drift diffusion

  • 文章类型: Journal Article
    前扣带皮层(ACC)涉及多个高度专业化的认知功能,包括任务参与,动机,错误检测,注意力分配,价值处理,和行动选择。这里,我们询问在执行涉及许多认知功能的奖励引导决策任务期间,ACC病变是否会破坏任务执行和背内侧纹状体(DMS)的放电.我们发现ACC病变影响了任务表现的几个方面,包括减少试验的开始和完成,减缓反应时间,并导致动作选择不理想和不准确。在行为会话结束时运动时间的减少进一步表明了动机的减弱,这与DMS中定向动作选择信号的减少平行,这在记录会话中稍后观察到。令人惊讶的是,然而,除了在会话后期改变的动作信号之外,DMS中的神经相关性在很大程度上不受影响,即使行为在多个层面上受到干扰。我们得出的结论是,ACC病变会导致任务参与度的总体不足,从而在我们的奖励指导决策任务中影响任务绩效的多个方面,除了影响有动机的动作信号外,它还来自ACC中注意力信号的失调,并通过DMS以外的下游靶标介导。
    The anterior cingulate cortex (ACC) has been implicated across multiple highly specialized cognitive functions-including task engagement, motivation, error detection, attention allocation, value processing, and action selection. Here, we ask if ACC lesions disrupt task performance and firing in dorsomedial striatum (DMS) during the performance of a reward-guided decision-making task that engages many of these cognitive functions. We found that ACC lesions impacted several facets of task performance-including decreasing the initiation and completion of trials, slowing reaction times, and resulting in suboptimal and inaccurate action selection. Reductions in movement times towards the end of behavioral sessions further suggested attenuations in motivation, which paralleled reductions in directional action selection signals in the DMS that were observed later in recording sessions. Surprisingly, however, beyond altered action signals late in sessions-neural correlates in the DMS were largely unaffected, even though behavior was disrupted at multiple levels. We conclude that ACC lesions result in overall deficits in task engagement that impact multiple facets of task performance during our reward-guided decision-making task, which-beyond impacting motivated action signals-arise from dysregulated attentional signals in the ACC and are mediated via downstream targets other than DMS.
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  • 文章类型: Journal Article
    青少年在对社会线索高度敏感的时期经历了显著的发育变化,尤其是同龄人的拒绝,对于那些社交焦虑水平升高的人来说,这尤其令人不知所措。社会评估决策任务在发现信息处理偏见的神经相关性方面很有用;但是,将青年基于任务的表现与心理病理学的个体差异联系起来(例如,焦虑症状)被证明更难以捉摸。这里,我们通过漂移扩散模型来解决这一弱点,以分解青少年在社会判断范式(SJP)上的表现,以确定这种方法是否有助于发现焦虑症状的个体差异,以及青春期,年龄,和性爱。103名青少年(55名男性,法师=14.49,SD=1.69)完成了SJP和焦虑的自我报告措施,以及自我和父母报告的青春期测量。决策阈值参数,反映了做出社会评估决定所需的证据数量,预测青年自我报告的焦虑,超越SJP性能的典型指标。我们的结果突出了根据潜在的认知过程解析任务性能的潜在优势。未来的研究可能会受益于将计算建模方法应用于社会判断任务时,试图发现基于表现的心理病理学个体差异。
    Adolescents experience significant developmental changes during a time of heightened sensitivity to social cues, particularly rejection by peers, which can be especially overwhelming for those with elevated levels of social anxiety. Social evaluative decision-making tasks have been useful in uncovering the neural correlates of information processing biases; however, linking youths\' task-based performance to individual differences in psychopathology (e.g., anxiety symptoms) has proven more elusive. Here, we address this weakness with drift diffusion modeling to decompose youths\' performance on the social judgment paradigm (SJP) to determine if this approach is useful in discovering individual differences in anxiety symptoms, as well as puberty, age, and sex. A sample of 103 adolescents (55 males, Mage = 14.49, SD = 1.69) completed the SJP and self-report measures of anxiety, as well as self- and parent-reported measures of puberty. The decision threshold parameter, reflecting the amount of evidence needed to make a social evaluative decision, predicted youth self-reported anxiety, above and beyond typical metrics of SJP performance. Our results highlight the potential advantage of parsing task performance according to the underlying cognitive processes. Future research would likely benefit from applying computational modeling approaches to social judgment tasks when attempting to uncover performance-based individual differences in psychopathology.
