Risk factors for head and neck cancer in more and less developed countries: Analysis from the INHANCE consortium is a dataset published in Oral Diseases (2022). On theSindex it has a DataRank of 0.949, placing it in the top 21.3% of the data-sharing corpus. It has been cited 28 times, with 18 citing works in its 1-hop citation network. Its calibrated FAIR score is 17/100.
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.
“http://www.inhance.utah.edu”
The paper provides a web address for the database website, which is not a persistent identifier scheme (DOI, Handle, ARK, etc.). [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'
“Data Availability Statement: Descriptions of the studies included in the INHANCE Consortium can be found on the database website (http://www.inhance.utah.edu, accessed April 1, 2021).”
No repository is named as the holder of the data; the INHANCE Consortium website is mentioned, but it is a consortium site, not a curated repository from re3data/FAIRsharing. [majority verdict 'no' (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
“The current study included pooled datasets from the INHANCE Consortium (data version 1.5) that contained information on demographic and lifestyle characteristics, including tobacco smoking and alcohol drinking, and tumor information.”
The dataset is mentioned only in the body text with a version number but no persistent identifier, and it does not appear as a reference-list entry. [majority verdict 'no' (4/5 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
“Data Availability Statement: Descriptions of the studies included in the INHANCE Consortium can be found on the database website (http://www.inhance.utah.edu, accessed April 1, 2021).”
The statement exists but points to a third-party website (the INHANCE consortium site) rather than a repository record, constituting a non-repository pointer (Colavizza category 3? Actually, it is a link but not to archived data; it is a link to descriptions, so it fits 'partial' as a third-party pointer).
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
“The current study included pooled datasets from the INHANCE Consortium (data version 1.5) that contained information on demographic and lifestyle characteristics, including tobacco smoking and alcohol drinking, and tumor information.”
The dataset's content is described in a single sentence of running prose, not in a section, table, or enumerated list, so it is a partial (prose-only) description. [majority verdict 'partial' (4/5 passes agreed)]
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'
“Data Availability Statement: Descriptions of the studies included in the INHANCE Consortium can be found on the database website (http://www.inhance.utah.edu, accessed April 1, 2021).”
The paper does not provide a followable route to obtain the actual data; it only points to a website with descriptions of studies, not the data itself, so no unconditional access is stated.
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
“Data Availability Statement: Descriptions of the studies included in the INHANCE Consortium can be found on the database website (http://www.inhance.utah.edu, accessed April 1, 2021).”
The paper does not apply any access-level label to the data; it merely describes where to find study descriptions, offering no explicit label like 'open access' or 'restricted access'.
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
“Informed consent and institutional review board approval were obtained at each study center, and all identifying information was removed before data were transferred for pooling.”
The paper describes data de-identification but does not name any institutional gatekeeper (e.g., a data access committee or controlled-access repository) for the pooled data, and the only mention of access is through the consortium website, which does not specify a gatekeeper.
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 contains no statement about when the data are available or how long they will be retained; no persistence commitment or availability timing is mentioned.
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'
“Data on each case's tumor characteristics were obtained from pathology records.”
No file format of any kind is named for the released data; the paper only mentions that data were obtained from pathology records, without specifying a format.
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
“The majority of cases were classified by ICD-9, ICD-10, or ICD-O codes.”
ICD codes are clinical classification systems, not a data/metadata community standard such as minimum-information checklists, schemas, or ontologies registered in FAIRsharing, and no other standard is named. [majority verdict 'no' (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'
“Data Availability Statement: Descriptions of the studies included in the INHANCE Consortium can be found on the database website (http://www.inhance.utah.edu, accessed April 1, 2021).”
No identifier for any external resource (e.g., accession, DOI, RRID) is given; the consortium website URL is not a persistent identifier, and the paper's references cite articles, not datasets or other resources with identifiers.
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'
“This article is protected by copyright. All rights reserved”
The only licence mentioned is a copyright notice for the article, not for the data; no reuse licence or terms are attached to the data themselves.
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'
“The current study included pooled datasets from the INHANCE Consortium (data version 1.5)”
The paper explicitly states a version token ('data version 1.5') for the dataset used, which pins the snapshot.
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 mention any code or software written for the analysis; no code availability statement is provided.
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)
“Funding: This work was supported by the European Community (5th Framework Programme) grant no QLK1-CT-2001-00182, INHANCE Pooled Data Project: NCI R03CA113157NIDCR R03DE016611 and the Intramural Program of the NCI, NIH, United States.”
The paper includes specific grant numbers (e.g., QLK1-CT-2001-00182, R03CA113157, R03DE016611) attached to named funders, satisfying the requirement for award-level attribution.
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
“All analyses were performed using SAS version 9.4”
The paper mentions SAS version 9.4 for analysis, but not for producing the data itself; no instruments or kits are named for data generation. [majority verdict 'no' (3/5 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
“Data Availability Statement: Descriptions of the studies included in the INHANCE Consortium can be found on the database website (http://www.inhance.utah.edu, accessed April 1, 2021).”
