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infant-looking-time-paradigm-designer(婴儿注视时间范式设计师)

infant-looking-time-paradigm-designer 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

infant-looking-time-paradigm-designer 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为只读;许可证信息还不明确,第三方扫描已通过,按安装量在研究检索类的 73,675 个 Skill 里排第 6,845。

总安装 20,751周安装 548GitHub Stars 18下载 4,294核验 2026-05-01

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请帮我安装这个 Agent Skill:infant-looking-time-paradigm-designer(婴儿注视时间范式设计师)
来源仓库:https://github.com/haoxuanlithuai/awesome_cognitive_and_neuroscience_skills
仓库路径:skills/infant-looking-time-paradigm-designer
安装命令:
npx skills add https://github.com/haoxuanlithuai/awesome_cognitive_and_neuroscience_skills --skill 'Infant Looking Time Paradigm Designer'
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

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skills.shnpx skills
npx skills add https://github.com/haoxuanlithuai/awesome_cognitive_and_neuroscience_skills --skill 'Infant Looking Time Paradigm Designer'

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

用于查找、检索和筛选相关信息。适合在 Codex、Claude、Cursor、Gemini CLI 中根据关键词快速定位候选结果。通过 npx skills add 命令从指定仓库安装,需确认权限和维护状态。使用前建议核验具体用法,避免触发联网或文件读写操作。涉及敏感数据时应先确认脱敏边界和命令执行范围。

来源仓库内路径:skills/infant-looking-time-paradigm-designer

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/haoxuanlithuai/awesome_cognitive_and_neuroscie…;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它标注为只读,先用只读任务试一次,确认行为符合预期再扩大使用范围。

常见问题

6 条

infant-looking-time-paradigm-designer 怎么安装?

在终端执行 npx skills add https://github.com/haoxuanlithuai/awesome_cognitive_and_neuroscience_skills…。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

infant-looking-time-paradigm-designer 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

infant-looking-time-paradigm-designer 需要什么权限?

权限级别是只读。该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

infant-looking-time-paradigm-designer 是免费的吗?

公开资料没有标注明确许可证,收费和商用限制都无法确认。正式使用前请到来源仓库核对授权说明。

infant-looking-time-paradigm-designer 用的人多吗?

公开数据是累计安装 20,751 次,近一周安装 548 次,下载 4,294 次,GitHub 18 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

infant-looking-time-paradigm-designer 安全吗?

第三方扫描结果为通过,但这只覆盖已知的静态检查项,不能替代自己读一遍源码和安装命令。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。
  • 第三方扫描已通过,常见的高风险行为没有命中。
  • 标注为只读权限,试用阶段不容易误改本地文件。

先想清楚的地方

  • 许可证没有明确标注,能不能商用、能不能再分发都不确定。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。
  • 只想先试试效果、不希望它改动本地文件的人。

不太适合

  • 需要明确授权才能用到公司项目里的场景。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
infant-looking-time-paradigm-designer

婴儿注视时间范式设计师 · 本页

20,75118只读未明确通过

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

Infant Looking Time Paradigm Designer

Purpose

This skill encodes expert methodological knowledge for designing infant looking-time studies, including habituation, preferential-looking, and violation-of-expectation paradigms. It provides age-appropriate timing parameters, habituation criteria, exclusion standards, and coding reliability benchmarks that require specialized training in developmental methodology. A general-purpose programmer would not know the appropriate trial durations by age, when to expect novelty versus familiarity preferences, or how to set habituation criteria.

When to Use This Skill

  • Designing a new habituation study for infants of a specific age
  • Setting up a preferential-looking paradigm (side-by-side or central fixation)
  • Creating a violation-of-expectation study to test infant knowledge
  • Choosing age-appropriate timing parameters (trial duration, ITI, attention-getters)
  • Establishing exclusion criteria and coding reliability standards
  • Deciding between online (webcam-based) and in-lab testing
  • Determining sample size and expected effect sizes for infant studies

Research Planning Protocol

Before executing the domain-specific steps below, you MUST:

  1. State the research question -- What specific question is this analysis/paradigm addressing?
  2. Justify the method choice -- Why is this approach appropriate? What alternatives were considered?
  3. Declare expected outcomes -- What results would support vs. refute the hypothesis?
  4. Note assumptions and limitations -- What does this method assume? Where could it mislead?
  5. Present the plan to the user and WAIT for confirmation before proceeding.

For detailed methodology guidance, see the research-literacy skill.

⚠️ Verification Notice

This skill was generated by AI from academic literature. All parameters, thresholds, and citations require independent verification before use in research. If you find errors, please open an issue.