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  • 文章类型: Journal Article
    当前的决策理论认为,决策是通过选择选项之间的竞争而产生的。决策过程的计算模型估计有关选择选项的信息集成的速度以及触发选择所需的信息。使用这种方法的实验通常报告来自训练有素的参与者的数据。因此,我们不知道决策过程是如何演变的,因为决策任务是第一次学习的。为了解决这个差距,我们使用了一种行为设计,将学习选择选项的价值与学习做出选择分开。我们训练雄性大鼠以不同的奖励值对单个视觉刺激做出反应。然后,我们训练他们在成对的刺激之间做出选择。最初,当出现选择时,老鼠的反应更慢。然而,随着他们获得了做出选择的经验,这种放缓减少了。在整个测试期间,选择试验的反应缓慢持续。我们发现,当大鼠选择较高值的刺激时,它与增加的指数变异性特别相关。此外,我们使用漂移扩散模型进行的分析显示,随着时间的推移,大鼠做出选择所需的信息较少.决策阈值的这些降低仅在一次选择学习之后发生。这些发现为决策任务的学习过程提供了新的见解。他们建议,选择选项的价值和做出选择的能力是分开学习的,这种经验在提高决策绩效方面起着至关重要的作用。重要性陈述我们研究了大鼠最初学会在与不同奖励相关的视觉刺激之间进行选择时的决策动态。与之前专注于训练有素的参与者的研究不同,我们探索了学习决策的初始阶段。我们使用了一种行为设计,将价值学习与选择学习分开。最初,大鼠在做出选择时表现出较慢的反应,但是这种放缓随着经验而减弱。在整个早期选择学习期间,反应缓慢持续存在。漂移扩散建模发现,在早期学习期间,对做出选择的信息需求减少的证据减少,只需一次选择学习课程后,决策阈值就会降低。这些研究表明,经验显着提高决策,并阐明了决策任务背后的学习机制。
    Current theories of decision-making propose that decisions arise through competition between choice options. Computational models of the decision process estimate how quickly information about choice options is integrated and how much information is needed to trigger a choice. Experiments using this approach typically report data from well-trained participants. As such, we do not know how the decision process evolves as a decision-making task is learned for the first time. To address this gap, we used a behavioral design separating learning the value of choice options from learning to make choices. We trained male rats to respond to single visual stimuli with different reward values. Then, we trained them to make choices between pairs of stimuli. Initially, the rats responded more slowly when presented with choices. However, as they gained experience in making choices, this slowing reduced. Response slowing on choice trials persisted throughout the testing period. We found that it was specifically associated with increased exponential variability when the rats chose the higher value stimulus. Additionally, our analysis using drift diffusion modeling revealed that the rats required less information to make choices over time. These reductions in the decision threshold occurred after just a single session of choice learning. These findings provide new insights into the learning process of decision-making tasks. They suggest that the value of choice options and the ability to make choices are learned separately and that experience plays a crucial role in improving decision-making performance.
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  • 文章类型: Journal Article
    我们先前的研究已经确定了前扣带皮质(ACC)中认知控制的神经相关性,引导我们假设ACC对于增加注意力是必要的,因为老鼠在复杂的奖励指导决策任务中灵活地学习新的突发事件。这里,我们通过使用光遗传学短暂抑制ACC来检验这一假设,同时任一性别的大鼠执行相同的两选任务.当预期结果不确定时,ACC抑制对学习过程中注意力不足的行为产生了深远的影响。我们发现ACC失活减缓并减少了大鼠开始的试验数量,并削弱了他们的准确性和完成会话的能力。Further,漂移扩散模型分析表明,自由选择表现和证据积累(即降低的漂移率)在初始学习期间被降级-导致较弱的关联,这些关联在后来的试验块中更容易被覆盖(即,更强的偏见)。一起,这些结果表明,除了与注意力相关的功能,ACC有助于启动试验和通常保持任务的能力。重要声明注意力缺陷和保持任务能力是一些最普遍和破坏性神经精神疾病的标志。这里,我们使用光遗传学方法和计算模型来研究前扣带回皮质(ACC)的受试者内调节如何影响大鼠启动和完成复杂的奖赏引导决策任务的能力.我们发现在ACC被抑制的日子里,老鼠启动和保持任务的能力受损,以及他们的任务准确性和完成会话的能力。
    Our prior research has identified neural correlates of cognitive control in the anterior cingulate cortex (ACC), leading us to hypothesize that the ACC is necessary for increasing attention as rats flexibly learn new contingencies during a complex reward-guided decision-making task. Here, we tested this hypothesis by using optogenetics to transiently inhibit the ACC, while rats of either sex performed the same two-choice task. ACC inhibition had a profound impact on behavior that extended beyond deficits in attention during learning when expected outcomes were uncertain. We found that ACC inactivation slowed and reduced the number of trials rats initiated and impaired both their accuracy and their ability to complete sessions. Furthermore, drift-diffusion model analysis suggested that free-choice performance and evidence accumulation (i.e., reduced drift rates) were degraded during initial learning-leading to weaker associations that were more easily overridden in later trial blocks (i.e., stronger bias). Together, these results suggest that in addition to attention-related functions, the ACC contributes to the ability to initiate trials and generally stay on task.
