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Impedance cardiogram based exploration of cardiac mechanisms in post-traumatic stress disorder during trauma recall. 基于阻抗心电图的创伤后应激障碍在创伤回忆中的心脏机制探讨。
Pub Date : 2024-04-01 Epub Date: 2023-11-20 DOI: 10.1111/psyp.14488
Shafa-At Ali Sheikh, Amit J Shah, J Douglas Bremner, Viola Vaccarino, Omer T Inan, Gari D Clifford, Ali Bahrami Rad

Post-traumatic stress disorder (PTSD) is an independent risk factor for developing heart failure; however, the underlying cardiac mechanisms are still elusive. This study aims to evaluate the real-time effects of experimentally induced PTSD symptom activation on various cardiac contractility and autonomic measures. We recorded synchronized electrocardiogram and impedance cardiogram from 137 male veterans (17 PTSD, 120 non-PTSD; 48 twin pairs, 41 unpaired singles) during a laboratory-based traumatic reminder stressor. To identify the parameters describing the cardiac mechanisms by which trauma reminders can create stress on the heart, we utilized a feature selection mechanism along with a random forest classifier distinguishing PTSD and non-PTSD. We extracted 99 parameters, including 76 biosignal-based and 23 sociodemographic, medical history, and psychiatric diagnosis features. A subject/twin-wise stratified nested cross-validation procedure was used for parameter tuning and model assessment to identify the important parameters. The identified parameters included biomarkers such as pre-ejection period, acceleration index, velocity index, Heather index, and several physiology-agnostic features. These identified parameters during trauma recall suggested a combination of increased sympathetic nervous system (SNS) activity and deteriorated cardiac contractility that may increase the heart failure risk for PTSD. This indicates that the PTSD symptom activation associates with real-time reductions in several cardiac contractility measures despite SNS activation. This finding may be useful in future cardiac prevention efforts.

创伤后应激障碍(PTSD)是发生心力衰竭的独立危险因素;然而,潜在的心脏机制仍然难以捉摸。本研究旨在评估实验性创伤后应激障碍症状激活对各种心脏收缩力和自主神经测量的实时影响。我们记录了137名男性退伍军人的同步心电图和阻抗心电图(17名PTSD, 120名非PTSD;48对双胞胎,41对未配对的单身)在实验室创伤提醒压力源中。为了识别描述创伤提醒对心脏造成压力的心脏机制的参数,我们利用特征选择机制和随机森林分类器来区分创伤后应激障碍和非创伤后应激障碍。我们提取了99个参数,包括76个基于生物信号的参数和23个社会人口学、病史和精神病学诊断特征。采用受试者/双胞胎分层嵌套交叉验证程序进行参数调整和模型评估,以确定重要参数。确定的参数包括生物标志物,如预弹射期、加速度指数、速度指数、Heather指数和一些生理不可知的特征。这些在创伤回忆中确定的参数表明交感神经系统(SNS)活动增加和心脏收缩性恶化的组合可能增加PTSD心力衰竭的风险。这表明,尽管SNS激活,PTSD症状激活与一些心脏收缩性测量的实时降低有关。这一发现可能对未来的心脏预防工作有用。
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引用次数: 0
Competition influences outcome processing involving social comparison: An ERP study. 竞争影响涉及社会比较的结果处理:一项ERP研究。
Pub Date : 2024-04-01 Epub Date: 2023-10-27 DOI: 10.1111/psyp.14477
Huiyan Lin, Jiafeng Liang

In a complicated social context, outcome evaluation involves not only oneself but also others in relation to the self (i.e., social comparison). Previous event-related potential (ERP) studies have investigated the processing of social comparison-related outcomes when one's interests are independent of the interests of others (i.e., noncompetition circumstances). However, it is unclear how social comparison-related outcomes are processed in the brain when there are conflicts of interest between oneself and others (i.e., competition circumstances). To address this issue, participants in the current study were asked to perform an attentional task with several peers and were subsequently presented with self-related outcomes (i.e., the performance difference between the current trial and several preceding trials) and social comparison-related outcomes (i.e., the performance difference between oneself and their peer). Importantly, rewards and punishments were based on social comparison-related outcomes in the competition condition and on self-related outcomes in the noncompetition condition. ERP results revealed that in the competition condition, positive outcomes involving social comparison elicited a greater P300 response than negative outcomes, whereas this effect was not observed in the noncompetition condition. Additionally, there was generally a larger late positive potential (LPP) response to negative outcomes involving social comparison than to positive outcomes only when one obtained a self-related positive outcome in the competition condition. These findings suggest that competition might strengthen outcome processing involving social comparison at late time ranges relying on self-related outcomes to some extent.