Paradigm Selection Decision Tree

What is the research question?
 |
 +-- Does the infant have a representation of X?
 | |
 | +-- Test via surprise --> Violation-of-Expectation (Baillargeon, 1987)
 | |
 | +-- Test via discrimination --> Habituation + Test (Fantz, 1964)
 |
 +-- Can the infant discriminate A from B?
 | |
 | +-- Simultaneous comparison --> Preferential Looking (Fantz, 1958)
 | |
 | +-- Sequential comparison --> Habituation + Novelty Test
 |
 +-- Does the infant prefer/attend more to A vs B?
 |
 +-- Spontaneous preference --> Preferential Looking
 |
 +-- After familiarization --> Habituation + Test

Habituation Paradigm Design

Overview

Habituation measures the decline in looking time as infants become familiar with a repeated stimulus, followed by a test phase to assess discrimination or representation (Colombo & Mitchell, 2009).

Habituation Criterion Methods

MethodDescriptionDefault CriterionSource
Criterion-based (preferred)Trials continue until looking decreases to a threshold50% of initial baselineOakes, 2010; Colombo & Mitchell, 2009
Fixed-trialSet number of habituation trialsAge-dependent (see below)Cohen, 1976
Sliding windowCriterion computed over a moving window of trialsWindow of 3-4 consecutive trialsOakes, 2010

Criterion-Based Habituation Parameters

ParameterValueSource
Baseline windowFirst 3 trials (average looking time)Oakes, 2010
Decrement criterionLooking drops to 50% of baselineOakes, 2010; Colombo & Mitchell, 2009
Criterion window3 consecutive trials below criterionOakes, 2010
Maximum trials before aborting20-25 trials (or abandon)Colombo & Mitchell, 2009
Minimum habituation trials4-6 trials (to ensure real exposure)Expert consensus

Fixed-Trial Habituation by Age

Age GroupRecommended TrialsSource
Neonates (0-1 mo)8-12 trialsSlater, 1995
3-6 months6-10 trialsCohen, 1976; Colombo & Mitchell, 2009
6-12 months6-8 trialsColombo & Mitchell, 2009
12-24 months4-8 trialsColombo & Mitchell, 2009

Maximum Trial Duration by Age

Age GroupMax Trial DurationSource
Neonates (0-1 mo)60 sSlater, 1995
1-3 months30-60 sColombo & Mitchell, 2009
3-6 months20-30 sColombo & Mitchell, 2009
6-12 months15-20 sColombo & Mitchell, 2009
12-24 months10-20 sColombo & Mitchell, 2009

Look-Away Criterion

A trial ends when the infant looks away for a continuous duration:

Age GroupLook-Away DurationSource
Neonates2-3 sSlater, 1995
3-6 months2 sOakes, 2010
6-12 months1-2 sOakes, 2010
12+ months1-2 sOakes, 2010

Minimum look before look-away counts: Infant must look for at least 0.5-1.0 s before a look-away can terminate the trial (Oakes, 2010).

Preferential Looking Design

Standard Configuration (Fantz, 1958)

ParameterValueSource
Display arrangementSide-by-side, equidistant from midlineFantz, 1958
Stimulus eccentricity15-20 degrees from centerAslin, 2007
Position counterbalancingEach stimulus appears equally on left and rightFantz, 1958; Oakes, 2010
Number of test trials4-8 trials (minimum 2 per side assignment)Oakes, 2010
Trial duration10-20 s (depending on age)Oakes, 2010

Interpreting Preference Direction

Is there a familiarization/habituation phase?
 |
 +-- NO (spontaneous preference) --> Report raw preference proportion
 |
 +-- YES --> What is the age and task complexity?
 |
 +-- Younger infants + simple stimuli --> Expect NOVELTY preference
 | (Hunter & Ames, 1988)
 |
 +-- Younger infants + complex stimuli --> Expect FAMILIARITY preference
 | (Hunter & Ames, 1988)
 |
 +-- Older infants + simple stimuli --> Expect NOVELTY preference
 |
 +-- Brief familiarization + any age --> Expect FAMILIARITY preference
 (Hunter & Ames, 1988; Roder et al., 2000)

Hunter & Ames (1988) model: Preference direction is determined by the interaction of:

  1. Age (processing speed)
  2. Stimulus complexity (encoding difficulty)
  3. Familiarization duration (encoding completeness)

General rule: Incomplete encoding produces familiarity preference; complete encoding produces novelty preference (Hunter & Ames, 1988).

Looking Time Preference Threshold

MeasureThresholdSource
Proportion looking to target> 55% of total looking timeOakes, 2010
Statistical testOne-sample t-test against 50% (chance)Standard practice
Effect size benchmark (infant studies)Cohen's d ~ 0.4 -- 0.6 (medium)Oakes, 2010

Violation-of-Expectation (VoE) Design

Overview (Baillargeon, 1987)

Infants view an expected and an unexpected event. Longer looking at the unexpected event is interpreted as detection of the violation.