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  • 文章类型: Journal Article
    背景:决策能力和奖励反应能力的差异可能是戒烟能力差异的基础。选择行为的计算建模,与分层漂移扩散模型(HDDM)一样,可以帮助将奖励响应与决策的基本组成部分分开。在这里,我们使用HDDM来识别哪些决策或奖励相关参数,从奖励处理任务中获取的数据中提取,有助于在实验室任务期间不寻求治疗的吸烟者戒烟的能力。
    方法:80名吸烟的成年人完成了概率奖励任务(PRT)——一项有差异强化时间表的信号检测任务——照常吸烟,和复发模拟任务(RAT)-参与者可以通过在过夜禁欲后将吸烟推迟50分钟来赚钱的任务。根据RAT定义了两个队列;那些在吸烟前等待0分钟(n=36)或整整50分钟(n=44)的人。
    结果:PRT信号检测指标表明所有受试者都学习了任务偶然性,两组之间的反应偏倚或辨别性没有差异。然而,HDDM分析表明,在50分钟内的漂移率与0分钟的服务员。
    结论:相对于那些没有弃权的人,计算模型表明,戒烟50分钟的人在基于奖励的决策过程中表现出更快的证据积累。这些结果突出了决策机制对戒烟的重要性,并建议专注于证据积累过程可能会产生新的治疗目标。
    Variability in decision-making capacity and reward responsiveness may underlie differences in the ability to abstain from smoking. Computational modeling of choice behavior, as with the Hierarchical Drift Diffusion Model (HDDM), can help dissociate reward responsiveness from underlying components of decision-making. Here we used the HDDM to identify which decision-making or reward-related parameters, extracted from data acquired in a reward processing task, contributed to the ability of people who smoke that are not seeking treatment to abstain from cigarettes during a laboratory task.
    80 adults who smoke cigarettes completed the Probabilistic Reward Task (PRT) - a signal detection task with a differential reinforcement schedule - following smoking as usual, and the Relapse Analogue Task (RAT) - a task in which participants could earn money for delaying smoking up to 50min - after a period of overnight abstinence. Two cohorts were defined by the RAT; those who waited either 0-min (n=36) or the full 50-min (n=44) before smoking.
    PRT signal detection metrics indicated all subjects learned the task contingencies, with no differences in response bias or discriminability between the two groups. However, HDDM analyses indicated faster drift rates in 50-min vs. 0-min waiters.
    Relative to those who did not abstain, computational modeling indicated that people who abstained from smoking for 50min showed faster evidence accumulation during reward-based decision-making. These results highlight the importance of decision-making mechanisms to smoking abstinence, and suggest that focusing on the evidence accumulation process may yield new targets for treatment.
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  • 文章类型: Journal Article
    青春期是患抑郁症风险增加的时期,也是自我认同发展和整合的关键时期。尽管如此,自我参照加工的神经生理学相关性与青年抑郁症状之间的关系尚不清楚。这里,我们利用自参考编码任务(SRET)的计算模型来识别后验晚期正电位(LPP)之间关联的行为调节者,与情绪调节相关的事件相关电位,和青少年自我报告的抑郁症状。具体来说,在漂移扩散框架内,我们评估了后部LPP与青年抑郁症症状之间的关联是否通过漂移率调节,反映自我评估决策过程中处理效率的参数。
    106名青少年的样本,12至17岁(53%为男性;法师=14.49,标准差=1.70),同时进行高密度脑电图和抑郁和焦虑的自我报告测量,完成了SRET。
    研究结果表明有明显的节制:对于年轻人,与积极的单词相比,在对负面单词做出反应时表现出更高的处理效率(漂移率),较大的后部LPP预测抑郁症状严重程度。
    我们依靠社区样本,我们的研究本质上是横断面的。未来对临床抑郁青年的纵向工作将是有益的。
    我们的研究结果表明了青少年抑郁症的神经行为模型,其中负面信息的有效处理与对情感自我调节的需求增加同时发生。我们的发现也具有临床相关性;青年的神经生理反应(后LPP)和在SRET期间的表现可能作为追踪治疗相关的自我认同变化的新目标。
    UNASSIGNED: Adolescence is a time of heightened risk for developing depression and also a critical period for the development and integration of self-identity. Despite this, the relation between the neurophysiological correlates of self-referential processing and major depressive symptoms in youth is not well understood. Here, we leverage computational modeling of the self-referential encoding task (SRET) to identify behavioral moderators of the association between the posterior late positive potential (LPP), an event-related potential associated with emotion regulation, and youth self-reported symptoms of depression. Specifically, within a drift-diffusion framework, we evaluated whether the association between the posterior LPP and youth symptoms of major depression was moderated by drift rate, a parameter reflecting processing efficiency during self-evaluative decisions.