在复杂的社会背景下,结果评价不仅涉及自身,还涉及他人与自身的关系(即社会比较)。先前的事件相关电位(ERP)研究调查了当一个人的兴趣独立于其他人的兴趣时(即非竞争环境)对社会比较相关结果的处理。然而,当自己和他人之间存在利益冲突时(即竞争环境),大脑中如何处理与社会比较相关的结果尚不清楚。为了解决这个问题,本研究的参与者被要求与几个同伴一起进行注意力任务,随后被呈现出自我相关的结果(即当前试验和之前几次试验之间的表现差异)和社会比较相关的结果,即自己和同伴之间的表现差距)。重要的是,奖励和惩罚是基于竞争条件下与社会比较相关的结果和非竞争条件下的自我相关结果。ERP结果显示,在竞争条件下,涉及社会比较的积极结果比消极结果引发了更大的P300反应,而在非竞争条件下没有观察到这种影响。此外,当一个人在竞争条件下获得与自身相关的积极结果时,对涉及社会比较的消极结果的后期积极潜能(LPP)反应通常比对积极结果的反应更大。这些发现表明,竞争可能会在一定程度上依赖于自我相关的结果,加强后期社会比较的结果处理。
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引用次数: 0
Multivariate pattern analysis of EEG reveals nuanced impact of negation on sentence processing in the N400 and later time windows. 脑电多变量模式分析揭示了否定对N400及以后时间窗句子加工的微妙影响。
Pub Date : 2024-04-01 Epub Date: 2023-11-28 DOI: 10.1111/psyp.14491
Yifei He, Johanna Sommer, Silvia Hansen-Schirra, Arne Nagels

The neurocognitive mechanism underlying negation processing remains controversial. While negation is suggested to modulate the access of word meaning, no such evidence has been observed in the event-related potential (ERP) literature on sentence processing. In the current study, we applied both univariate ERP and multivariate pattern analysis (MVPA) methods to examine the processing of sentence negation. We investigated two types of negative congruent/incongruent sentence pairs with truth-value evaluation (e.g., "A robin is a/not a bird") and without (e.g., "The woman reads a/no book"). In the N400 time window, ERPs consistently showed increased negativity for negative and incongruent conditions. MVPA, on the other hand, revealed nuanced interactions between polarity and congruency. In the later P600 time window, MVPA but not the ERPs revealed an effect of congruency, which may be functionally distinct from the N400 window. We further used cross-decoding to show that the cognitive processes underlying the N400 window for both affirmative and negative sentences are comparable, whereas in the P600 window, only for the truth sentences, negative sentences showed a distinct pattern from their affirmative counterparts. Our results thus speak for a more interactive, but nevertheless serial and biphasic, and potentially construction-specific processing account of negation. We also discuss the advantage of applying MVPA in addition to the classical univariate methods for a better understanding of the neurobiology of negation processing and language comprehension alike.

否定加工背后的神经认知机制仍然存在争议。虽然否定可以调节词义的获取,但在事件相关电位(ERP)的句子加工文献中尚未发现这一证据。在本研究中,我们采用单变量ERP和多变量模式分析(MVPA)方法来研究句子否定的加工过程。我们研究了两种具有真值评价的否定一致/不一致句子对(例如,“知更鸟是一只/不是一只鸟”)和不具有真值评价的否定一致/不一致句子对(例如,“女人读一本书/没有书”)。在N400时间窗口中,消极和不一致条件下的erp持续表现出增加的负性。另一方面,MVPA揭示了极性和一致性之间微妙的相互作用。在P600时间窗后期,MVPA而非erp表现出一致性效应,这可能与N400时间窗在功能上有所不同。我们进一步使用交叉解码来证明,在N400窗口下肯定句和否定句的认知过程具有可比性,而在P600窗口下,只有真句的否定句表现出与肯定句截然不同的模式。因此,我们的结果说明了一个更具互动性的,但仍然是串行的和双相的,潜在的特定结构的否定处理帐户。我们还讨论了除了经典的单变量方法外,应用MVPA的优势,以便更好地理解否定处理和语言理解的神经生物学。
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引用次数: 0
Effects of prenatal opioid exposure on infant sympathetic and parasympathetic nervous system activity. 产前阿片类药物暴露对婴儿交感神经和副交感神经系统活动的影响。
Pub Date : 2024-04-01 Epub Date: 2023-10-27 DOI: 10.1111/psyp.14470
Alexandra R Tabachnick, Rina Das Eiden, Madelyn H Labella, Mary Dozier

