Positron emission tomography harmonization in the Alzheimer's Disease Neuroimaging Initiative: A scalable and rigorous approach to multisite amyloid and tau quantification is a dataset published in Alzheimer s & Dementia (2024). On theSindex it has a DataRank of 0.983, placing it in the top 20.6% of the data-sharing corpus. It has been cited 43 times, with 35 citing works in its 1-hop citation network. Its calibrated FAIR score is 35/100.
Ranks in the top 21% for downstream scientific impact
DataRank reads this dataset's downstream impact straight off the citation graph — no black box, no proprietary weighting. How is this computed?
FAIR checklist signals are shown for context only and do not affect DataRank scoring.
Full FAIR picture · advisory
The headline score is computed from the scored criteria — the fact-shaped checks (a repository, an accession, a licence) that two independent models agree on. The advisory criteria below are real FAIR guidance but rest on judgment calls that models read differently, so they inform without moving the number.
“All ADNI data presented in this manuscript are available to the scientific community at the ADNI data repository at the Laboratory of Neuroimaging ( http://adni.loni.usc.edu.).”
The paper gives a web address (URL) for the data, not a persistent identifier from a PID scheme. [majority verdict 'partial' (3/5 passes agreed)]
RDA-F1-01D — FAIR Data Maturity Model: 'Data is identified by a persistent identifier' (priorit · RDA-F1-02D — FAIR Data Maturity Model: 'Data is identified by a globally unique identifier' · FsF-F1-02D — F-UJI/FAIRsFAIR: 'Data is assigned a persistent identifier'
“All ADNI data presented in this manuscript are available to the scientific community at the ADNI data repository at the Laboratory of Neuroimaging (http://adni.loni.usc.edu.).”— not found in the paper; verdict downgraded
The paper names the Laboratory of Neuroimaging (LONI) as the repository holding the ADNI data. [downgraded to 'partial' — no verifiable quote from the paper] [majority verdict 'partial' (3/5 passes agreed)]
RDA-F4-01M — FAIR Data Maturity Model: metadata is offered so it can be harvested and indexed ( · NIH DMS Policy Element 4 (NOT-OD-21-014) — name the repository where data will be archived · NSTC Desirable Characteristics of Data Repositories (2022) — 'Long-Term Sustainability', 'Reten
“All ADNI data presented in this manuscript are available to the scientific community at the ADNI data repository at the Laboratory of Neuroimaging ( http://adni.loni.usc.edu.).”
The dataset's link appears only in the body text (data availability statement), not as a reference-list entry. [majority verdict 'partial' (3/5 passes agreed)]
FORCE11 Joint Declaration of Data Citation Principles (2014) — data should be cited as a first- · RDA-F3-01M — metadata clearly and explicitly includes the identifier of the data it describes · FsF-F3-01M — F-UJI: 'Metadata includes the identifier of the data it describes'
Advisory · not in the published score
The data availability statement points to public repositories (LONI, NACC) with links, which corresponds to Colavizza category 3. [downgraded to 'partial' — no verifiable quote from the paper] [majority verdict 'partial' (3/5 passes agreed)]
Colavizza, Hrynaszkiewicz, Staden, Whitaker & McGillivray (2020), 'The citation advantage of li · Springer Nature research data policy — Data Availability Statements: standard statement templat · RDA-F3-01M — metadata clearly and explicitly includes the identifier of the data it describes
“B-PIP generates quantitative PET outcomes in spreadsheet format (with accompanying data dictionaries and methods documents) for each Desikan-Killiany atlas region as well as tracer-specific composite ROIs, reference regions, and Aβ thresholds as described above and shown in Table 2.”— not found in the paper; verdict downgraded
The dataset is described in running prose; there is no itemised inventory (section, table, or list) of files or variables. [downgraded to 'no' — no verifiable quote from the paper]
RDA-F2-01M — 'Rich metadata is provided to allow discovery' (priority Essential) · FsF-F2-01M — F-UJI: 'Metadata includes descriptive core elements to support data findability' · FsF-R1-01MD — F-UJI: 'Metadata specifies the content of the data'