    UNASSIGNED: A sample of 106 adolescents, aged 12 to 17 (53% male; Mage = 14.49, SD = 1.70), completed the SRET with concurrent high-density electroencephalography and self-report measures of depression and anxiety.
    UNASSIGNED: Findings indicated a significant moderation: for youth showing greater processing efficiency (drift rate) when responding to negative compared to positive words, larger posterior LPPs predicted greater depressive symptom severity.
    UNASSIGNED: We relied on a community sample and our study was cross-sectional in nature. Future longitudinal work with clinically depressed youth would be beneficial.
    UNASSIGNED: Our results suggest a neurobehavioral model of adolescent depression wherein efficient processing of negative information co-occurs with increased demands on affective self-regulation. Our findings also have clinical relevance; youth\'s neurophysiological response (posterior LPP) and performance during the SRET may serve as a novel target for tracking treatment-related changes in one\'s self-identity.
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  • 文章类型: Journal Article
    特别行动组织最近证明了他们致力于通过开发认知域来增强认知功能和改善大脑健康。然而,随着这个新企业得到更多资源和人员的支持,一个关键问题涉及应该进行哪些认知评估来评估认知功能。评估本身是认知领域的症结所在,如果应用不当,可能会误导认知从业者。这里,讨论讨论了在制定特种作战认知评估时需要满足的最重要标准,包括操作相关性,优化,和速度。该领域的认知评估必须包含以下内容:(1)具有明确的操作相关性的任务,以确保有意义的结果,(2)没有上限效应,以便表现可以支持认知增强举措,(3)任务本身应施加最少的时间要求,以避免造成重大的后勤负担。漂移扩散模型支持的动态威胁评估任务可以满足所有必要的标准,同时还提供了比目前使用的任何测试更深入的了解特种作战人员的决策参数。讨论最后详细描述了这个推荐的认知评估任务,以及支持其应用所需的研究和开发步骤。
    Special Operations organizations have recently demonstrated their commitment to enhanced cognitive functioning and improving brain health through the development of a Cognitive Domain. However, as this new enterprise becomes supported by more resources and personnel, a critical question involves what cognitive assessments should be conducted to evaluate cognitive functions. The assessment itself forms a crux in the Cognitive Domain that could mislead cognitive practitioners if not properly applied. Here, the discussion addresses the most important criteria to satisfy in the development of a Special Operations cognitive assessment, including operational relevance, optimization, and speed. Cognitive assessments in this domain must incorporate the following: (1) a task with clear operational relevance to ensure meaningful results, (2) no ceiling effects so that performance can support cognitive enhancement initiatives, and (3) the task itself should impose a minimal time requirement to avoid creating a substantial logistical burden. A dynamic threat assessment task supported by drift diffusion modeling can meet all requisite criteria, while also providing more insight into decision parameters of Special Operations personnel than any currently used test. The discussion concludes with a detailed description of this recommended cognitive assessment task, as well as the research and development steps needed to support its application.