Prenatal opioid exposure has been associated with developmental problems, including autonomic nervous system dysregulation. However, little is known about the effects of prenatal opioid exposure on the autonomic nervous system beyond the first days of life, particularly across both the parasympathetic and sympathetic branches, and when accounting for exposure to other substances. The present study examined the effects of prenatal exposure to opioid agonist therapy (OAT, e.g., methadone) and other opioids on infant autonomic nervous system activity at rest and in response to a social stressor (the Still-Face Paradigm) at six months among 86 infants varying in prenatal opioid and other substance exposure. Results indicated that OAT and other opioids have unique effects on the developing autonomic nervous system that may further depend on subtype (i.e., methadone versus buprenorphine) and timing in gestation. Results are discussed in the context of theoretical models of the developing stress response system.

产前阿片类药物暴露与发育问题有关,包括自主神经系统失调。然而,人们对产前阿片类药物暴露对生命最初几天之后的自主神经系统的影响知之甚少,尤其是对副交感神经和交感神经分支的影响,以及在考虑暴露于其他物质时的影响。本研究在86名不同产前阿片类药物和其他物质暴露的婴儿中,调查了产前暴露于阿片类激动剂治疗(OAT,如美沙酮)和其他阿片类物质对婴儿休息时自主神经系统活动的影响,以及对6个月时社会压力源(Still Face Paradigm)的反应。结果表明,OAT和其他阿片类药物对发育中的自主神经系统具有独特的影响,这可能进一步取决于亚型(即美沙酮与丁丙诺啡)和妊娠时间。结果是在发展中的应力反应系统的理论模型的背景下讨论的。
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引用次数: 0
Linking tonic and phasic pupil responses to P300 amplitude in an emotional face-word Stroop task. 在情绪面孔单词Stroop任务中,将主音和时相瞳孔反应与P300振幅联系起来。
Pub Date : 2024-04-01 Epub Date: 2023-11-02 DOI: 10.1111/psyp.14479
Yi-Hsuan Chang, He-Jun Chen, Cesar Barquero, Hsu Jung Tsai, Wei-Kuang Liang, Chun-Hsien Hsu, Neil G Muggleton, Chin-An Wang

The locus coeruleus-norepinephrine (LC-NE) system, which regulates arousal levels, is important for cognitive control, including emotional conflict resolution. Additionally, the LC-NE system is implicated in P300 generation. If the P300 is mediated by the LC-NE system, and considering the established correlations between LC activity and pupil dilation, P300 amplitude should correlate with task-evoked (phasic) pupil dilation on a trial-by-trial basis. However, prior studies, predominantly utilizing oddball-type paradigms, have not demonstrated correlations between concurrently recorded task-evoked pupil dilation and P300 responses. Using a recently developed emotional face-word Stroop task that links pupil dilation to the LC-NE system, here, we examined both intra- and inter-individual correlations between task-evoked pupil dilation and P300 amplitude. We found that lower accuracy, slower reaction times, and larger task-evoked pupil dilation were obtained in the incongruent compared to the congruent condition. Furthermore, we observed intra-individual correlations between task-evoked pupil dilation and P300 amplitude, with larger pupil dilation correlating with a greater P300 amplitude. In contrast, pupil dilation did not exhibit consistent correlations with N450 and N170 amplitudes. Baseline (tonic) pupil size also showed correlations with P300 and N170 amplitudes, with smaller pupil size corresponding to larger amplitude. Moreover, inter-individual differences in task-evoked pupil dilation between the congruent and incongruent conditions correlated with differences in reaction time and P300 amplitude, though these effects only approached significance. To summarize, our study provides evidence for a connection between task-evoked pupil dilation and P300 amplitude at the single-trial level, suggesting the involvement of the LC-NE system in P300 generation.

