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docs(data): refresh dataset access documentation
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README.md

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| Dataset | Supported Modalities | Additional Data | Cohort Scale | Official Link |
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| :---: | --- | --- | --- | :--- |
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| ABCD Study | T1w; T2w; dMRI; rs-fMRI; task-fMRI | Physical and mental health; substance use; culture/environment; neurocognition; biological data | Target cohort of ~11,500 children; full cohort releases through the NIMH Data Archive | https://abcdstudy.org/ |
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| ABCD Study | T1w; T2w; dMRI; rs-fMRI; task-fMRI | Physical and mental health; substance use; culture/environment; neurocognition; biological data | Target cohort of ~11,500 children; current releases through the NBDC Data Sharing Platform | https://abcdstudy.org/ |
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| ABIDE | T1w; rs-fMRI | ASD/control phenotypic data | 1,112 datasets from 17 international sites | https://fcon_1000.projects.nitrc.org/indi/abide/ |
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| ADHD-200 | T1w; rs-fMRI | Diagnostic status; ADHD symptom measures; demographics; medication history; QC measures | 776 participants/datasets across 8 imaging sites | https://fcon_1000.projects.nitrc.org/indi/adhd200/ |
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| AIBL | T1w; PET (PiB, FDG, tau) | Cognitive assessments; blood biomarkers; lifestyle and demographic data; APOE genotype | ~1,100+ participants (healthy controls, MCI, AD) | https://aibl.csiro.au/ |
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| COBRE | T1w; rs-fMRI | Demographics; handedness; diagnostic information | 147 participants: 72 schizophrenia patients and 75 healthy controls | https://fcon_1000.projects.nitrc.org/indi/retro/cobre.html |
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| DMT-HAR-MED | rs-fMRI | Psychedelic intervention conditions; behavioral and physiological measures | 40 participants in OpenNeuro ds006644 | https://openneuro.org/datasets/ds006644/versions/1.0.1 |
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| HBN | T1w; T2w; dMRI; rs-fMRI; task-fMRI; EEG | Psychiatric, behavioral, cognitive, lifestyle, genetics, actigraphy | ~3,900+ released participants; target resource of at least 10,000 ages 5-21 | https://fcon_1000.projects.nitrc.org/indi/cmi_healthy_brain_network/ |
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| HCP Aging | T1w; T2w; dMRI; rs-fMRI; task-fMRI | Behavioral, cognitive, health, and demographic measures | ~700+ adults ages 36-100 | https://www.humanconnectome.org/study/hcp-lifespan-aging |
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| HCP Aging | T1w; T2w; dMRI; rs-fMRI; task-fMRI; ASL | Behavioral, cognitive, health, and demographic measures | AABC Release 2: 1,396 participants and 2,878 sessions | https://www.humanconnectome.org/study/hcp-lifespan-aging |
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| HCP Development | T1w; T2w; dMRI; rs-fMRI; task-fMRI | Behavioral, cognitive, health, and demographic measures | ~600+ children and adolescents ages 5-21 | https://www.humanconnectome.org/study/hcp-lifespan-development |
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| HCP Early Psychosis | T1w; T2w; dMRI; rs-fMRI; task-fMRI | Diagnostic, clinical, behavioral, and cognitive measures | ~250 early psychosis and control participants | https://www.humanconnectome.org/study/hcp-early-psychosis |
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| HCP Young Adult | T1w; T2w; dMRI; rs-fMRI; task-fMRI | Behavioral and cognitive measures | ~1,200 young adult participants | https://www.humanconnectome.org/study/hcp-young-adult |
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| HCP Young Adult | T1w; T2w; dMRI; rs-fMRI; task-fMRI | Behavioral and cognitive measures | 2025 release: unprocessed imaging for 1,113 subjects and processed data for 1,071 | https://www.humanconnectome.org/study/hcp-young-adult |