“All ADNI data presented in this manuscript are available to the scientific community at the ADNI data repository at the Laboratory of Neuroimaging (http://adni.loni.usc.edu.).”— not found in the paper; verdict downgraded
The route to the ADNI data is given with no precondition (no embargo, registration, or application). [downgraded to 'partial' — no verifiable quote from the paper] [majority verdict 'partial' (3/5 passes agreed)]
RDA-A1.1-01D — 'Data is accessible through a free access protocol' · FsF-A1-01M — F-UJI: 'Metadata contains access level and access conditions of the data' · NSTC Desirable Characteristics of Data Repositories (2022) — 'Free and Easy Access'
Advisory · not in the published score
“All ADNI data presented in this manuscript are available to the scientific community at the ADNI data repository at the Laboratory of Neuroimaging (http://adni.loni.usc.edu.).”— not found in the paper; verdict downgraded
The paper does not use an explicit access-level label (e.g., 'open access'); it only describes an action (availability at a repository). [downgraded to 'no' — no verifiable quote from the paper] [majority verdict 'no' (4/5 passes agreed)]
FsF-A1-01M — F-UJI: 'Metadata contains access level and access conditions of the data' · RDA-A1-01M — metadata contains information to enable the user to get access to the data · COAR Controlled Vocabularies — Access Rights v1.0 (open / embargoed / restricted / metadata-onl
The ADNI data are openly available with no stated gatekeeper; the paper does not assign a gatekeeper for its own dataset. [majority verdict 'no' (3/5 passes agreed)]
NIH Genomic Data Sharing Policy (NOT-OD-14-124) — controlled-access via a Data Access Committee · RDA-A1.2-01D — 'Data is accessible through an access protocol that supports authentication and · NIH DMS Policy Element 5 (NOT-OD-21-014) — Access, Distribution, or Reuse Considerations (conse
The paper does not state any retention period or persistence commitment for its own data.
NIH DMS Plan Element 4 (NOT-OD-21-014) — Data Preservation, Access, and Associated Timelines · NSTC Desirable Characteristics (2022), Organizational Infrastructure: 'Retention Policy' · RDA-A2-01M — 'Metadata is guaranteed to remain available after data is no longer available'
The paper mentions only 'spreadsheet format' without specifying a file format, so no format token is named. [majority verdict 'no' (4/5 passes agreed)]
FsF-R1.3-02D — F-UJI: 'Data is available in a file format recommended by the target research co · RDA-R1.3-02D — data is expressed in a machine-understandable community standard · RDA-I1-01D — data uses a knowledge representation expressed in a standardised format
Advisory · not in the published score
“Aβ PET SUVrs are converted to Centiloids (CL) using tracer-specific and region-specific equations developed for use with this pipeline.”
Centiloids are a community-standard scale for Aβ PET quantification. [majority verdict 'yes' (3/5 passes agreed)]
RDA-R1.3-01M — 'Metadata complies with a community standard' (priority Essential) · RDA-R1.3-01D — 'Data complies with a community standard' · RDA-I2-01M — '(Meta)data use vocabularies that follow FAIR principles'
The paper provides a URL for the ADNI data repository (http://adni.loni.usc.edu), which is a repository URL identifier for an external resource. [downgraded to 'no' — no verifiable quote from the paper] [majority verdict 'no' (4/5 passes agreed)]
RDA-I3-01M — '(meta)data include references to other (meta)data' · RDA-I3-03M — 'metadata includes qualified references to other metadata' · FsF-I3-01M — F-UJI: 'Metadata includes links between the data and its related entities'
The paper does not assign any licence to the dataset itself; the CC-BY-NC-ND licence applies only to the article.
RDA-R1.1-01M — 'Metadata includes information about the licence under which the data can be reu · RDA-R1.1-02M — 'Metadata refers to a standard reuse licence' · RDA-R1.1-03M — 'Metadata refers to a machine-understandable reuse licence'
“We analyzed Aβ and tau PET scans acquired in ADNI, POINTER Imaging, SCAN, and BACS that were available as of April 2024.”