蓝斑去甲肾上腺素(LC-NE)系统调节唤醒水平,对认知控制(包括情绪冲突解决)很重要。此外,LC-NE系统与P300的产生有关。如果P300是由LC-NE系统介导的,并且考虑到LC活动和瞳孔扩张之间已建立的相关性,则在逐个试验的基础上,P300振幅应与任务诱发(阶段性)瞳孔扩张相关。然而,先前的研究主要利用古怪类型的范式,尚未证明同时记录的任务诱发的瞳孔扩张与P300反应之间的相关性。使用最近开发的一项将瞳孔扩张与LC-NE系统联系起来的情绪表情词Stroop任务,我们研究了任务诱发的瞳孔扩张与P300振幅之间的个体内和个体间相关性。我们发现,与一致条件相比,在不一致条件下获得了较低的准确性、较慢的反应时间和较大的任务诱发瞳孔扩张。此外,我们观察到任务诱发的瞳孔扩张和P300振幅之间的个体内相关性,瞳孔扩张越大,P300振幅越大。相反,瞳孔扩张与N450和N170振幅没有表现出一致的相关性。基线(主音)瞳孔大小也与P300和N170振幅相关,瞳孔大小越小,振幅越大。此外,一致和不一致条件下任务诱发瞳孔扩张的个体间差异与反应时间和P300振幅的差异相关,尽管这些影响仅接近显著性。总之,我们的研究在单次试验水平上为任务诱发的瞳孔扩张和P300振幅之间的联系提供了证据,表明LC-NE系统参与了P300的产生。
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引用次数: 0
Mastery imagery ability moderates the relationship between heart rate reactivity to acute psychological stress and perceptions of stress and physiological arousal. 掌握意象能力调节心率对急性心理应激反应、应激感知和生理觉醒之间的关系。
Pub Date : 2024-04-01 Epub Date: 2023-11-16 DOI: 10.1111/psyp.14486
Henry J Beevor, Annie T Ginty, Jet J C S Veldhuijzen van Zanten, Sarah E Williams

Imagery has been associated with cardiovascular and psychological responses to stress; however, the mechanisms underlying this association are not fully understood. The present study examined if the ability to image mastering challenging or difficult situations moderated the relationship between heart rate reactivity and perceptions of stress and physiological arousal experienced during acute stress. Four hundred and fifty-eight participants completed a standardized laboratory stress protocol with heart rate being measured throughout. After completing an acute psychological stress task, participants rated how stressed and physiologically aroused they felt (i.e., intensity) and whether they perceived the stress and physiological arousal as being helpful/unhelpful to performance (i.e., interpretation). Mastery imagery ability was assessed by questionnaire. Moderation analyses controlling for gender demonstrated that imagery ability moderated the relationship between heart rate reactivity and interpretation of stress (β = 0.015, p = .003) and perceived physiological arousal (β = 0.013, p = .004). Simple slope analysis indicated that in those with higher imagery ability, heart rate reactivity was associated with stress and arousal being perceived as more positive toward performance. Imagery ability did not moderate the relationship between heart rate reactivity and perceived stress intensity or physiological arousal intensity (p's > .05), but imagery ability did predict lower perceived stress intensity (β = -0.217, p < .001) and perceived physiological arousal intensity (β = -0.172, p < .001). Higher mastery imagery ability may possibly help individuals perceive responses to stress as more beneficial for performance and thus be an effective coping technique.

意象与心血管和心理对压力的反应有关;然而,这种关联背后的机制尚不完全清楚。目前的研究考察了在具有挑战性或困难的情况下掌握图像的能力是否会缓和心率反应和压力感知之间的关系,以及在急性压力下经历的生理唤醒。458名参与者完成了一项标准化的实验室压力协议,并在整个过程中测量心率。在完成一项急性心理压力任务后,参与者评估他们感受到的压力和生理唤起(即强度),以及他们是否认为压力和生理唤起对表现(即解释)有帮助/没有帮助。采用问卷法评估掌握意象能力。控制性别的调节分析表明,想象能力调节心率反应性、压力解释(β = 0.015, p = 0.003)和感知生理唤醒(β = 0.013, p = 0.004)之间的关系。简单的斜率分析表明,在那些具有较高想象能力的人身上,心率反应与压力和兴奋有关,被认为对表现更积极。想象能力不能调节心率反应与感知应激强度或生理唤醒强度之间的关系(p < 0.05),但想象能力确实预测较低的感知应激强度(β = -0.217, p < 0.05)
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引用次数: 0
Mind over muscle? Time manipulation improves physical performance by slowing down the neuromuscular fatigue accumulation. 头脑胜过肌肉?时间控制通过减缓神经肌肉疲劳积累来改善身体表现。
Pub Date : 2024-04-01 Epub Date: 2023-11-27 DOI: 10.1111/psyp.14487
Pierre-Marie Matta, Dorian Glories, Andrea Alamia, Robin Baurès, Julien Duclay