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| IXI | T1w; T2w; MRA | Healthy brain MRI from three London hospitals | ~600 subjects | https://brain-development.org/ixi-dataset/ |
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| MS Challenge | T1w; T2w; FLAIR; PD | Expert manual lesion segmentations for MS benchmarking | 5 MS patients with multiple longitudinal timepoints | https://smart-stats-tools.org/lesion-challenge |
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| MND | rs-fMRI; task-fMRI | Motor neuron disease diagnosis and clinical measures | 59 participants in OpenNeuro ds005874 | https://openneuro.org/datasets/ds005874/versions/1.1.0 |
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| PNC | T1w; dMRI; ASL; rs-fMRI; task-fMRI | Genotyping; clinical and neuropsychiatric assessment; Computerized Neurocognitive Battery | >9,500 youth cohort; 1,445 participants with neuroimaging | https://www.med.upenn.edu/bbl/philadelphianeurodevelopmentalcohort.html |
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| PPMI | T1w; rs-fMRI; DAT-SPECT; PET | Clinical, genetic, biospecimen, and wearable sensor data for Parkinson's disease | ~2,000+ participants across 30+ clinical sites worldwide | https://www.ppmi-info.org/ |
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| REST-meta-MDD | rs-fMRI | MDD diagnosis; clinical and demographic measures | 2,428 participants across 25 cohorts | http://rfmri.org/REST-meta-MDD |
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| SCAN | T1w; FLAIR; optional dMRI; rs-fMRI; ASL; amyloid/tau/FDG PET | Linked NACC longitudinal clinical/cognitive data; centralized QC and imaging summaries | Growing multi-ADRC resource; requestable data depend on completed defacing and QC | https://scan.naccdata.org/ |
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| SEED-IV | EEG | Emotion labels across four affective categories; trial-level session metadata | 15 subjects across 3 sessions for emotion decoding benchmarks | https://bcmi.sjtu.edu.cn/home/seed/ |
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| SEED-VIG | EEG | Vigilance/fatigue labels; continuous alertness annotations; behavioral metadata | 23 subjects in sustained-attention driving-style vigilance recordings | https://bcmi.sjtu.edu.cn/home/seed/ |
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| TCP | rs-fMRI | Psychiatric diagnostic interviews; cognitive and clinical assessments | 245 transdiagnostic participants | https://openneuro.org/datasets/ds004215 |
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</details>
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Access is not equivalent to anonymous download. See the [verified access matrix](docs/DATASET_ACCESS.md) for registration, DUA, review, fee, and current availability details.
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### 🎯 Executability and Reproducibility
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- **Automatic Dependency Management**: No manual installation needed; the system detects and resolves dependencies
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- **True Model Execution**: Beyond sharing docs, it guides and executes model reproduction
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|------|----------|--------|
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| `abide-skill` | ABIDE dataset download, BIDS staging, and sMRI/rs-fMRI processing ||
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| `aibl-skill` | AIBL dataset access, BIDS staging, and sMRI/PET processing ||
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| `abcd-skill` | ABCD Study dataset download, BIDS staging, and multimodal processing ||
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| `abcd-skill` | ABCD Study controlled NBDC access, BIDS staging, and multimodal processing ||
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| `adhd200-skill` | ADHD-200 dataset download, BIDS staging, and sMRI/rs-fMRI processing ||