The paper gives a date ('as of April 2024') but no version token for the dataset. [majority verdict 'partial' (3/5 passes agreed)]
DataCite Metadata Schema 4.6 — the 'Version' property · RDA-R1.2-01M — provenance information (which version was used is provenance) · NSTC Desirable Characteristics of Data Repositories (2022) — 'Provenance', 'Retention Policy'
The paper does not provide any locator for the code (B-PIP) used in the study.
NIH DMS Policy Element 2 (NOT-OD-21-014) — 'Related Tools, Software and/or Code' · FAIR4RS Principles v1.0 (Chue Hong et al., 2022; RDA/FORCE11/ReSA) — FAIR Principles for Resear · FORCE11 Software Citation Principles (Smith, Katz & Niemeyer, 2016, PeerJ CS 2:e86)
“Grant/Award Numbers: U24 AG072122, AG067418”
The paper provides specific grant numbers (e.g., U24 AG072122) attached to funders. [majority verdict 'yes' (3/5 passes agreed)]
DataCite Metadata Schema 4.6 — 'FundingReference' property (funderName, funderIdentifier, award · Crossref Funder Registry — canonical funder identifiers for funding metadata · RDA-F2-01M — rich metadata provided to allow discovery (funding is part of the descriptive reco
Advisory · not in the published score
“Parcellation of native-space regions in the Desikan-Killiany atlas is carried out for each MPRAGE using FreeSurfer v7.1.”— not found in the paper; verdict downgraded
The paper names specific software (FreeSurfer v7.1) and instruments used to produce the data. [downgraded to 'partial' — no verifiable quote from the paper] [majority verdict 'partial' (4/5 passes agreed)]
RDA-R1.2-01M — 'Metadata includes provenance information according to community- specific standa · FsF-R1.2-01M — F-UJI: 'Metadata includes provenance information about data creation or generati · W3C PROV-O (W3C Recommendation, 2013) — the entity/activity/agent model of provenance
“Spreadsheets with these numerical regional quantitative PET data, corresponding regional volumes, visual QC results as well as data dictionaries and documents summarizing the overall pipeline and any study-specific methods can be downloaded from LONI”
Data dictionaries are named as a documentation object that travels with the data. [majority verdict 'yes' (3/5 passes agreed)]
RDA-R1-01M — '(Meta)data are richly described with a plurality of accurate and relevant attribu · FsF-R1-01MD — F-UJI: 'Metadata specifies the content of the data' · NIH DMS Policy Element 3 (NOT-OD-21-014) — Standards (documentation and metadata to accompany t
Calibrated FAIR score — a parallel quality metric, independent of the DataRank citation score. See the full evaluation →
Base Score Contribution
0.568
From this paper's citation signal
Citation Network Contribution
0.416
From 17 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 35 citers.
Alzheimer's Association
Grant: U.S. POINTER‐19‐611541
NIH/NIA
Grant: AG067418
NIA NIH HHS
Grant: K01 AG078443
NIA NIH HHS
Grant: P20 AG068077
NIA NIH HHS
Grant: P30 AG013854
NIA NIH HHS
Grant: P30 AG066511
NIA NIH HHS
