cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.bvh2r2
title: Occurrence Download

description: A dataset containing 1459565 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is one of (South Africa, Angola, Botswana, Lesotho, Malawi, Mozambique, Namibia, Eswatini, Zambia, Zimbabwe)",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (January, March, February, April, May, June, July, August, September, October, November, December)",
 "OccurrenceStatus is Present",
 "Year 2015-2022"
 ]
}

 The dataset includes 1459565 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006079-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-37886
title: Claims (GX 17033 - GX 17639), 1990

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1990. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.7ygskx
title: Occurrence Download

description: A dataset containing 115184 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Unknown evidence",
 "Year 2013-2015"
 ]
}

 The dataset includes 115184 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002203-150422101436696/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-37909
title: Claims (GX 17033 - GX 17639), 1990

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1990. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.myvtcu
title: Occurrence Download

description: A dataset containing 639 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Habronattus americanus (Keyserling, 1885)"
 ]
}

 The dataset includes 639 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012238-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-32418
title: Card files (closed) M-Z claims (GX 16697 - GX 17032), 1989

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1989. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.cyscbb
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sideritis discolor Webb ex Benth., 1837",
 "Country is Spain"
 ]
}

 The dataset includes 28 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002203-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-32472
title: Card files (closed) M-Z claims (GX 16697 - GX 17032), 1989

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1989. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.prcu9c
title: Occurrence Download

description: A dataset containing 752 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pancratium maritimum L.",
 "Year 1970-2020"
 ]
}

 The dataset includes 752 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000749-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wbfpwc
title: Occurrence Download

description: A dataset containing 8837 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 {
 "or" : [
 "TaxonKey is Rhamnus integrifolia DC.",
 "TaxonKey is Gentianella anglica (Pugsley) E.F.Warb.",
 "TaxonKey is Gentianella bohemica Skalický",
 "TaxonKey is Pinguicula longifolia subsp. longifolia",
 "TaxonKey is Pinguicula lusitanica L.",
 "TaxonKey is Alchemilla fontqueri Rothm.",
 "TaxonKey is Alchemilla serratisaxatilis S.E.Fröhner",
 "TaxonKey is Alchemilla catalaunica Rothm.",
 "TaxonKey is Alchemilla pyrenaica Dufour",
 "TaxonKey is Angelica razulii All.",
 "TaxonKey is Tamarix boveana Bunge",
 "TaxonKey is Tamarix africana Poir.",
 "TaxonKey is Aeonium mascaense Bramwell",
 "TaxonKey is Euphorbia bravoana Svent.",
 "TaxonKey is Euphorbia handiensis Burchard",
 "TaxonKey is Euphorbia dendroides L.",
 "TaxonKey is Euphorbia palustris L.",
 "TaxonKey is Euphorbia duvalii Lecoq & Lamotte",
 "TaxonKey is Euphorbia minuta Loscos & J.Pardo",
 "TaxonKey is Euphorbia nevadensis subsp. bolosii Molero & Rovira",
 "TaxonKey is Euphorbia paniculata Desf.",
 "TaxonKey is Euphorbia bourgeana J.Gay ex Boiss.",
 "TaxonKey is Euphorbia nevadensis Boiss. & Reut.",
 "TaxonKey is Euphorbia paralias L.",
 "TaxonKey is Eriophorum latifolium Hoppe"
 ]
 }
 ]
}

 The dataset includes 8837 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002203-150721130643939/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-32423
title: Card files (closed) M-Z claims (GX 16697 - GX 17032), 1989

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1989. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.25549/independent-c69-37691
title: Claims (GX 17033 - GX 17639), 1990

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1990. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.8yesvg
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calamagrostis yanyuanensis J.L.Yang"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002981-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-37665
title: Claims (GX 17033 - GX 17639), 1990

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1990. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.dkl4ky
title: Occurrence Download

description: A dataset containing 81021 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Araneidae"
 ]
}

 The dataset includes 81021 records from 372 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002203-150811131857512/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/10951556
title: Full TMDB Movies Dataset 2024 (1M Movies)
DOI: 10.15468/dl.ubsmwj
title: Occurrence Download

description: A dataset containing 22300 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Euphorbia heterophylla L.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 22300 records from 481 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007916-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13890780
title: Multilevel Modeling of Training Needs in Artificial Intelligence

description: Nowadays, Artificial Intelligence (AI) is playing a rapidly increasing role in several fields of research and in almost all sectors of real life. However, few studies have assessed the effects of AI applications on training needs. This paper proposes an innovative multilevel modeling in order to investigate Awareness, Attitude and Trust towards AI and their reflections on learning needs. In particular, it is shown how a machine learning variable selection algorithm can support the definition of the optimal subset of all relevant covariates with respect to the outcome variable and improve the multilevel model performance for estimating the probability of educational needs. Thus, starting from a complex web survey to European citizens distributed in eight countries, the estimation of a multilevel binary model, defined on the basis of covariates selected through the Boruta random forest algorithm, is proposed. A discussion on the gender differences of the related estimated multilevel logit models is presented. A sensitivity analysis is also included in order to assess the prediction accuracy of the proposed multilevel logit modeling.

