cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/cc4bvmx
title: CCDC 129599: Experimental Crystal Structure Determination

description: Related Article: D.Ranganathan, V.Haridas, C.Sivakama Sundari, D.Balasubramanian, K.P.Madhusudanan, R.Roy, I.L.Karle|1999|J.Org.Chem.|64|9230|doi:10.1021/jo991378m
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4q0vp
title: CCDC 140332: Experimental Crystal Structure Determination

description: Related Article: V.M.Russell, D.C.Craig, M.L.Scudder, I.G.Dance|2000|CrystEngComm|2|16|doi:10.1039/a909749j
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4bvny
title: CCDC 129600: Experimental Crystal Structure Determination

description: Related Article: D.Ranganathan, V.Haridas, C.Sivakama Sundari, D.Balasubramanian, K.P.Madhusudanan, R.Roy, I.L.Karle|1999|J.Org.Chem.|64|9230|doi:10.1021/jo991378m
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4bvpz
title: CCDC 129601: Experimental Crystal Structure Determination

description: Related Article: D.Ranganathan, V.Haridas, C.Sivakama Sundari, D.Balasubramanian, K.P.Madhusudanan, R.Roy, I.L.Karle|1999|J.Org.Chem.|64|9230|doi:10.1021/jo991378m
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4lfty
title: CCDC 136890: Experimental Crystal Structure Determination

description: Related Article: G.E.Herberich, U.Englert, A.Fischer, Jiahong Ni, A.Schmitz|1999|Organometallics|18|5496|doi:10.1021/om990548i
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4lfvz
title: CCDC 136891: Experimental Crystal Structure Determination

description: Related Article: G.E.Herberich, U.Englert, A.Fischer, Jiahong Ni, A.Schmitz|1999|Organometallics|18|5496|doi:10.1021/om990548i
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4lfw0
title: CCDC 136892: Experimental Crystal Structure Determination

description: Related Article: G.E.Herberich, U.Englert, A.Fischer, Jiahong Ni, A.Schmitz|1999|Organometallics|18|5496|doi:10.1021/om990548i
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc40d4n
title: CCDC 119540: Experimental Crystal Structure Determination

description: Related Article: M.Grosche, E.Herdtweck, F.Peters, M.Wagner|1999|Organometallics|18|4669|doi:10.1021/om990594i
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4lbdf
title: CCDC 136784: Experimental Crystal Structure Determination

description: Related Article: C.Ganter, C.Kaulen, U.Englert|1999|Organometallics|18|5444|doi:10.1021/om9905207
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc40d5p
title: CCDC 119541: Experimental Crystal Structure Determination

description: Related Article: M.Grosche, E.Herdtweck, F.Peters, M.Wagner|1999|Organometallics|18|4669|doi:10.1021/om990594i
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4q2c8
title: CCDC 140379: Experimental Crystal Structure Determination

description: Related Article: D.D.Ellis, P.A.Jelliss, F.G.A.Stone|1999|Organometallics|18|4982|doi:10.1021/om9905097
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4q2d9
title: CCDC 140380: Experimental Crystal Structure Determination

description: Related Article: D.D.Ellis, P.A.Jelliss, F.G.A.Stone|1999|Organometallics|18|4982|doi:10.1021/om9905097
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.gdqxe6
title: Occurrence Download

description: A dataset containing 23265 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Penelope jacquacu)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 23265 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022683-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/kbvtjx6jgv
title: Navigating Gender Disparities in STEM Students

description: The study "Navigating Gender Disparities in Ethiopian STEM Students' Self-Efficacy: A Feminist Perspective" examined gender differences in self-efficacy among STEM students at the Bahir Dar University STEM center in Ethiopia using a mixed-method research design, specifically a descriptive survey in a comparative perspective. Semi-structured interviews and questionnaires with a 5-point Likert scale from "Never do at all" to "very highly certain can do" were used to gather data. Out of 186 STEM students in grades 9–12, 75 female and 76 male students completed the questionnaire, yielding 151 responses using an accessible sampling technique. The statistical program SPSS 24 was used to thoroughly evaluate the quantitative data (refer to the data set that is attached). Mean scores and independent samples t-tests were used to compare the levels of self-efficacy among the sexes. Drawing from Bandura's (1997) taxonomy, the study concentrated on five essential components of self-efficacy: self-efficacy in meeting others' expectations, self-efficacy for academic performance, self-efficacy for self-regulated learning, self-efficacy for recruiting social resources, and self-assertive efficacy.