While physical performance has long been thought to be limited only by physiological factors, many experiments denote that psychological ones can also influence it. Specifically, the deception paradigm investigates the effect of psychological factors on performance by manipulating a psychological variable unbeknownst to the subjects. For example, during a physical exercise performed to failure, previous results revealed an improvement in performance (i.e., holding time) when the clock shown to the subjects was deceptively slowed down. However, the underlying neurophysiological changes supporting this performance improvement due to deceptive time manipulation remain unknown. Here, we addressed this issue by investigating from a neuromuscular perspective the effect of a deceptive clock manipulation on a single-joint isometric task conducted to failure in 24 healthy participants (11 females). Neuromuscular fatigue was assessed by pre- to post-exercise changes in quadriceps maximal voluntary torque (Tmax ), voluntary activation level (VAL), and potentiated twitch (TTW ). Our main results indicated a significant performance improvement when the clock was slowed down (Biased: 356 ± 118 s vs. Normal: 332 ± 112 s, p = .036) but, surprisingly, without any difference in the associated neuromuscular fatigue (p > .05 and BF < 0.3 for Tmax , VAL, and TTW between both sessions). Computational modeling showed that, when observed, the holding time improvement was explained by a neuromuscular fatigue accumulation based on subjective rather than actual time. These results support a psychological influence on neuromuscular processes and contribute significantly to the literature on the mind-body influence, by challenging our understanding of fatigue.

虽然长期以来人们认为身体表现只受生理因素的限制,但许多实验表明,心理因素也会影响身体表现。具体来说,欺骗范式通过操纵被试不知道的心理变量来研究心理因素对表现的影响。例如,在一项失败的体育锻炼中,先前的结果显示,当显示给受试者的时钟被欺骗性地减慢时,他们的表现(即保持时间)有所改善。然而,由于欺骗性时间操纵,支持这种表现改善的潜在神经生理变化仍然未知。在这里,我们从神经肌肉的角度研究了欺骗性时钟操作对24名健康参与者(11名女性)单关节等距任务失败的影响,从而解决了这个问题。通过运动前后四头肌最大自主扭矩(Tmax)、自主激活水平(VAL)和增强抽搐(TTW)的变化来评估神经肌肉疲劳。我们的主要结果表明,当时钟减慢时,表现显著改善(偏差:356±118秒vs.正常:332±112秒,p = 0.036),但令人惊讶的是,相关的神经肌肉疲劳没有任何差异(p >)。两组间Tmax、VAL和TTW的BF < 0.3)。计算模型表明,当观察到,保持时间的改善是由基于主观而不是实际时间的神经肌肉疲劳积累来解释的。这些结果支持心理对神经肌肉过程的影响,并通过挑战我们对疲劳的理解,对身心影响的文献做出了重大贡献。
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引用次数: 0
Neurophysiological responses to emotional faces predict dynamic fluctuations in affect in adolescents. 对情绪面孔的神经生理学反应预测青少年情绪的动态波动。
Pub Date : 2024-04-01 Epub Date: 2023-10-31 DOI: 10.1111/psyp.14476
Allison M Letkiewicz, Carter J Funkhouser, Akina Umemoto, Esha Trivedi, Aishwarya Sritharan, Emily Zhang, Savannah N Buchanan, Fiona Helgren, Grace O Allison, Jürgen Kayser, Stewart A Shankman, Randy P Auerbach

The ability to accurately identify and interpret others' emotions is critical for social and emotional functioning during adolescence. Indeed, previous research has identified that laboratory-based indices of facial emotion recognition and engagement with emotional faces predict adolescent mood states. Whether socioemotional information processing relates to real-world affective dynamics using an ecologically sensitive approach, however, has rarely been assessed. In the present study, adolescents (N = 62; ages 13-18) completed a Facial Recognition Task, including happy, angry, and sad stimuli, while EEG data were acquired. Participants also provided ecological momentary assessment (EMA) data probing their current level of happiness, anger, and sadness for 1-week, resulting in indices of emotion (mean-level, inertia, instability). Analyses focused on relations between (1) accuracy for and (2) prolonged engagement with (LPP) emotional faces and EMA-reported emotions. Greater prolonged engagement with happy faces was related to less resistance to changes in happiness (i.e., less happiness inertia), whereas greater prolonged engagement with angry faces associated with more resistance to changes in anger (i.e., greater anger inertia). Results suggest that socioemotional processes captured by laboratory measures have real-world implications for adolescent affective states and highlight potentially actionable targets for novel treatment approaches (e.g., just-in-time interventions). Future studies should continue to assess relations among socioemotional informational processes and dynamic fluctuations in adolescent affective states.

