cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17045/sthlmuni.28824275
title: Lecture Transcripts for Frequency and Framing Keywords in EMI

description: English medium instruction (EMI) courses can present challenges for both lecturers and students. The lecturer’s planning and delivery of lecture content, especially in terms of spoken output, has rarely been investigated. This study focused on an analysis of two university lectures from different disciplines. In pre-lecture discussions with the researcher, lecturers had indicated a set of key concepts and important words that they expected the students to recognize and learn more about during the lectures. Based on those lists, the lecture transcripts were scrutinized in terms of keyword frequency as well as in relation to Sinclair and Coulthard’s (1975) framework for understanding classroom discourse and speaker output, which allowed patterns of keyword use within lecture discourse to be identified. Comparative results from the analysis showed keywords being more frequent in the Sociology lecture than in the Robotics class. In terms of patterns of lecturer output, the majority of keywords were included in the categories “Informative” and “Comment”; however, quantitative and proportional differences in these patterns were also observed. Practical advice for EMI lecturers in relation to keyword frequency and framing is offered to account for language proficiency levels of teachers and/or students in similar higher education contexts. The data set underpinning the article consists of two lecture transcripts, one from sociology and one from robotics.
DOI: 10.17045/sthlmuni.28824275.v1
title: Lecture Transcripts for Frequency and Framing Keywords in EMI

description: English medium instruction (EMI) courses can present challenges for both lecturers and students. The lecturer’s planning and delivery of lecture content, especially in terms of spoken output, has rarely been investigated. This study focused on an analysis of two university lectures from different disciplines. In pre-lecture discussions with the researcher, lecturers had indicated a set of key concepts and important words that they expected the students to recognize and learn more about during the lectures. Based on those lists, the lecture transcripts were scrutinized in terms of keyword frequency as well as in relation to Sinclair and Coulthard’s (1975) framework for understanding classroom discourse and speaker output, which allowed patterns of keyword use within lecture discourse to be identified. Comparative results from the analysis showed keywords being more frequent in the Sociology lecture than in the Robotics class. In terms of patterns of lecturer output, the majority of keywords were included in the categories “Informative” and “Comment”; however, quantitative and proportional differences in these patterns were also observed. Practical advice for EMI lecturers in relation to keyword frequency and framing is offered to account for language proficiency levels of teachers and/or students in similar higher education contexts. The data set underpinning the article consists of two lecture transcripts, one from sociology and one from robotics.
DOI: 10.15468/dl.a9y5b7
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Rhododendron sidereum Balf.fil."
 ]
}

 The dataset includes 68 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012621-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3uvd5p
title: Occurrence Download

description: A dataset containing 125253 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agave L."
 ]
}

 The dataset includes 125253 records from 816 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012610-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2t3eaj
title: Occurrence Download

description: A dataset containing 229 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((-72.081 5.141151, -72.151544 5.135581, -72.220348 5.119007, -72.285714 5.091839, -72.34603 5.054747, -72.39981 5.008646, -72.445729 4.954672, -72.48265600000001 4.894156, -72.509685 4.82859, -72.52615299999999 4.75959, -72.531656 4.688855, -72.52606299999999 4.618126, -72.50951499999999 4.549146, -72.482422 4.483612, -72.445453 4.423136, -72.39952 4.369206, -72.345755 4.323149, -72.28548000000001 4.286096, -72.220178 4.25896, -72.151455 4.242406, -72.081 4.236843, -72.01054499999999 4.242406, -71.941822 4.25896, -71.87652 4.286096, -71.816245 4.323149, -71.76248 4.369206, -71.71654700000001 4.423136, -71.67957800000001 4.483612, -71.652485 4.549146, -71.635937 4.618126, -71.63034399999999 4.688855, -71.635847 4.75959, -71.652315 4.82859, -71.679344 4.894156, -71.71627100000001 4.954672, -71.76219 5.008646, -71.81596999999999 5.054747, -71.87628599999999 5.091839, -71.941652 5.119007, -72.010456 5.135581, -72.081 5.141151))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 229 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000929-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48667/t5vy-nh30
title: Hydrogenotrophic methanogenesis at 7-12 mbar by Methanosarcina barkeri under simulated Martian atmospheric conditions