With all t-tests demonstrating statistical significance at P &lt; 0.05, the SPSS analysis repeatedly showed that male students had considerably higher levels of self-efficacy than their female counterparts across all five evaluated components. In particular, males scored higher on the grand mean for self-efficacy in using social resources (M = 18.4400) than females (M = 10.2400), with a t-test result of t = -23.287. According to a t-test result of t = -21.818, male students scored M = 27.6533 in self-efficacy for academic success, whereas female students scored M = 16.2667. The grand mean for self-regulated learning was M = 40.613 for men and M = 24.106 for women, with a t-test result of t = -21.729. Males had a grand mean of M = 18.09 versus females' M = 10.94 in terms of self-efficacy to satisfy others' expectations, with a t-test result of t = -18.070. Lastly, male students scored M = 18.200 in self-assertive efficacy compared to female students' M = 11.066, resulting in a t-test result of t = -21.978. The qualitative information acquired through semi-structured interviews further corroborated these quantitative findings, which show that male students typically have a stronger belief in their abilities to ask for help, succeed academically, manage their learning, meet expectations, and assert themselves. The study comes to the conclusion that these findings are consistent with feminist theory, which affirms the reality of discrimination based on gender and emphasizes the urgent need for measures to support women in STEM.
DOI: 10.17632/kbvtjx6jgv.1
title: Navigating Gender Disparities in STEM Students

description: The study "Navigating Gender Disparities in Ethiopian STEM Students' Self-Efficacy: A Feminist Perspective" examined gender differences in self-efficacy among STEM students at the Bahir Dar University STEM center in Ethiopia using a mixed-method research design, specifically a descriptive survey in a comparative perspective. Semi-structured interviews and questionnaires with a 5-point Likert scale from "Never do at all" to "very highly certain can do" were used to gather data. Out of 186 STEM students in grades 9–12, 75 female and 76 male students completed the questionnaire, yielding 151 responses using an accessible sampling technique. The statistical program SPSS 24 was used to thoroughly evaluate the quantitative data (refer to the data set that is attached). Mean scores and independent samples t-tests were used to compare the levels of self-efficacy among the sexes. Drawing from Bandura's (1997) taxonomy, the study concentrated on five essential components of self-efficacy: self-efficacy in meeting others' expectations, self-efficacy for academic performance, self-efficacy for self-regulated learning, self-efficacy for recruiting social resources, and self-assertive efficacy.

With all t-tests demonstrating statistical significance at P &lt; 0.05, the SPSS analysis repeatedly showed that male students had considerably higher levels of self-efficacy than their female counterparts across all five evaluated components. In particular, males scored higher on the grand mean for self-efficacy in using social resources (M = 18.4400) than females (M = 10.2400), with a t-test result of t = -23.287. According to a t-test result of t = -21.818, male students scored M = 27.6533 in self-efficacy for academic success, whereas female students scored M = 16.2667. The grand mean for self-regulated learning was M = 40.613 for men and M = 24.106 for women, with a t-test result of t = -21.729. Males had a grand mean of M = 18.09 versus females' M = 10.94 in terms of self-efficacy to satisfy others' expectations, with a t-test result of t = -18.070. Lastly, male students scored M = 18.200 in self-assertive efficacy compared to female students' M = 11.066, resulting in a t-test result of t = -21.978. The qualitative information acquired through semi-structured interviews further corroborated these quantitative findings, which show that male students typically have a stronger belief in their abilities to ask for help, succeed academically, manage their learning, meet expectations, and assert themselves. The study comes to the conclusion that these findings are consistent with feminist theory, which affirms the reality of discrimination based on gender and emphasizes the urgent need for measures to support women in STEM.
DOI: 10.15468/dl.7av6jb
title: Occurrence Download

description: A dataset containing 1269 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthyllis cornicina"
 ]
}

 The dataset includes 1269 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022684-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/2hnjmzpxyd.2
title: MedSeek_userBehavior

description: The target dataset contains de-identified, high-resolution interaction information from MedSeek, a large-language-model (LLM) platform optimised for medical education. This dataset captures usage patterns from a medical education large language model (LLM) platform, representing interaction behaviors during Q2 2025. It contains anonymized observational records of platform engagement across diverse medical education contexts.