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  • 文章类型: Journal Article
    当谈到选择适当的动作时,人们可能会采用不同的策略。明确的if-then规则,与隐含的前瞻性行动计划相比,可以促进年轻健康成年人的行动选择。但是衰老改变了认知过程。目前尚不清楚老年人是否可能类似,从基于规则的行动选择方法中获利。为了研究衰老的潜在影响,规则/计划运动认知(RPMC)模式应用于31~90岁的3个不同年龄组.参与者选择了规则或前瞻性计划所指示的握把。作为年龄的函数,通过基于计划和规则的行动选择之间的反应时间差异量化,我们发现策略特异性优势普遍增加.然而,在老年群体中,这些差异是双向的:一些参与者更快地启动了基于规则的行动选择,而对其他人来说,基于计划的行动选择似乎更有效。分解反应时间决定过程的速度,动作编码,和响应警告组件表明,基于规则的动作选择可能会减少所有年龄组的动作编码需求。当涉及到动作选择的信息积累时,年轻人和中年群体似乎在规则任务中具有速度优势。因此,决定基于规则的效率效应在整个生命周期中的鲁棒性的一个影响因素可能是由信息摄取速度降低所呈现的。未来的研究需要进一步说明这些参数在有效行动选择中的作用。
    When it comes to the selection of adequate movements, people may apply varying strategies. Explicit if-then rules, compared to implicit prospective action planning, can facilitate action selection in young healthy adults. But aging alters cognitive processes. It is unknown whether older adults may similarly, profit from a rule-based approach to action selection. To investigate the potential effects of aging, the Rule/Plan Motor Cognition (RPMC) paradigm was applied to three different age groups between 31 and 90 years of age. Participants selected grips either instructed by a rule or by prospective planning. As a function of age, we found a general increase in a strategy-specific advantage as quantified by the difference in reaction time between plan- and rule-based action selection. However, in older age groups, these differences went in both directions: some participants initiated rule-based action selection faster, while for others, plan-based action selection seemed more efficient. The decomposition of reaction times into speed of the decision process, action encoding, and response caution components suggests that rule-based action selection may reduce action encoding demands in all age groups. There appears a tendency for the younger and middle age groups to have a speed advantage in the rule task when it comes to information accumulation for action selection. Thus, one influential factor determining the robustness of the rule-based efficiency effect across the lifespan may be presented by the reduced speed of information uptake. Future studies need to further specify the role of these parameters for efficient action selection.
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  • 文章类型: Journal Article
    Electric-double-layer (EDL) gating can induce large capacitance densities (∼1-10 μF cm-2) in two-dimensional (2D) semiconductors; however, several properties of the electrolyte limit performance. One property is the electrochemical activity which limits the gate voltage (VG) that can be applied and therefore the maximum extent to which carriers can be modulated. A second property is electrolyte thickness, which sets the response speed of the EDL gate and therefore the time scale over which the channel can be doped. Typical thicknesses are on the order of micrometers, but thinner electrolytes (nanometers) are needed for very-large-scale-integration (VLSI) in terms of both physical thickness and the speed that accompanies scaling. In this study, finite element modeling of an EDL-gated field-effect transistor (FET) is used to self-consistently couple ion transport in the electrolyte to carrier transport in the semiconductor, in which density of states, and therefore quantum capacitance, is included. The model reveals that 50 to 65% of the applied potential drops across the semiconductor, leaving 35 to 50% to drop across the two EDLs. Accounting for the potential drop in the channel suggests that higher carrier densities can be achieved at larger applied VG without concern for inducing electrochemical reactions. This insight is tested experimentally via Hall measurements of graphene FETs for which VG is extended from ±3 to ±6 V. Doubling the gate voltage increases the sheet carrier density by an additional 2.3 × 1013 cm-2 for electrons and 1.4 × 1013 cm-2 for holes without inducing electrochemistry. To address the need for thickness scaling, the thickness of the solid polymer electrolyte, poly(ethylene oxide) (PEO):CsClO4, is decreased from 1 μm to 10 nm and used to EDL gate graphene FETs. Sheet carrier density measurements on graphene Hall bars prove that the carrier densities remain constant throughout the measured thickness range (10 nm-1 μm). The results indicate promise for overcoming the physical and electrical limitations to VLSI while taking advantage of the ultrahigh carrier densities induced by EDL gating.
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  • 文章类型: Journal Article
    What an adolescent thinks about themselves, commonly termed self-referential processing, has significant implications for youth long-term psychological well-being. Self-referential processing plays an important role in anticipatory and reactive processing in social contexts and contributes to symptoms of social anxiety. Previous work examining self-referential processing largely focuses on child and adolescent depression, relying on endorsement and reaction time for positive and negative self-describing adjectives in a self-referential encoding task (SRET). Here, we employ computational methods to interrogate the latent processes underlying choice reaction times to evaluate the fit of several drift-diffusion models of youth SRET performance. A sample of 106 adolescent, aged 12-17 (53% male; Mage = 14.49, SD = 1.70) completed the SRET and self-report measures of anxiety and depression. Our results support the utility of modeling the SRET, where the rate of evidence accumulation (i.e., drift rate) during negative self-referential processing was related to social anxiety above-and-beyond mean task performance. Our regression analyses indicated that youth efficiency in processing of self-referential views was domain general to anxiety, highlighting the importance of assessing both social and physiological anxiety symptoms when predicting SRET performance. The computational modeling results revealed that self-referential views are not uniquely related to depression-related constructs but also facets of anxiety.
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