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| `adni-skill` | ADNI dataset automated processing workflow ||
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| `adni-skill` | ADNI and ADNI-DOD controlled access, BIDS staging, and processing workflow ||
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| `aomic-skill` | AOMIC dataset validation, BIDS staging, and sMRI/rs-fMRI/task-fMRI processing ||
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| `bold5000-skill` | BOLD5000 dataset BIDS validation and visual task-fMRI processing ||
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| `camcan-skill` | Cam-CAN dataset BIDS validation, multimodal sMRI/rs-fMRI/task-fMRI/dMRI processing ||
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| `cobre-skill` | COBRE dataset BIDS staging and schizophrenia-control fMRI processing ||
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| `dmt-har-med-skill` | DMT-HAR-MED dataset BIDS validation and psychedelic rs-fMRI processing ||
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| `hbn-skill` | HBN dataset download, BIDS staging, and multimodal sMRI/fMRI/dMRI/EEG processing ||
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| `hcpa-skill` | HCP Aging dataset download, BIDS staging, and multimodal sMRI/fMRI/dMRI processing ||
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| `hcpa-skill` | HCP Aging/AABC access, BIDS staging, and multimodal sMRI/fMRI/dMRI/ASL processing ||
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| `hcpd-skill` | HCP Development dataset download, BIDS staging, and multimodal sMRI/fMRI/dMRI processing ||
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| `hcpep-skill` | HCP Early Psychosis dataset download, BIDS staging, and multimodal sMRI/fMRI/dMRI processing ||
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| `hcpya-skill` | HCP Young Adult (HCP1200) dataset download, BIDS staging, and multimodal sMRI/fMRI/dMRI processing ||
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| `hcpya-skill` | HCP Young Adult 2025/S1200 access, BIDS staging, and multimodal sMRI/fMRI/dMRI processing ||
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| `ixi-skill` | IXI dataset BIDS validation and multimodal sMRI/MRA/dMRI processing ||
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| `mnd-skill` | MND dataset BIDS validation, rs-fMRI/task-fMRI processing, and phenotype extraction ||
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| `mschallenge-skill` | MS Lesion Challenge BIDS validation, lesion analysis, and longitudinal tracking ||
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| `pnc-skill` | PNC dataset BIDS validation, multimodal sMRI/rs-fMRI/task-fMRI/dMRI processing for developmental studies ||
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| `ppmi-skill` | PPMI dataset BIDS validation, multimodal sMRI/rs-fMRI/dMRI processing for Parkinson's disease ||
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| `rest-mneta-mdd-skill` | REST-meta-MDD multi-site rs-fMRI processing, site harmonization, and depression phenotype extraction ||
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| `scan-skill` | SCAN/NACC access planning, approved-export staging, phenotype linkage, and multimodal MRI/PET processing ||
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| `seed-iv-skill` | SEED-IV EEG emotion recognition (4 emotions), feature extraction, and classification ||
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| `seed-vig-skill` | SEED-VIG EEG vigilance/fatigue detection, feature extraction, and drowsiness classification ||
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| `tcp-skill` | Transdiagnostic Connectome Project BIDS validation, multimodal sMRI/rs-fMRI/dMRI processing ||

README_zh.md

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| 数据集 | 支持模态 | 附加数据 | 队列规模 | 官方链接 |
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| :---: | --- | --- | --- | :--- |
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| ABCD Study | T1w; T2w; dMRI; rs-fMRI; task-fMRI | 身体与心理健康、物质使用、文化/环境、神经认知、生物学数据 | 目标队列约 11,500 名儿童;完整批次通过 NIMH Data Archive 发布 | https://abcdstudy.org/ |
