rev. Assoc. Med. Bras. 2012; 58(3): 335-340.
  • 23
    Wilson MR, Vine SJ, Wood G. The influence of anxiety on visual attentional control in basketball free throw shooting. Journal of Sport & Exercise Physicology. 2009, 31, 152-168.
  • 24
    Salles W. Abril despedaçado. São Paulo: Vídeofilmes; 2001. 99 min.
  • 25
    Costa M, Simone A, Vignali V, Lantieri C, Bucchi A, Dondi G. Looking behavior for vertical road signs. Transportation Research. 2014.
  • 26
    Mele ML, Federici S. Gaze and eye-tracking solutions for psychological research. Cogn Process. 2012.
  • 27
    Mercadante MT, Macedo EC, Baptista PM, Paula CS, Schwartzman JS. Saccadic movements using eye-tracking technology in individuals with autism spectrum disorders: pilot study. Arq. Neuro-Psiquiatr. 2006; 64(3a): 559-562.
  • 28
    Postma DBW, den Otter AR, Zaal FTJM. Keeping your eyes continuously on the ball while running for catchable and uncatchable fly balls. PLoS One. 201; 9, e92392.
  • 29
    Dantas AA, Martins CH, Militão MSR. O cinema como instrumento cidático para a abordagem de problemas bioéticos: uma reflexão sobre a eutanásia. Rev Bras Educ Med 2011; 35(1):69-76.
  • 30
    Siqueira-Batista R, Fonseca JO, Bernini AF, Gomes AP. ‘Para ser livre... como o vento’: O ‘Clã das Adagas Voadoras’ e o debate sobre bioética a finitude. Diversitates 2014; 6(2): 1-15.
  • 31
    Siqueira-Batista R, Gomes AP, Maia PM, Costa IT, Oliveira AP, Cerqueira FR. Modelos de tomada de decisão em bioética clínica: apontamentos para a abordagem computacional. Rev Bioética 2014; 22(3):456-461.
  • 32
    Siqueira-Batista R, Vitorino RR, Gomes AP, Oliveira AP, Ferreira RS, Esperidião Antonio V, Santana LA, Cerqueira FR. Artificial neural networks and medical education. Rev Bras Edu Med 2014; 38(3):548-556.

Publication Dates

  • Publication in this collection
    Oct-Dec 2015

History

  • Received
    10 July 2015
  • Accepted
    22 July 2015
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