cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15254993
title: Crossref relationships involving research organisations

description: This dataset contains relationships involving research organisations deposited by Crossref members and discovered by an automated affiliation matching strategy. It includes data deposited until the end of March 2025. The following relationships are included:



contributor’s affiliations

institutional contributors

work’s institutions

grant investigator’s affiliations


The dataset contains:



140,906,929 total assertions

1,014,325 (0.7%) assertions contain a ROR ID deposited by Crossref members

94,988,729 (67%) assertions contain a ROR ID discovered by an automated affiliation matching strategy


The dataset contains fields:



DOI (string): the DOI of the source work

relationship (contributor-affiliation, institutional-contributor, institution, or investigator-affiliation): the type of the relationship with the organisation

contributor-role (author, editor, chair, or translator): contributor's role, if the relationship is contributor-affiliation or institutional-contributor

contributor (object): contributor's metadata, if the relationship is contributor-affiliation

investigator-role (investigator, lead-investigator, or co-lead-investigator): grant investigator's role, if the relationship is investigator-affiliation

investigator (object): grant investigator's metadata, if the relationship is investigator-affiliation

seq_num (int): sequence number of the contributor, investigator, or institution in the original work (starts from 1)

organisation-string (string): string representing the organisation that was matched

ror-id (string): ROR ID of the organisation, either supplied by the publisher or the matching strategy

ror-id-asserted-by (publisher or matching): whether the ROR ID was supplied by the publisher or the matching strategy


Contributors and investigators have the following fields: given, family, suffix, alternate-name, ORCID.

The code of the affiliation matching strategy is available here.
DOI: 10.25549/inscriptifact-ouc110814440
title: Copper Scroll

description: [Text Description:] ❧ list of buried treasure ❧ [Text or Publication Number Note:] 3Q15 Copper Scroll ❧ [Excavation Description:] Found during survey of cliffs at Qumran in March 1952 by Roland de Vaux and William Reed. ❧ [Medium:] Metal ❧ [Script Note:] Jewish ❧ [Physical Object Description:] 23 oxydized copper half-cylinder segments with incised letters
DOI: 10.25549/inscriptifact-ouc110814497
title: Copper Scroll

description: [Text Description:] ❧ list of buried treasure ❧ [Text or Publication Number Note:] 3Q15 Copper Scroll ❧ [Excavation Description:] Found during survey of cliffs at Qumran in March 1952 by Roland de Vaux and William Reed. ❧ [Medium:] Metal ❧ [Script Note:] Jewish ❧ [Physical Object Description:] 23 oxydized copper half-cylinder segments with incised letters
DOI: 10.25549/inscriptifact-ouc110814550
title: Copper Scroll

description: [Text Description:] ❧ list of buried treasure ❧ [Text or Publication Number Note:] 3Q15 Copper Scroll ❧ [Excavation Description:] Found during survey of cliffs at Qumran in March 1952 by Roland de Vaux and William Reed. ❧ [Medium:] Metal ❧ [Script Note:] Jewish ❧ [Physical Object Description:] 23 oxydized copper half-cylinder segments with incised letters
DOI: 10.25549/inscriptifact-ouc110814510
title: Copper Scroll

description: [Text Description:] ❧ list of buried treasure ❧ [Text or Publication Number Note:] 3Q15 Copper Scroll ❧ [Excavation Description:] Found during survey of cliffs at Qumran in March 1952 by Roland de Vaux and William Reed. ❧ [Medium:] Metal ❧ [Script Note:] Jewish ❧ [Physical Object Description:] 23 oxydized copper half-cylinder segments with incised letters
DOI: 10.25549/inscriptifact-ouc110814513
title: Copper Scroll

description: [Text Description:] ❧ list of buried treasure ❧ [Text or Publication Number Note:] 3Q15 Copper Scroll ❧ [Excavation Description:] Found during survey of cliffs at Qumran in March 1952 by Roland de Vaux and William Reed. ❧ [Medium:] Metal ❧ [Script Note:] Jewish ❧ [Physical Object Description:] 23 oxydized copper half-cylinder segments with incised letters
DOI: 10.25549/inscriptifact-ouc110814449
title: Copper Scroll