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| ABCD Study | T1w; T2w; dMRI; rs-fMRI; task-fMRI | 身体与心理健康、物质使用、文化/环境、神经认知、生物学数据 | 目标队列约 11,500 名儿童;当前版本通过 NBDC Data Sharing Platform 发布 | https://abcdstudy.org/ |
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| ABIDE | T1w; rs-fMRI | ASD/对照表型数据 | 来自 17 个国际站点的 1,112 份数据集 | https://fcon_1000.projects.nitrc.org/indi/abide/ |
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| ADHD-200 | T1w; rs-fMRI | 诊断状态、ADHD 症状量表、人口统计学信息、用药史、质控指标 | 8 个成像站点共 776 名参与者/数据集 | https://fcon_1000.projects.nitrc.org/indi/adhd200/ |
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| AIBL | T1w; PET (PiB, FDG, tau) | 认知评估、血液生物标志物、生活方式与人口统计学数据、APOE 基因型 | 约 1,100+ 名参与者(健康对照、MCI、AD) | https://aibl.csiro.au/ |
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| COBRE | T1w; rs-fMRI | 人口统计学信息、利手信息、诊断信息 | 147 名参与者:72 名精神分裂症患者和 75 名健康对照 | https://fcon_1000.projects.nitrc.org/indi/retro/cobre.html |
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| DMT-HAR-MED | rs-fMRI | 致幻剂干预条件、行为与生理测量 | OpenNeuro ds006644 中的 40 名参与者 | https://openneuro.org/datasets/ds006644/versions/1.0.1 |
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| HBN | T1w; T2w; dMRI; rs-fMRI; task-fMRI; EEG | 精神病学、行为、认知、生活方式、遗传学、活动记录 | 已发布约 3,900+ 名参与者;目标资源不少于 10,000 名 5-21 岁个体 | https://fcon_1000.projects.nitrc.org/indi/cmi_healthy_brain_network/ |
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| HCP Aging | T1w; T2w; dMRI; rs-fMRI; task-fMRI | 行为、认知、健康与人口统计学测量 | 约 700+ 名 36-100 岁成人 | https://www.humanconnectome.org/study/hcp-lifespan-aging |
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| HCP Aging | T1w; T2w; dMRI; rs-fMRI; task-fMRI; ASL | 行为、认知、健康与人口统计学测量 | AABC Release 2:1,396 名参与者、2,878 个扫描时点 | https://www.humanconnectome.org/study/hcp-lifespan-aging |
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| HCP Development | T1w; T2w; dMRI; rs-fMRI; task-fMRI | 行为、认知、健康与人口统计学测量 | 约 600+ 名 5-21 岁儿童与青少年 | https://www.humanconnectome.org/study/hcp-lifespan-development |
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| HCP Early Psychosis | T1w; T2w; dMRI; rs-fMRI; task-fMRI | 诊断、临床、行为与认知测量 | 约 250 名早期精神病与对照参与者 | https://www.humanconnectome.org/study/hcp-early-psychosis |
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| HCP Young Adult | T1w; T2w; dMRI; rs-fMRI; task-fMRI | 行为与认知测量 | 约 1,200 名青年成人参与者 | https://www.humanconnectome.org/study/hcp-young-adult |
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| HCP Young Adult | T1w; T2w; dMRI; rs-fMRI; task-fMRI | 行为与认知测量 | 2025 版:1,113 名受试者有未处理影像,1,071 名有处理后数据 | https://www.humanconnectome.org/study/hcp-young-adult |
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| IXI | T1w; T2w; MRA | 来自伦敦三家医院的健康脑 MRI 数据 | 约 600 名受试者 | https://brain-development.org/ixi-dataset/ |
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| MS Challenge | T1w; T2w; FLAIR; PD | 专家手动病灶分割标注,用于 MS 分割基准 | 5 名 MS 患者的多时间点纵向数据 | https://smart-stats-tools.org/lesion-challenge |
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| MND | rs-fMRI; task-fMRI | 运动神经元病诊断与临床测量 | OpenNeuro ds005874 中的 59 名参与者 | https://openneuro.org/datasets/ds005874/versions/1.1.0 |
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| PNC | T1w; dMRI; ASL; rs-fMRI; task-fMRI | 基因分型、临床与神经精神评估、计算机化神经认知电池 | 青少年队列超过 9,500 人;其中 1,445 人具有神经影像数据 | https://www.med.upenn.edu/bbl/philadelphianeurodevelopmentalcohort.html |
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| PPMI | T1w; rs-fMRI; DAT-SPECT; PET | 帕金森病的临床、遗传、生物样本和可穿戴传感器数据 | 约 2,000+ 名参与者,覆盖全球 30+ 个临床站点 | https://www.ppmi-info.org/ |
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| REST-meta-MDD | rs-fMRI | MDD 诊断、临床与人口统计学测量 | 25 个队列共 2,428 名参与者 | http://rfmri.org/REST-meta-MDD |
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| SCAN | T1w; FLAIR; 可选 dMRI; rs-fMRI; ASL; 淀粉样蛋白/tau/FDG PET | 关联 NACC 纵向临床与认知数据、集中质控和影像汇总指标 | 持续增长的多 ADRC 资源;可申请数量取决于去面部化和质控进度 | https://scan.naccdata.org/ |
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| SEED-IV | EEG | 四类情绪标签、试次级会话元数据 | 15 名受试者,覆盖 3 次会话,用于情绪解码基准 | https://bcmi.sjtu.edu.cn/home/seed/ |