 

This repository contains data generated for the manuscript: " A two-stage procedure for optimal modeling of the probability of training needs in artificial intelligence". It comprehends: (1) the dataset Data_Boruta_Random_Forest  used to  estimate the variables importance. (2) the dataset Data_Multilevel to perform the  comparison among different multilevel binary models proposed in the paper.
DOI: 10.5281/zenodo.8110636
title: Multilevel Modeling of Training Needs in Artificial Intelligence

description: Nowadays, Artificial Intelligence (AI) is playing a rapidly increasing role in several fields of research and in almost all sectors of real life. However, few studies have assessed the effects of AI applications on training needs. This paper proposes an innovative multilevel modeling in order to investigate Awareness, Attitude and Trust towards AI and their reflections on learning needs. In particular, it is shown how a machine learning variable selection algorithm can support the definition of the optimal subset of all relevant covariates with respect to the outcome variable and improve the multilevel model performance for estimating the probability of educational needs. Thus, starting from a complex web survey to European citizens distributed in eight countries, the estimation of a multilevel binary model, defined on the basis of covariates selected through the Boruta random forest algorithm, is proposed. A discussion on the gender differences of the related estimated multilevel logit models is presented. A sensitivity analysis is also included in order to assess the prediction accuracy of the proposed multilevel logit modeling.

 

This repository contains data generated for the manuscript: " A two-stage procedure for optimal modeling of the probability of training needs in artificial intelligence". It comprehends: (1) the dataset Data_Boruta_Random_Forest  used to  estimate the variables importance. (2) the dataset Data_Multilevel to perform the  comparison among different multilevel binary models proposed in the paper.
DOI: 10.5281/zenodo.8110637
title: prova_Veronica

description: prova
DOI: 10.5281/zenodo.8113220
title: A two-stage procedure for optimal modeling of the probability of training needs in artificial intelligence

description: Nowadays artificial intelligence (AI) has shown a rapidly increasing role in supporting or improving decision-making. Many researchers have studied and applied AI-systems in several fields of research. However, few studies have assessed the effects of AI applications on training needs. This paper proposes an innovative two-stage analysis to investigate Awareness, Attitude and Trust towards AI and their reflections on learning needs. In particular, it is shown how a machine learning variable selection algorithm can support an optimal multilevel modeling. First of all, the Boruta Random Forest algorithm is used as a variables selection method to define the optimal subset of all relevant variables; then these variables are included as covariates of a multilevel binary model needs which takes into account the variability among different countries for estimating the probability of educational. Indeed, in this cross-sectional study, addressing citizen’s perspectives with respect to this topic is crucial to gain a better understanding of people’s views and perceptions regarding the relative complexity of AI that can breed fear and mistrust as well as new needs in modern living European context. For this analysis a dataset obtained from a survey regarding AI and ethics on European citizens distributed in eight countries is considered. This repository contains data generated for the manuscript: " A two-stage procedure for optimal modeling of the probability of training needs in artificial intelligence". It comprehends: (1) the dataset Data_Boruta_Random_Forest used to estimate the variables importance. (2) the dataset Data_Multilevel to perform the comparison among different multilevel binary models proposed in the paper.
DOI: 10.5517/ccdc.csd.cc22l52y
title: CCDC 1924079: Experimental Crystal Structure Determination

description: Related Article: Wei Li, Wenqi Li, Lin Gan, Mengke Li, Nan Zheng, Chengyun Ning, Dongcheng Chen, Yuan-Chun Wu, Shi-Jian Su|2020|ACS Applied Materials and Interfaces|12|2717|doi:10.1021/acsami.9b17585
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: 10.25505/fiz.icsd.cc2mk5m0
title: CSD 2429582: Experimental Crystal Structure Determination

description: Related Article: Guoliang Feng|2025|ICSD Communication|||
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2mk5n1
title: CSD 2429583: Experimental Crystal Structure Determination

description: Related Article: Guoliang Feng|2025|ICSD Communication|||
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.mzdgnp
title: Occurrence Download

description: A dataset containing 53062 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is British Antarctic Survey Argos satellite tracking data"
 ]
}

 The dataset includes 53062 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007849-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9fw4c2
title: Occurrence Download

description: A dataset containing 9842 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Euphorbia heterophylla var. cyathophora (Murray) Griseb.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 9842 records from 230 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007918-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f97ynv
title: Occurrence Download

description: A dataset containing 64880 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Living Specimen, Occurrence evidence)",
 "Country is one of (Spain, Portugal)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dama dama (Linnaeus, 1758)",
 "Year 1000-2021"
 ]
}

 The dataset includes 64880 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007912-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pdm34u
title: Occurrence Download

description: A dataset containing 362074 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gesneriaceae"
 ]
}

 The dataset includes 362074 records from 1143 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007911-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8fkuah
title: Occurrence Download

description: A dataset containing 2015288 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Pesquería Artesanal de la Ciénaga Grande de Santa Marta - SIPEIN"
 ]
}

 The dataset includes 2015288 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018578-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9tn9uc
title: Occurrence Download

description: A dataset containing 577224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Betula pubescens Ehrh."
 ]
}

 The dataset includes 577224 records from 1324 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018560-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n8t2f2
title: Occurrence Download

description: A dataset containing 3175 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "Country is United States of America",
 "DatasetKey is one of (NOAA Southeast Fisheries Science Center (SEFSC) Fisheries Log Book System (FLS) Commercial Pelagic Logbook Data, SEUS Right Whale EWS Aerial Surveys 2018-19, SEUS Right Whale EWS Aerial Surveys 2017-18, SEUS Right Whale EWS Aerial Surveys 2016-17)",
 "TaxonKey is Dermochelyidae"
 ]
}

 The dataset includes 3175 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011214-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d97axx
title: Occurrence Download

description: A dataset containing 3758 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Anaxyrus microscaphus (Cope, 1867))"
 ]
}

 The dataset includes 3758 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011213-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.