准确识别和解释他人情绪的能力对青春期的社交和情绪功能至关重要。事实上,之前的研究已经确定,基于实验室的面部情绪识别和对情绪面孔的参与指数可以预测青少年的情绪状态。然而,使用生态敏感的方法,社会情感信息处理是否与现实世界的情感动态有关,很少被评估。在本研究中,青少年(N = 62;13-18岁)完成面部识别任务,包括快乐、愤怒和悲伤的刺激,同时获取脑电图数据。参与者还提供了一周的生态瞬时评估(EMA)数据,探究他们当前的幸福、愤怒和悲伤水平,从而得出情绪指数(平均水平、惰性、不稳定性)。分析的重点是(1)准确度和(2)长期接触(LPP)情绪面孔和EMA报告的情绪之间的关系。与快乐面孔接触的时间越长,对快乐变化的抵抗力越小(即快乐惯性越小),而与愤怒面孔接触的次数越长,则对愤怒变化的抵抗越大(即愤怒惯性越大)。结果表明,实验室测量捕捉到的社会情绪过程对青少年情感状态具有现实意义,并突出了新治疗方法(如及时干预)的潜在可行目标。未来的研究应该继续评估社会情感信息过程和青少年情感状态动态波动之间的关系。
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引用次数: 0
Decoding speech sounds from neurophysiological data: Practical considerations and theoretical implications. 从神经生理学数据中解码语音:实践考虑和理论启示。
Pub Date : 2024-04-01 Epub Date: 2023-11-10 DOI: 10.1111/psyp.14475
McCall E Sarrett, Joseph C Toscano

Machine learning techniques have proven to be a useful tool in cognitive neuroscience. However, their implementation in scalp-recorded electroencephalography (EEG) is relatively limited. To address this, we present three analyses using data from a previous study that examined event-related potential (ERP) responses to a wide range of naturally-produced speech sounds. First, we explore which features of the EEG signal best maximize machine learning accuracy for a voicing distinction, using a support vector machine (SVM). We manipulate three dimensions of the EEG signal as input to the SVM: number of trials averaged, number of time points averaged, and polynomial fit. We discuss the trade-offs in using different feature sets and offer some recommendations for researchers using machine learning. Next, we use SVMs to classify specific pairs of phonemes, finding that we can detect differences in the EEG signal that are not otherwise detectable using conventional ERP analyses. Finally, we characterize the timecourse of phonetic feature decoding across three phonological dimensions (voicing, manner of articulation, and place of articulation), and find that voicing and manner are decodable from neural activity, whereas place of articulation is not. This set of analyses addresses both practical considerations in the application of machine learning to EEG, particularly for speech studies, and also sheds light on current issues regarding the nature of perceptual representations of speech.

机器学习技术已被证明是认知神经科学中一种有用的工具。然而,它们在头皮记录脑电图(EEG)中的实现相对有限。为了解决这一问题,我们使用之前一项研究的数据进行了三项分析,该研究考察了对各种自然产生的语音的事件相关电位(ERP)反应。首先,我们使用支持向量机(SVM)来探索EEG信号的哪些特征最能最大限度地提高语音区分的机器学习精度。我们操纵EEG信号的三个维度作为SVM的输入:平均试验次数、平均时间点次数和多项式拟合。我们讨论了使用不同特征集的权衡,并为使用机器学习的研究人员提供了一些建议。接下来,我们使用SVM对特定的音素对进行分类,发现我们可以检测EEG信号中使用传统ERP分析无法检测到的差异。最后,我们在三个语音维度(发音、发音方式和发音地点)上表征了语音特征解码的时间过程,并发现发音和发音方式可以从神经活动中解码,而发音地点则不能。这组分析既解决了将机器学习应用于EEG(特别是语音研究)的实际考虑,也揭示了当前关于语音感知表征性质的问题。
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引用次数: 0
Calibration-free blood pressure estimation based on a convolutional neural network. 基于卷积神经网络的无校准血压估计。
Pub Date : 2024-04-01 Epub Date: 2023-11-16 DOI: 10.1111/psyp.14480
Jinwoo Cho, Hangsik Shin, Ahyoung Choi