No documentation object (README, codebook, data dictionary, or schema) is named as accompanying the data; the only reference is to study descriptions on a website, which are not a codebook.
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
0.505
From this paper's citation signal
Citation Network Contribution
0.444
From 13 citing papers with measurable signal
Ranked by each citer's contribution to N(p) — log1p(Cq) divided by its reference count — out of 18 citers.
Fundação de Amparo à Pesquisa do Estado de São Paulo
Grant: 01/01768‐2
Fundação de Amparo à Pesquisa do Estado de São Paulo
Grant: 04/12054‐9
Fundação de Amparo à Pesquisa do Estado de São Paulo
Grant: 10/51168‐0
Agence Nationale de la Recherche
Grant: ICARE
World Cancer Research Fund International
Grant: IC15‐CT98‐0332
National Institutes of Health
Grant: DE016631
National Institutes of Health
Grant: K07CA104231
National Institutes of Health
Grant: NIDCR R01DE011979
National Institutes of Health
Grant: NIDCR R01DE013110
National Institutes of Health
Grant: NIH FIRCA TW001500
National Institutes of Health
Grant: P01CA068384
National Institutes of Health
Grant: P30ES010126
National Institutes of Health
Grant: P50CA090388
National Institutes of Health
Grant: R01CA030022
National Institutes of Health
Grant: R01CA048996
National Institutes of Health
Grant: R01CA051845
National Institutes of Health
Grant: R01CA061188
National Institutes of Health
Grant: R01CA078609
National Institutes of Health
Grant: R01CA100679
National Institutes of Health
Grant: R01DA011386
National Institutes of Health
Grant: R01DE012609
National Institutes of Health
Grant: R01DE013158
National Institutes of Health
Grant: R03CA077954
National Institutes of Health
Grant: R21ES011667
National Institutes of Health
Grant: T32CA009142
National Institutes of Health
Grant: U01CA096134
National Cancer Institute
Grant: NCI R03CA113157
National Cancer Institute
Grant: NCI R03CA113157NIDCR
National Cancer Institute
Grant: NIDCR R03DE016611
European Commission
Grant: IC18‐CT97‐0222
National Institutes of Health
Grant: 5R01DE013158-03
UDPGLUCURONOSYLTRANSFERASE GENOTYPE AND ORAL CANCER RISK
National Institutes of Health
Grant: 1R01DE013110-01
GENETIC EPIDEMIOLOGY AND MECHANISMS IN ORAL CANCER
National Institutes of Health
Grant: 5R01CA078609-03
HARVARD COLLABORATIVE ORAL CANCER STUDY
National Institutes of Health
Grant: 5R01DE011979-02
HPV TRANSMISSION AND RISK OF ORAL CANCER
National Institutes of Health
Grant: 3R01CA048996-04S1
ORAL CANCER EPIDEMIOLOGY, BIOCHEMISTRY, &IMMUNOLOGY
National Institutes of Health
Grant: 5R01CA030022-02
ALCOHOL AND CANCERS OF THE LARYNX AND ESOPHAGUS
National Institutes of Health
Grant: 5K07CA104231-04
Epidemiology of protein glutathiolation
National Institutes of Health
Grant: 5R03DE016611-02
Pooled Analyses of SNPs and Risk of Head &Neck Cancer
National Institutes of Health
Grant: 5P30ES010126-11
UNC-CH Center for Environmental Health and Suscesptibility
National Institutes of Health
Grant: 1R03CA077954-01
HELICOBACTER PYLORI MALNUTRITION AND GASTRIC CANCER
National Institutes of Health
Grant: 5R01DA011386-05
MARIJUANA USE AND THE RISKS OF LUNG AND OTHER CANCERS
National Institutes of Health
Grant: 3P50CA090388-05S4
UCLA SPORE IN LUNG CANCER
National Institutes of Health
Grant: 1R21ES011667-01
Molecular Epidemiology and Gene-Environment Interaction
National Institutes of Health
Grant: 5R01CA061188-02
CARCINOGEN METABOLIZING ENZYMES AND HEAD AND NECK CANCER
National Institutes of Health
Grant: 5R01DE012609-04
ORAL CANCER--DNA POLYMORPHISMS IN CARCINOGEN METABOLISM
National Institutes of Health
Grant: 1R03TW001500-01
HPV AND RISK OF ORAL CANCER IN THE CZECH REPUBLIC
National Institutes of Health
Grant: 5U01CA096134-03
LUNG CANCER CHEMOPREVENTION WITH CELECOXIB IN EX-SMOKERS
National Institutes of Health
Grant: 3P01CA068384-08S1
TOBACCO AND CANCER RISK--DOSE, METABOLISM AND GENETICS
National Institutes of Health
Grant: 1R01CA100679-01A1
Patterns of Somatic Gene Alterations in Oral Cancer
World Health Organization
Grant: 001
NIDCR NIH HHS
Fields of Study
MeSH Terms
Keywords
Sustainable Development Goals