Grant: P50 AG005136
NIA NIH HHS
Grant: P50 AG047366
NIA NIH HHS
Grant: R01 AG054110
NIDCD NIH HHS
Grant: R01 DC008552
NIBIB NIH HHS
Grant: R01 EB009352
NIA NIH HHS
Grant: R35 AG072262
NIA NIH HHS
Grant: U01 AG024904
NIA NIH HHS
Grant: P30 AG066444
NIA NIH HHS
Grant: P30 AG066518
NIA NIH HHS
Grant: P30 AG072972
NIA NIH HHS
Grant: P30 AG072980
NIMH NIH HHS
Grant: P50 MH071616
NIA NIH HHS
Grant: R01 AG067781
NIA NIH HHS
Grant: R01 AG069453
NIA NIH HHS
Grant: U19 AG073153
NCATS NIH HHS
Grant: UL1 TR002345
RRD VA
Grant: I01 RX001534
NIA NIH HHS
Grant: P01 AG026276
NIA NIH HHS
Grant: P30 AG013846
NIA NIH HHS
Grant: P30 AG035982
NIA NIH HHS
Grant: P30 AG066507
NIA NIH HHS
Grant: P30 AG072931
NIA NIH HHS
Grant: P50 AG005133
NIA NIH HHS
Grant: P50 AG033514
NIA NIH HHS
Grant: R01 AG045571
NIA NIH HHS
Grant: R01 AG053993
NIA NIH HHS
Grant: R01 AG056031
NIA NIH HHS
Grant: R01 AG056531
NIA NIH HHS
Grant: R01 AG062276
NINDS NIH HHS
Grant: R01 NS075075
NIA NIH HHS
Grant: R56 AG045571
NIA NIH HHS
Grant: U24 AG067418
NIA NIH HHS
Grant: U24 AG072122
NIA NIH HHS
Grant: P30 AG010133
NINDS NIH HHS
Grant: P30 NS098577
NIA NIH HHS
Grant: P50 AG005142
NIA NIH HHS
Grant: P50 AG008702
NIA NIH HHS
Grant: P50 AG047266
NIA NIH HHS
Grant: R01 AG062689
NIA NIH HHS
Grant: R56 AG074321
Alzheimer's Association
Grant: U.S. POINTER-19-611541
NCATS NIH HHS
Grant: UL1 TR000448
Center for Alzheimer's and Related Dementias (CARD)
Grant: AG000546
NIA NIH HHS
Grant: P30 AG010129
NIA NIH HHS
Grant: P30 AG066512
NIA NIH HHS
Grant: P30 AG072958
NIA NIH HHS
Grant: P50 AG016573
NIA NIH HHS
Grant: R01 AG021910
NIA NIH HHS
Grant: R01 AG052560
NIA NIH HHS
Grant: R01 AG053509
NIA NIH HHS
Grant: R01 AG055005
NIA NIH HHS
Grant: R01 AG056258
NIA NIH HHS
Grant: R01 AG062542
NINDS NIH HHS
Grant: U19 NS120384
NIA NIH HHS
Grant: P01 AG003991
NIA NIH HHS
Grant: P30 AG053760
NIA NIH HHS
Grant: P30 AG066506
NIA NIH HHS
Grant: P50 AG016574
NIA NIH HHS
Grant: P50 AG047270
NIA NIH HHS
Grant: R01 AG061788
NIH HHS
Grant: S10 OD026738
NIA NIH HHS
Grant: P20 AG068053
NIA NIH HHS
Grant: P30 AG019610
NIA NIH HHS
Grant: P30 AG062428
NIA NIH HHS
Grant: P30 AG062429
NIA NIH HHS
Grant: P30 AG066515
NIA NIH HHS
Grant: P30 AG072976
NIA NIH HHS
Grant: R01 AG019771
NIA NIH HHS
Grant: R01 AG043434
NIA NIH HHS
Grant: R01 AG058724
NIA NIH HHS
Grant: R01 AG068338
NIA NIH HHS
Grant: R01 AG073235
NIA NIH HHS
Grant: R01 AG077444
NIA NIH HHS
Grant: U01 AG057195
NIA NIH HHS
Grant: U19 AG063911
NCRR NIH HHS
Grant: U24 RR021382
RRD VA
Grant: I21 RX001381
NIA NIH HHS
Grant: P20 AG068082
NIA NIH HHS
Grant: P30 AG008017
NIA NIH HHS
Grant: P30 AG010161
NIA NIH HHS
Grant: P30 AG062422
NIA NIH HHS
Grant: P30 AG066514
NIA NIH HHS
Grant: P30 AG072947
Alzheimer's Disease Neuroimaging Initiative (ADNI)
National Institute on Aging
Takeda Pharmaceutical Company
National Institutes of Health
National Institute of Biomedical Imaging and Bioengineering
FWCI
12.72
Citation Percentile
1.0%
Citation Trend
Fields of Study
MeSH Terms
Keywords