description: Paper published in Scientific Reports reporting the biosignature potential of Martian methane by assessing the viability of hydrogenotrophic methanogenesis in Methanosarcina barkeri MS under simulated Martian surface conditions of sustained hypobaria (7-12 mbar), low temperature (0°C), and a CO2-dominated gas mixture mimicking the Martian atmosphere.
DOI: 10.15468/dl.dgzcyj
title: Occurrence Download

description: A dataset containing 199 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hypochaeris uniflora, Hypochaeris uniflora, Hypochaeris uniflora)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 199 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000930-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18306690
title: Salvia minarum Briq. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.5281/zenodo.18306689
title: Salvia minarum Briq. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.5281/zenodo.18306695
title: Salvia ovalifolia A.St.-Hil. ex Benth. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.5281/zenodo.18306696
title: Salvia ovalifolia A.St.-Hil. ex Benth. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.15468/dl.mrsyxq
title: Occurrence Download

description: A dataset containing 371 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((-71.682 5.202151, -71.752551 5.19658, -71.821361 5.180006, -71.886734 5.152838, -71.94705500000001 5.115746, -72.00084 5.069644, -72.046762 5.01567, -72.083693 4.955154, -72.110724 4.889588, -72.12719199999999 4.820588, -72.132695 4.749853, -72.127101 4.679125, -72.110551 4.610145, -72.083455 4.544611, -72.04648299999999 4.484135, -72.000546 4.430206, -71.946776 4.384149, -71.88649599999999 4.347096, -71.821189 4.31996, -71.75246 4.303407, -71.682 4.297844, -71.61154000000001 4.303407, -71.542811 4.31996, -71.477504 4.347096, -71.417224 4.384149, -71.363454 4.430206, -71.317517 4.484135, -71.280545 4.544611, -71.253449 4.610145, -71.23689899999999 4.679125, -71.23130500000001 4.749853, -71.236808 4.820588, -71.253276 4.889588, -71.28030699999999 4.955154, -71.317238 5.01567, -71.36315999999999 5.069644, -71.416945 5.115746, -71.477266 5.152838, -71.54263899999999 5.180006, -71.61144899999999 5.19658, -71.682 5.202151))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 371 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000931-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18306588
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Charles C. Deam, http://www.wikidata.org/entity/Q5075976. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q5075976
DOI: 10.5281/zenodo.8166325
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Charles C. Deam, http://www.wikidata.org/entity/Q5075976. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q5075976
DOI: 10.15468/dl.bgcjnw
title: Occurrence Download

description: A dataset containing 152182 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Lycium ferocissimum"
 ]
}

 The dataset includes 152182 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000876-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.31094134
title: Time series of media presence for twelve European politicians in Russian–language media (2025)

description: This dataset contains daily time series of the Context-Aware Media Presence Index (CMPI) for twelve European politicians covered in Russian-language media during 2025. CMPI values quantify the media presence of each politician while accounting for the contextual structure of news coverage, as described in the accompanying paper. Each observation corresponds to a single calendar date for a given politician.Columns:<b>date</b>: Calendar date of the observation (YYYY-MM-DD).<b>politician</b>: Name of the politician.<b>cmpi</b>: Context-Aware Media Presence Index value for the politician on the given date.
DOI: 10.6084/m9.figshare.31094134.v1
title: Time series of media presence for twelve European politicians in Russian–language media (2025)

description: This dataset contains daily time series of the Context-Aware Media Presence Index (CMPI) for twelve European politicians covered in Russian-language media during 2025. CMPI values quantify the media presence of each politician while accounting for the contextual structure of news coverage, as described in the accompanying paper. Each observation corresponds to a single calendar date for a given politician.Columns:<b>date</b>: Calendar date of the observation (YYYY-MM-DD).<b>politician</b>: Name of the politician.<b>cmpi</b>: Context-Aware Media Presence Index value for the politician on the given date.
DOI: 10.15468/dl.3jnvdc
title: Occurrence Download