description: [Text Description:] ❧ list of buried treasure ❧ [Text or Publication Number Note:] 3Q15 Copper Scroll ❧ [Excavation Description:] Found during survey of cliffs at Qumran in March 1952 by Roland de Vaux and William Reed. ❧ [Medium:] Metal ❧ [Script Note:] Jewish ❧ [Physical Object Description:] 23 oxydized copper half-cylinder segments with incised letters
DOI: 10.25549/inscriptifact-ouc110814407
title: Copper Scroll

description: [Text Description:] ❧ list of buried treasure ❧ [Text or Publication Number Note:] 3Q15 Copper Scroll ❧ [Excavation Description:] Found during survey of cliffs at Qumran in March 1952 by Roland de Vaux and William Reed. ❧ [Medium:] Metal ❧ [Script Note:] Jewish ❧ [Physical Object Description:] 23 oxydized copper half-cylinder segments with incised letters
DOI: 10.15468/dl.jvqtz7
title: Occurrence Download

description: A dataset containing 194 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Datura stramonium L."
 ]
}

 The dataset includes 194 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008987-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kcs5qn
title: Occurrence Download

description: A dataset containing 6644 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is CeDoc de Biodiversitat Vegetal: BCN-Phycophyta"
 ]
}

 The dataset includes 6644 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012660-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxckgh
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Rhododendron polycladum Franch."
 ]
}

 The dataset includes 102 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012661-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18150/plyc4w
title: Data for article: Design and fabrication of fiber optic microlenses using an arc fusion splicing system

description: The files include the data presented in the manuscript "Design and fabrication of fiber optic microlenses using an arc fusion splicing system" by S. Matczak, D. Stachowiak and G. Soboń.Figure 4 presents simulations of mode field diameter of a fiber through the tapered single-mode fiber with the taper length range from 1000 µm to 6000 µm.Figure 5 presents the simulations of coupling from designed ball-type microlens structures to SMF: coupling efficiency results obtained for three different values of LCPF: 300 µm, 600 µm, 900 µmFigure 7 presents simulation and measurement results for the microlenses on the end of a fiber of beam radius and focal length as a function of the length of the coreless passive fiber.Figure 8 presents the measurements of the beam radius and focal length of the ball-type microlensesFigure 9 presents the measurement results for the fiber tip microlenses: the beam radius and focal length as a function of the taper lengthFigure 10 presents the measurements of the beam radius and focal length of the optical fiber sharp tips: measured beam profiles along the propagation axis, Figure 11 presents the measurements of the beam radius and focal length of the optical fiber curved tips: measured beam profiles along the propagation axisFigure 12 presents the simulation and measurement results for the microlenses on a tapered fiber of beam radius and focal length as a function of the microlens diameterFigure 13 presents the measurements of the beam radius and focal length of the microlenses on a tapered fiber: measured beam profiles along the propagation axis of various microlenses diameter and with a constant DTAPER valueFigure 14 presents the repeatability measurement of geometrical and optical parameters of fabricated microlenses over 10 fabricated samples with targeted diameter of D=220 µm.
DOI: 10.15468/dl.9mdn3s
title: Occurrence Download

description: A dataset containing 226 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lemmaphyllum C.Presl"
 ]
}

 The dataset includes 226 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012662-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s3nv9d
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aristastoma",
 "HasCoordinate is true"
 ]
}

 The dataset includes 76 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000358-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9kmfp6
title: Occurrence Download

description: A dataset containing 3610 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 7.22477161387129",
 "DecimalLongitude is less than 7.22783116705568",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 3610 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000359-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rv9826
title: Occurrence Download

description: A dataset containing 11599 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mammalia",
 "HasCoordinate is true",
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((34.76106 -1.40337,34.78622 -2.11611,33.94771 -2.04064,\n33.8974 -2.19157,34.77783 -3.32356,35.20547 -2.99654,35.26417 -2.43474,35.36479 \n-1.74716,34.76106 -1.40337))"
 ]
}