#### Dataset Components:

1. **User Profiles** (`medical_llm_users.csv`)
 * 1,454 anonymized participant records
 * Role distribution: Educators (2.2%), Medical students (97.8%)
 * Discipline representation: Clinical Medicine (39%), Pharmacy (18%), Public Health (11%), Basic Medicine (26%), Nursing (4%), Medical Humanities (2%)
 * Engagement tiers: High-engagement (15%), Regular (25%), Low-frequency (40%), Dormant (20%)
2. **Session Records** (`medical_llm_sessions.csv`)
 * Platform access sessions with temporal metadata
 * Device access patterns (mobile/desktop/tablet)
 * Duration metrics and temporal distribution
 * Special annotation for examination period (May 10-24, 2025)
3. **Interaction Logs** (`medical_llm_interactions.csv`)
 * Question-Answer exchanges across medical domains
 * Six knowledge domains with topic classifications
 * Interaction types: Initial queries (35%), Follow-ups (25%), Answer review (20%), Clarifications (10%), Content saving (5%), Feedback (5%)
 * Complexity engagement metrics

#### Data Harness:

Data was harnessed through parameterized behavioral modeling based on established medical education frameworks. The process incorporates:

* Professionally validated medical education taxonomies
* Temporal usage distributions reflecting academic calendars
* Device access patterns aligned with mobility studies
* Knowledge domain representations mirroring standard curricula

#### Potential Research Applications:

* Medical education technology adoption studies
* Temporal analysis of learning behaviors
* Domain-specific knowledge retrieval patterns
* Adaptive learning system development
* Educational data mining methodology validation

#### Ethical Compliance:

All identifiers represent anonymized entities. Content follows medical education standards without including real patient information or personally identifiable data. Generated text reflects generalized medical education scenarios without specific case references.
DOI: 10.15468/dl.umwd8h
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus mykiss",
 "Country is Ukraine",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022686-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.naj6fj
title: Occurrence Download

description: A dataset containing 4306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oncorhynchus mykiss",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4306 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022687-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e4gg7w
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hibiscus syriacus",
 "Country is Georgia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022685-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xdekh5
title: Occurrence Download

description: A dataset containing 373191 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Veronica persica, Veronica diffusa, Veronica byzantina, Veronica hospita microphylla, Veronica tournefortii corrensiana, Veronica byzantina, Veronica tournefortii albiflora, Veronica persica persica, Veronica tournefortii subopaca, Veronica buxbaumii kochiana, Veronica byzantina, Veronica cymbalariaefolia, Veronica areolata, Veronica cymbalariifolia, Veronica persica minor, Veronica precox, Veronica tournefortii, Veronica hospita, Veronica tournefortii restrictior, Veronica alpiphila, Cardia filiformis, Veronica tournefortii aschersoniana, Veronica hospita megaphylla, Veronica filiformis, Veronica rotundifolia, Veronica meskhetica, Veronica buxbaumii, Veronica persica corrensiana, Veronica persica corrensiana, Veronica tournefortii corrensiana, Veronica persica corrensiana, Veronica persica corrensiana, Veronica agrestis byzantina, Veronica tournefortii hospita, Veronica tournefortii aschersoniana, Veronica persica aschersoniana, Pocilla persica)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 373191 records from 2361 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022650-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2tjgjh
title: Occurrence Download

description: A dataset containing 135150 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Switzerland, France, Spain, Italy, Portugal)",
 "OccurrenceStatus is Present",
 "TaxonKey is Arbutus L."
 ]
}

 The dataset includes 135150 records from 539 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083358-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8pusqh
title: Occurrence Download

description: A dataset containing 15121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Teucrium fruticans L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 15121 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0260019-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.edxygm
title: Occurrence Download

description: A dataset containing 2164 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Selenicereus (Berger) Britton & Rose"
 ]
}

 The dataset includes 2164 records from 198 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083398-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26030/bmmx-2553
title: Response of mammary tissue to high-LET HZE particle (Silicon ions) radiation or low-LET gamma-rays

description: Transcriptional profiling of mammary tissue irradiated at 10 weeks of age with either 100 cGy sparsely ionizing gamma-rays, or 10 cGy or 30 cGy densely ionizing radiation (350 MeV/amu Si). Mammary tissue was collected 1 weeks, 4 weeks, and 12 weeks post-irradiation. Four radiation treatment groups: sham, 100 cGy sparsely ionizing gamma-rays, 10 cGy or 30 cGy densely ionizing radiation (350 MeV/amu Si). Three time points post-irradiation (1, 4, and 12 weeks). Three or four replicates per time point.
DOI: 10.15468/dl.6fpmmy
title: Occurrence Download

description: A dataset containing 6195 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mantisalca salmantica (L.) Briq. & Cavill.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6195 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264093-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.79xyv3
title: Occurrence Download

description: A dataset containing 1562 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Papaver lapponicum (Tolm.) Nordh.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1562 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0297852-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.