In this study, we conducted research on a deep learning-based blood pressure (BP) estimation model suitable for wearable environments. To measure BP while wearing a wearable watch, it needs to be considered that computing power for signal processing is limited and the input signals are subject to noise interference. Therefore, we employed a convolutional neural network (CNN) as the BP estimation model and utilized time-series electrocardiogram (ECG) and photoplethysmogram (PPG) signals, which are quantifiable in a wearable context. We generated periodic input signals and used differential and thresholding methods to decrease noise in the preprocessing step. We then applied a max-pooling technique with filter sizes of 2 × 1 and 5 × 1 within a 3-layer convolutional neural network to estimate BP. Our method was trained, validated, and tested using 2.4 million data samples from 49 patients in the intensive care unit. These samples, totaling 3.1 GB were obtained from the publicly accessible MIMIC database. As a result of a test with 480,000 data samples, the average root mean square error in BP estimation was 3.41, 5.80, and 2.78 mm Hg in the prediction of pulse pressure, systolic BP (SBP), and diastolic BP (DBP), respectively. The cumulative error percentage less than 5 mm Hg was 68% and 93% for SBP and DBP, respectively. In addition, the cumulative error percentage less than 15 mm Hg was 98% and 99% for SBP and DBP. Subsequently, we evaluated the impact of changes in input signal length (1 cycle vs. 30 s) and the introduction of noise on BP estimation results. The experimental results revealed that the length of the input signal did not significantly affect the performance of CNN-based analysis. When estimating BP using noise-added ECG signals, the mean absolute error (MAE) for SBP and DBP was 9.72 and 6.67 mm Hg, respectively. Meanwhile, when using noise-added PPG signals, the MAE for SBP and DBP was 26.85 and 14.00 mm Hg, respectively. Therefore, this study confirmed that using ECG signals rather than PPG signals is advantageous for noise reduction in a wearable environment. Besides, short sampling frames without calibration can be effective as input signals. Furthermore, it demonstrated that using a model suitable for information extraction rather than a specialized deep learning model for sequential data can yield satisfactory results in BP estimation.

在这项研究中,我们研究了一种适用于可穿戴环境的基于深度学习的血压(BP)估计模型。戴着可穿戴手表测量BP,需要考虑信号处理的计算能力有限,输入信号受到噪声干扰。因此,我们采用卷积神经网络(CNN)作为BP估计模型,并利用在可穿戴环境下可量化的时间序列心电图(ECG)和光容积描记图(PPG)信号。我们生成周期输入信号,并在预处理步骤中使用差分和阈值方法来降低噪声。然后,我们在3层卷积神经网络中应用过滤器大小为2 × 1和5 × 1的最大池化技术来估计BP。我们的方法经过了训练、验证和测试,使用了来自重症监护病房49名患者的240万数据样本。这些总共3.1 GB的样本来自可公开访问的MIMIC数据库。在48万个数据样本的检验中,预测脉压、收缩压和舒张压的平均均方根误差分别为3.41、5.80和2.78 mm Hg。收缩压和舒张压小于5 mm Hg的累积误差百分比分别为68%和93%。此外,收缩压和舒张压在15 mm Hg以内的累积误差百分比分别为98%和99%。随后,我们评估了输入信号长度变化(1周期vs. 30秒)和噪声引入对BP估计结果的影响。实验结果表明,输入信号的长度对基于cnn的分析性能没有显著影响。当使用添加噪声的心电信号估计血压时,收缩压和舒张压的平均绝对误差(MAE)分别为9.72和6.67 mm Hg。使用加噪PPG信号时,收缩压和舒张压的MAE分别为26.85和14.00 mm Hg。因此,本研究证实,在可穿戴环境中,使用心电信号而不是PPG信号有利于降噪。此外,无需校准的短采样帧可以作为有效的输入信号。此外,研究表明,在BP估计中,使用适合信息提取的模型而不是专门的深度学习模型来处理序列数据可以获得令人满意的结果。
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Psychophysiology
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