 The dataset includes 11599 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000360-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17660930
title: DIME's Dataset
DOI: 10.5281/zenodo.17660964
title: DIME's Dataset
DOI: 10.5281/zenodo.17660692
title: BouillaBERT dataset

description: This archive contains all data necessary to train, validate and test the models described in:

Transductive learning from a transformer foundation model improves the taxonomic classification of eDNA metabarcodes

The datasets include training, validation, and test partitions for four eDNA markers commonly used in fish metabarcoding: Teleo, MiFish-U, Berry, and Ac16S.For each marker, sequences are split into six folds.

The split configuration for each marker is provided in the <marker>_fold.csv file.

Non-augmented training sets are available in the train_sets_no_augmentation directory.

 

Folder structure : 

bouillabert_data/

├── train_sets_no_augmentation/│   └── <marker>/│       └── fold_<n>/│           └── train_no_augment.csv│└── train_data_all_markers/    └── <marker>/        ├── <marker>_fold.csv        └── fold_<n>/            ├── train.csv            ├── val.csv            └── test.csv

 



Where :


<marker> ∈ {teleo, mifish, berry, ac16s}


<n> ∈ {1, 2, 3, 4, 5, 6}
DOI: 10.5281/zenodo.17660693
title: BouillaBERT dataset

description: This archive contains all data necessary to train, validate and test the models described in:

Transductive learning from a transformer foundation model improves the taxonomic classification of eDNA metabarcodes

The datasets include training, validation, and test partitions for four eDNA markers commonly used in fish metabarcoding: Teleo, MiFish-U, Berry, and Ac16S.For each marker, sequences are split into six folds.

The split configuration for each marker is provided in the <marker>_fold.csv file.

Non-augmented training sets are available in the train_sets_no_augmentation directory.

 

Folder structure : 

bouillabert_data/

├── train_sets_no_augmentation/│   └── <marker>/│       └── fold_<n>/│           └── train_no_augment.csv│└── train_data_all_markers/    └── <marker>/        ├── <marker>_fold.csv        └── fold_<n>/            ├── train.csv            ├── val.csv            └── test.csv

 



Where :


<marker> ∈ {teleo, mifish, berry, ac16s}


<n> ∈ {1, 2, 3, 4, 5, 6}
DOI: 10.34894/2z71pn
title: Study 5: Designing for productive feedback: Implementing a co-created Feedback Toolkit to support learning in clinical clerkships.
title: Javiera Fuentes Cimma - PhD Projectdata for study 5

description: Despite the wide recognition of the importance of feedback for learning in health professions education, feedback often remains inconsistent, nonspecific, and may lack actionable guidance in clinical learning contexts. Contemporary feedback approaches advocate for dialogic, socioculturally informed interventions that can support the clinical teacher-student educational alliance. This study investigates the implementation of a co-created Feedback Toolkit in undergraduate clinical education, identifying its mechanisms for supporting productive feedback.
This multi-method qualitative study took place in a 7-week clinical clerkship of an undergraduate physiotherapy program. Fifteen dyads used a previously co-created Feedback Toolkit, which included podcasts, infographics, feedback prompts, and a Mini-CEX. Weekly audio diaries and post-rotation semi-structured interviews were collected and analyzed using template analysis.
A total of 245 audio diaries and 13 interviews were analyzed. Two themes were identified: “Dyadic engagement and awareness for trustworthy relationships” and “Supporting a structure for clinical teaching and learning”. Findings highlight the value of a co-created, socioculturally grounded Feedback Toolkit in promoting sustained, meaningful feedback processes. The toolkit fostered mutual engagement between the dyad by enabling early conversations, creating a safe space for dialogue, and supporting awareness of learning processes. It helped in clarifying expectations and promoting student feedback-seeking behavior. Moreover, it facilitated weekly goal-setting, the repeated use of formative assessments, and the design of collaborative action plans.
The Feedback Toolkit contributed to the normalization of feedback as a routine, relational, and purposeful practice in the clinical workplace, directly addressing the challenges of embedding effective feedback within the complexities of clinical education. The Feedback Toolkit presents a promising approach to improving feedback practices in clinical education. Future research should explore its adaptability across other disciplines and learning contexts.
The attached files include the interview guide, the weekly audio diary questions, the coding template used in the process, and the full results report.&lt;BR&gt;&lt;BR&gt;
DOI: 10.15468/dl.uq5h7x
title: Occurrence Download