description: A dataset containing 1735 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Impatiens noli-tangere, Impatiens noli-tangere, Impatiens noli-tangere)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 1735 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000932-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18306710
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Franz Krašan, http://www.wikidata.org/entity/Q21517890. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q21517890
DOI: 10.5281/zenodo.18294152
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Franz Krašan, http://www.wikidata.org/entity/Q21517890. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q21517890
DOI: 10.5281/zenodo.18306709
title: Salvia ovalifolia var. villosa Benth. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.5281/zenodo.18306708
title: Salvia ovalifolia var. villosa Benth. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.5281/zenodo.18306714
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Frederick Palmer Ide, http://www.wikidata.org/entity/Q55053407. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q55053407
DOI: 10.5281/zenodo.18284795
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Frederick Palmer Ide, http://www.wikidata.org/entity/Q55053407. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q55053407
DOI: 10.15468/dl.38xhxq
title: Occurrence Download

description: A dataset containing 812 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Craspedocephalus gramineus"
 ]
}

 The dataset includes 812 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000933-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18306719
title: Salvia pallida Benth. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.5281/zenodo.18306718
title: Salvia pallida Benth. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.34740/kaggle/dsv/14552689
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.6073/pasta/677bc02adfe51760f752494cac74d11e
title: RustMapper: White Pine Blister Rust Risk in the Western United States, 1980-2023

description: White pine blister rust (WPBR) is a highly destructive disease threatening high-elevation five-needle white pines across North America. To better understand risk patterns, we analyzed data from independent studies conducted across the western U.S. between 1995 and 2020. Using this data, we assessed WPBR risk for high-elevation five-needle pine species (High-5) from 1980 to 2023, integrating the results into the adaptive management tool "RustMapper." These projections estimate the annual probability of WPBR occurrence, providing valuable insights for monitoring and management. Risk ranges from 0 to 1, and values closer to 1 indicate a higher likelihood of disease occurrence based on conditions.
DOI: 10.15468/dl.paz28d
title: Occurrence Download

description: A dataset containing 1110818 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Belgium, Germany, Netherlands)",
 "TaxonKey is one of (Ondatra zibethicus, Myocastor coypus)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1110818 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000915-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gq8vrt
title: Occurrence Download

description: A dataset containing 1376 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((-70.842 5.483147, -70.912583 5.477576, -70.981425 5.461002, -71.046826 5.433833, -71.107174 5.39674, -71.16098100000001 5.350637, -71.206923 5.296662, -71.24386699999999 5.236145, -71.27090800000001 5.170579, -71.28738 5.101579, -71.292883 5.030844, -71.287284 4.960117, -71.270725 4.891138, -71.243616 4.825605, -71.206627 4.765132, -71.16067 4.711204, -71.10687799999999 4.665149, -71.04657400000001 4.628098, -70.98124199999999 4.600963, -70.912487 4.58441, -70.842 4.578847, -70.771513 4.58441, -70.702758 4.600963, -70.637426 4.628098, -70.577122 4.665149, -70.52333 4.711204, -70.477373 4.765132, -70.44038399999999 4.825605, -70.413275 4.891138, -70.396716 4.960117, -70.39111699999999 5.030844, -70.39662 5.101579, -70.41309200000001 5.170579, -70.440133 5.236145, -70.47707699999999 5.296662, -70.52301900000001 5.350637, -70.576826 5.39674, -70.637174 5.433833, -70.702575 5.461002, -70.771417 5.477576, -70.842 5.483147))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 1376 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000934-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18306728
title: Salvia ovalifolia var. ovalifolia. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.5281/zenodo.18306729
title: Salvia ovalifolia var. ovalifolia. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.5281/zenodo.18306724
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Outram Bangs, http://www.wikidata.org/entity/Q602234. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q602234
DOI: 10.5281/zenodo.8035230
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Outram Bangs, http://www.wikidata.org/entity/Q602234. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q602234
DOI: 10.15468/dl.5hteyt
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Inula conyzae, Inula conyzae, Inula conyzae, Inula conyzaea, Conyza squarrosa, Conyza squarrosa, Conyza squarrosa, Inula conyza)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 62 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000935-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17795193
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Margaret Hannah Fulford, http://www.wikidata.org/entity/Q21513629. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q21513629