Standard VoE Structure

  1. Familiarization phase: Infants see the basic event (e.g., screen rotating)
  2. Test phase: Two events presented (expected vs. unexpected), counterbalanced for order
  3. Measure: Looking time difference between expected and unexpected events

VoE Parameters

ParameterValueSource
Familiarization trials4-6 trialsBaillargeon, 1987; Spelke et al., 1992
Test trials per event type2-3 trials eachBaillargeon, 1987
Maximum test trial duration30-60 s (age-dependent; see habituation table)Colombo & Mitchell, 2009
Event presentation orderCounterbalanced (expected-first vs. unexpected-first)Standard practice
Expected effect directionLonger looking at unexpected eventBaillargeon, 1987

Important Methodological Caveats

  1. Low-level perceptual confounds: Ensure expected and unexpected events are matched on visual features (motion, color, surface area). The unexpected event should differ only in the conceptual violation (Baillargeon, 2004).
  2. Familiarity preference interpretation: Longer looking at the "expected" event does not necessarily mean failure to detect the violation; it may reflect familiarity preference (Hunter & Ames, 1988).
  3. Replication concerns: Some classic VoE findings have proven difficult to replicate (Baillargeon et al., 2016).

General Timing Parameters

Attention-Getters

ParameterValueSource
TypeCentral animated stimulus with soundOakes, 2010
Duration3-5 s (or until infant fixates center)Expert consensus
PresentationBefore every trialOakes, 2010
PurposeRecenter gaze to midline before trial onsetOakes, 2010

Inter-Trial Interval

Age GroupITI DurationSource
All ages1-3 s (blank screen or neutral gray)Oakes, 2010

See references/age-parameters.yaml for a comprehensive age-by-parameter table.

Exclusion Criteria

Trial-Level Exclusion

CriterionThresholdSource
Minimum looking on test trial> 0.5 s looking requiredExpert consensus
Fussiness (infant turns away from screen)Trial excludedOakes, 2010
Parental interferenceTrial excludedStandard practice
Equipment failure (eye-tracker loss)Trial excludedStandard practice

Participant-Level Exclusion

CriterionThresholdSource
Completed test trialsMust complete > 50% of test trialsOakes, 2010
Failure to habituateExclude if not habituated after maximum trialsColombo & Mitchell, 2009
Side bias> 90% looking to one side across all trialsOakes, 2010
FussinessGeneral fussiness preventing data collectionStandard practice
Parent report of atypical stateSleepy, ill, recent feeding issuesStandard practice

Expected Exclusion Rates

SettingExpected Exclusion RateSource
In-lab (3-6 months)20-40%Oakes, 2010
In-lab (6-12 months)15-30%Oakes, 2010
In-lab (12-24 months)10-25%Oakes, 2010
Online (webcam-based)30-50% (higher due to environment)Smith-Flores et al., 2022

Sample size implication: Recruit 1.5-2x the target N to account for exclusions (Oakes, 2010).

Coding Reliability

Live vs. Offline Coding

MethodDescriptionWhen to Use
Live codingExperimenter presses key during sessionHabituation criterion in real-time
Offline codingFrame-by-frame from video recordingAll published looking time data
Automated (eye-tracking)Tobii, EyeLink, or webcam-basedHigh precision needed; older infants

Reliability Standards

MetricMinimum StandardSource
Proportion of sessions double-coded> 25% (at least)Oakes, 2010
Inter-coder agreement (proportion)> 90%Oakes, 2010
Cohen's kappa (looking/not-looking)> 0.85Oakes, 2010; Colombo & Mitchell, 2009
Pearson r (total looking times)> 0.90Oakes, 2010

Coding Resolution

MethodTemporal ResolutionSource
Frame-by-frame video coding33 ms (30 fps) or 17 ms (60 fps)Standard practice
Live key-press coding~200-300 ms (human reaction time)Expert consensus
Eye-tracker4-17 ms (60-250 Hz)Equipment-dependent

Online vs. In-Lab Testing

Considerations for Online Infant Testing

FactorIn-LabOnlineSource
Environmental controlHighLow (home distractions)Smith-Flores et al., 2022
Stimulus calibrationPrecise (visual angle, distance)Variable (screen size, distance)Zaadnoordijk et al., 2022
Looking time codingOffline video or eye-trackerWebcam-based or parent-codedSmith-Flores et al., 2022
Exclusion rate20-30%30-50%Smith-Flores et al., 2022
Sample diversityLimited to local populationBroader demographic reachZaadnoordijk et al., 2022
Recommended platformN/ALookit, Labvanced, GorillaSmith-Flores et al., 2022

Critical: Online studies require explicit instructions to parents about distance from screen (typically 60 cm) and minimizing distractions. Validate online paradigms against in-lab data before drawing novel conclusions (Smith-Flores et al., 2022).