description: A dataset containing 1119822 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((6.63383 45.19922,7.16098 45.19922,7.16098 45.62215,6.63383 45.62215,6.63383 45.19922))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1119822 records from 681 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000318-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34894/p0zhr3
title: Study 4: Co-creation of a fit-for-purpose Feedback Toolkit for clinical clerkships.
title: Javiera Fuentes Cimma - PhD Project data for study 4

description: Feedback is a powerful educational intervention in clinical education, yet its effectiveness depends on how it is integrated into teaching and learning activities. Previous studies have shown that productive feedback in clinical education relies on sociocultural factors such as a supportive feedback culture, trustworthy relationships, and student agency. Co-creation is a promising approach for designing educational interventions that are contextually relevant and aligned with the needs of teachers and students. This study aimed to co-create a prototype of feedback processes specifically tailored for clinical undergraduate education through an iterative, collaborative approach.
Eight co-creation sessions were conducted with faculty, clinical teachers, students, and researchers. The process was iterative and grounded in feedback design principles informed by the literature. Co-creation led to the development of a prototype of a feedback toolkit, which was piloted in two dyads of clinical-teacher students in a seven-week physiotherapy clerkship. Weekly audio diaries were collected from participants and analyzed using content analysis.
Data from the co-creation sessions informed the development of a feedback toolkit specifically designed for the clinical teacher–student dyad. The toolkit was built upon three design principles: (1) Contributes to a trustful relationship based on continuous mutual support, (2) Envisioned learning opportunities and feedback scaffolding, and (3) Plan the use of feedback. To operationalize these principles, the toolkit included a set of practical materials: podcasts, infographics, feedback prompts, and a Mini-CEX. The pilot study demonstrated the toolkit's usability and acceptability and highlighted its value in structuring feedback interactions. Challenges included limited time for full implementation and difficulties in providing constructive feedback.
The co-creation approach enabled the development of a fit-for-purpose feedback toolkit that aligns with the dynamic needs of clinical education. This study highlights co-creation as a feasible strategy for designing feedback processes in workplace-based learning.
The attached files include the logbook in detail, which contains the information collected in the co-creation sessions. Additionally, I share information regarding the first input for the co-creation team and the audio diaries' weekly questions, which were used to collect data in the pilot study.&lt;BR&gt;&lt;BR&gt;
DOI: 10.15468/dl.jbzsat
title: Occurrence Download

description: A dataset containing 207 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Phylloscopus kansuensis",
 "Year 2024-2025"
 ]
}

 The dataset includes 207 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000363-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eptmpk
title: Occurrence Download

description: A dataset containing 2803 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 7.22783116705568",
 "DecimalLongitude is less than 7.23089072024008",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 2803 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000362-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jr6dzw
title: Occurrence Download

description: A dataset containing 7935 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Machine Observation, Human Observation, Fossil)",
 "TaxonKey is Acinonyx jubatus"
 ]
}

 The dataset includes 7935 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000364-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8xzs7g
title: Occurrence Download

description: A dataset containing 11515 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crematogaster scutellaris"
 ]
}

 The dataset includes 11515 records from 225 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000365-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9x6gdp
title: Occurrence Download

description: A dataset containing 94495 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Chlorostilbon lucidus"
 ]
}

 The dataset includes 94495 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000303-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5szyw5
title: Occurrence Download

description: A dataset containing 11515 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crematogaster scutellaris"
 ]
}

 The dataset includes 11515 records from 225 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000369-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.