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| SEED-VIG | EEG | 警觉性/疲劳标签、连续清醒度标注、行为元数据 | 23 名受试者的持续注意驾驶场景警觉性记录 | https://bcmi.sjtu.edu.cn/home/seed/ |
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| TCP | rs-fMRI | 精神科诊断访谈、认知与临床评估 | 245 名跨诊断参与者 | https://openneuro.org/datasets/ds004215 |
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“可访问”不等于“可匿名直接下载”。注册、DUA、审批、费用和当前开放状态见[已核验的数据访问矩阵](docs/DATASET_ACCESS.md)
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### 🎯 可执行性与可复现性
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- **自动依赖管理**:无需手动安装,系统自动检测并解决依赖
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- **真实模型执行**:不仅提供文档,还引导并执行复现
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| `abide-skill` | ABIDE 数据集下载、BIDS 整理与 sMRI/rs-fMRI 处理 ||
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| `aibl-skill` | AIBL 数据集访问、BIDS 整理与 sMRI/PET 处理 ||
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| `abcd-skill` | ABCD Study 数据集下载、BIDS 整理与多模态处理 ||
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| `abcd-skill` | ABCD Study 的 NBDC 受控访问、BIDS 整理与多模态处理 ||
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| `adhd200-skill` | ADHD-200 数据集下载、BIDS 整理与 sMRI/rs-fMRI 处理 ||
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| `adni-skill` | ADNI 数据集自动化处理流程 ||
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| `adni-skill` | ADNI 与 ADNI-DOD 的受控访问、BIDS 整理与处理流程 ||
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| `aomic-skill` | AOMIC 数据集验证、BIDS 整理与 sMRI/rs-fMRI/task-fMRI 处理 ||
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| `bold5000-skill` | BOLD5000 数据集 BIDS 验证与视觉任务态 fMRI 处理 ||
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| `camcan-skill` | Cam-CAN 数据集 BIDS 验证与多模态 sMRI/rs-fMRI/task-fMRI/dMRI 处理 ||
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| `cobre-skill` | COBRE 数据集 BIDS 整理与精神分裂症对照 fMRI 处理 ||
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| `dmt-har-med-skill` | DMT-HAR-MED 数据集 BIDS 验证与致幻剂 rs-fMRI 处理 ||
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| `hbn-skill` | HBN 数据集下载、BIDS 整理与多模态 sMRI/fMRI/dMRI/EEG 处理 ||
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| `hcpa-skill` | HCP Aging 数据集下载、BIDS 整理与多模态 sMRI/fMRI/dMRI 处理 ||
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| `hcpa-skill` | HCP Aging/AABC 访问、BIDS 整理与多模态 sMRI/fMRI/dMRI/ASL 处理 ||
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| `hcpd-skill` | HCP Development 数据集下载、BIDS 整理与多模态 sMRI/fMRI/dMRI 处理 ||
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| `hcpep-skill` | HCP Early Psychosis 数据集下载、BIDS 整理与多模态 sMRI/fMRI/dMRI 处理 ||
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| `hcpya-skill` | HCP Young Adult (HCP1200) 数据集下载、BIDS 整理与多模态 sMRI/fMRI/dMRI 处理 ||
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| `hcpya-skill` | HCP Young Adult 2025/S1200 访问、BIDS 整理与多模态 sMRI/fMRI/dMRI 处理 ||
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| `ixi-skill` | IXI 数据集 BIDS 验证与多模态 sMRI/MRA/dMRI 处理 ||
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| `mnd-skill` | MND 数据集 BIDS 验证、rs-fMRI/task-fMRI 处理与表型数据提取 ||
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| `mschallenge-skill` | MS 病灶挑战赛 BIDS 验证、病灶分析与纵向追踪 ||
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| `pnc-skill` | PNC 数据集 BIDS 验证与多模态 sMRI/rs-fMRI/task-fMRI/dMRI 处理(发育研究) ||
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| `ppmi-skill` | PPMI 数据集 BIDS 验证与多模态 sMRI/rs-fMRI/dMRI 处理(帕金森病) ||
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| `rest-mneta-mdd-skill` | REST-meta-MDD 多站点 rs-fMRI 处理、站点协调与抑郁症表型数据提取 ||
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| `scan-skill` | SCAN/NACC 访问规划、批准数据包整理、表型关联与多模态 MRI/PET 处理 ||
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| `seed-iv-skill` | SEED-IV EEG 情绪识别(4 类情绪)、特征提取与分类 ||
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| `seed-vig-skill` | SEED-VIG EEG 警觉度/疲劳检测、特征提取与困倦分类 ||
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| `tcp-skill` | Transdiagnostic Connectome Project BIDS 验证与多模态 sMRI/rs-fMRI/dMRI 处理 ||

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