Common Pitfalls

  1. Ignoring novelty vs. familiarity preference: Assuming longer looking always means preference for the novel stimulus. Depending on age, complexity, and encoding time, infants may show familiarity preference instead (Hunter & Ames, 1988).
  2. Fixed vs. criterion habituation: Using fixed-trial habituation when criterion-based is more appropriate. Criterion-based habituation ensures infants have actually encoded the stimulus before testing (Oakes, 2010).
  3. Perceptual confounds in VoE: Unexpected events that differ from expected events on low-level perceptual features (motion path length, surface area visible) confound interpretation (Baillargeon, 2004).
  4. Insufficient counterbalancing: Failing to counterbalance stimulus position (left/right), trial order (expected/unexpected first), and stimulus assignment across infants.
  5. Not reporting exclusion rates: Journals increasingly require transparent reporting of how many infants were excluded and why. High exclusion rates may bias the sample (Oakes, 2010).
  6. Coding reliability not reported: All published looking-time data should include inter-coder reliability from offline coding, even if live coding was used during the session.
  7. Age-inappropriate timing: Using adult-like trial durations with young infants, or overly short trials with neonates, leading to floor/ceiling effects.

Minimum Reporting Checklist

Based on Oakes (2010) and Colombo & Mitchell (2009):

  • Paradigm type (habituation, preferential looking, VoE)
  • Age of participants (mean, range, in days or weeks for infants < 12 months)
  • Habituation criterion and method (if applicable)
  • Number of habituation trials to criterion (mean, SD)
  • Trial duration parameters (maximum duration, look-away criterion, minimum look)
  • Number of test trials and counterbalancing scheme
  • Attention-getter description and duration
  • Exclusion criteria and number excluded (with reasons)
  • Coding method (live, offline, automated) and temporal resolution
  • Inter-coder reliability (kappa, r, proportion agreement)
  • Looking time data: means and SDs per condition
  • Statistical tests, effect sizes, and confidence intervals

References

  • Aslin, R. N. (2007). What's in a look? *Developmental Science*, 10(1), 48-53.
  • Baillargeon, R. (1987). Object permanence in 3.5- and 4.5-month-old infants. *Developmental Psychology*, 23(5), 655-664.
  • Baillargeon, R. (2004). Infants' reasoning about hidden objects: Evidence for event-general and event-specific expectations. *Developmental Science*, 7(4), 391-424.
  • Baillargeon, R., Stavans, M., Wu, D., Gertner, Y., Setoh, P., Kittredge, A. K., & Bernard, A. (2016). Object individuation and physical reasoning in infancy: An integrative account. *Language Learning and Development*, 8(1), 4-46.
  • Cohen, L. B. (1976). Habituation of infant visual attention. In T. J. Tighe & R. N. Leaton (Eds.), *Habituation: Perspectives from Child Development, Animal Behavior, and Neurophysiology*. Erlbaum.
  • Colombo, J., & Mitchell, D. W. (2009). Infant visual habituation. *Neurobiology of Learning and Memory*, 92(2), 225-234.
  • Fantz, R. L. (1958). Pattern vision in young infants. *The Psychological Record*, 8, 43-47.
  • Fantz, R. L. (1964). Visual experience in infants: Decreased attention to familiar patterns relative to novel ones. *Science*, 146(3644), 668-670.
  • Hunter, M. A., & Ames, E. W. (1988). A multifactor model of infant preferences for novel and familiar stimuli. *Advances in Infancy Research*, 5, 69-95.
  • Oakes, L. M. (2010). Using habituation of looking time to assess mental processes in infancy. *Journal of Cognition and Development*, 11(3), 255-268.
  • Roder, B. J., Bushnell, E. W., & Sasseville, A. M. (2000). Infants' preferences for familiarity and novelty during the course of visual processing. *Infancy*, 1(4), 491-507.
  • Slater, A. (1995). Visual perception and memory at birth. *Advances in Infancy Research*, 9, 107-162.
  • Smith-Flores, A. S., Perez, J., Zhang, M. H., & Feigenson, L. (2022). Online measures of looking and learning in infancy. *Infancy*, 27(1), 4-24.
  • Spelke, E. S., Breinlinger, K., Macomber, J., & Jacobson, K. (1992). Origins of knowledge. *Psychological Review*, 99(4), 605-632.
  • Zaadnoordijk, L., Buckler, H., & Cusack, R. (2022). Online testing in developmental science: A guide to design and implementation. *Behavior Research Methods*, 54, 1202-1221.

See references/ for detailed age-by-parameter tables and paradigm checklists.

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