cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28219109.v1
title: Raw data for "Low-rank geostatistical inverse modeling of spatiotemporal heterogeneity in aquitard hydraulic parameters"

description: Many hydrogeological processes are intricately linked to both spatial heterogeneity and temporal dynamics of the involved parameters. The variability in hydrogeological parameters, across both space and time domains, is defined as the spatiotemporal heterogeneity. This study introduces a partitioning geostatistical inversion approach to characterize the spatiotemporal heterogeneity, and further applies this methodology to the long-term multi-extensometer data from the second aquitard beneath Qingliang Primary School, Changzhou City, China. The Principal Component Geostatistical Approach (PCGA) is used to capture the temporal variability in the hydraulic conductivity (K) and specific storage (Ss) across the three sub-layers of the aquitard of interest. Comparative analysis reveals that models accounting for spatiotemporal heterogeneity leads to significantly improved accuracy compared to those considering only spatial heterogeneity. PCGA effectively captures the temporal variability in aquitard K and Ss, with sub-layer 3 playing a dominant role in the inverted temporal dynamics. Additionally, neglecting the initially delayed drainage within the aquitard leads to a notable underestimation of K. Moreover, utilizing a stage-wise distribution of parameters as an initial guess significantly enhances inversion accuracy. The proposed methodology not only deepens the understanding of aquitard deformation but also holds broad potential for advancing the characterization of spatiotemporal heterogeneity in 4D hydrogeological modeling.
DOI: 10.15468/dl.863m6r
title: Occurrence Download

description: A dataset containing 4973 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Data from CRSN herbarium digitization initiative under BID-funded project"
 ]
}

 The dataset includes 4973 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019747-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wzdbhp
title: Occurrence Download

description: A dataset containing 160 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Styphnolobium japonicum (L.) Schott",
 "Year 1970-2025"
 ]
}

 The dataset includes 160 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019748-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/0mcsns
title: T1249v2_T252_combined_scores.tab

description: :unav
DOI: 10.57745/4yquwf
title: T250_CAPRI_assessment.tab

description: :unav
DOI: 10.57745/a3glwp
title: T1249v1_T250_combined_scores.tab

description: :unav
DOI: 10.57745/amaijq
title: MassiveFold_CASP16_Abstract.pdf

description: :unav
DOI: 10.57745/bbrfig
title: LICENSE

description: :unav
DOI: 10.57745/k7hvg2
title: T1249_T250_T252_only_pdbs_MassiveFold.tar.gz

description: :unav
DOI: 10.57745/lqyqem
title: T1249v2_T252_combined_scores.tab

description: :unav
DOI: 10.57745/nmfot2
title: T252_CAPRI_assessment.tab

description: :unav
DOI: 10.57745/nycv7n
title: T252_CAPRI_assessment.tab

description: :unav
DOI: 10.57745/rf7yml
title: gather_runs.py

description: :unav
DOI: 10.57745/s1somp
title: T250_T252_CAPRI_scoring.pdb.gz

description: :unav
DOI: 10.57745/szlgpp
title: T1249v1_T250_combined_scores.tab

description: :unav
DOI: 10.57745/tkupn8
title: T250_CAPRI_assessment.tab

description: :unav
DOI: 10.57745/vzsmdc
title: T1249_T250_T252_MassiveFold.tar.gz
DOI: 10.57745/yb4whc
title: README.txt

description: :unav
DOI: 10.6084/m9.figshare.29234720
title: NEEPS_Data

description: <b>DATA: Impact mechanisms behind related environmental issues announced since the implementation of the </b><b>National Ecological and Environmental Protection Supervision-inspection</b><b> system in China</b>
DOI: 10.6084/m9.figshare.29234720.v1
title: NEEPS_Data

description: <b>DATA: Impact mechanisms behind related environmental issues announced since the implementation of the </b><b>National Ecological and Environmental Protection Supervision-inspection</b><b> system in China</b>
DOI: 10.15468/dl.fp8tkt
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Peru",
 "PublishingOrg is one of (90fd6680-349f-11d8-aa2d-b8a03c50a862, 061b4f20-f241-11da-a328-b8a03c50a862)",
 "TaxonKey is Descurainia Webb & Berthel."
 ]
}

 The dataset includes 121 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019749-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k6yp5s
title: Occurrence Download

description: A dataset containing 80381725 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "License is CC-BY 4.0",
 "Year 2017-2019"
 ]
}

 The dataset includes 80381725 records from 9892 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019734-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qn2va7
title: Occurrence Download

description: A dataset containing 401 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyathostegia (Benth.) Schery"
 ]
}

 The dataset includes 401 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021278-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.megeqn
title: Occurrence Download

description: A dataset containing 0 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 (Sorex vagrans Baird, 1857)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021280-250525065834625/datasets/export for details.
DOI: 10.15468/dl.j3s2nt
title: Occurrence Download

description: A dataset containing 123 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 (Sorex vagrans Baird, 1857)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 123 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021279-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3vn5bz
title: Occurrence Download

description: A dataset containing 34 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 (Sorex vagrans Baird, 1857)",
 "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 34 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021281-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j52h8f
title: Occurrence Download

description: A dataset containing 679 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bocoa Aubl."
 ]
}

 The dataset includes 679 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021282-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4duxft
title: Occurrence Download

description: A dataset containing 466914 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alburnus alburnus (Linnaeus, 1758)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 466914 records from 383 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021269-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7buxy3
title: Occurrence Download

description: A dataset containing 118550 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Vespula vulgaris (Linnaeus, 1758), Vespula germanica (Fabricius, 1793))"
 ]
}

 The dataset includes 118550 records from 772 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021270-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e231643v1-180561
title: Effects of combining multiple types of adaptive guidance on novices’ knowledge integration of scientific phenomena

description: <b>Background</b>: Throughout inquiry learning, many learners, especially novices, experience difficulties and

 make errors in applying inquiry skills. Because learners’ prior knowledge and difficulties in
comprehending concepts and applying inquiry skills are unique, diagnosing learning situations and
adapting guidance in real-time is essential. However, effects of combining multiple types of adaptive
guidance to support inquiry learning have been understudied.<br>
<b>Aims</b>: This study investigated effects of combining primary guidance (just-in-time prompts) and
supplementary guidance (hints and confirmatory feedback) on novice learners’ knowledge acquisition and
integration of concepts and rules during (i.e., performance success) and after inquiry (i.e., learning
outcomes).<br>
<b>Sample</b>: The study involved 98 undergraduate students.<br>
<b>Methods</b>: In a pretest-posttest design, participants engaged in inquiry tasks to discover the rules of series
circuits using a simulation of electric circuits. They were randomly assigned to either a prompt-plus group
receiving hints and feedback in addition to prompts, a prompt group receiving prompts only, or a control
group receiving no adaptive guidance. The number of rules discovered and the level of knowledge
integration during inquiry were assessed.<br>
<b>Results</b>: On performance success during inquiry, groups were ordered: 1) prompt-plus, 2) prompt, and 3)
control. On the posttest, only the prompt-plus group outperformed the control group. Prior knowledge did
not moderate effects of guidance on knowledge acquisition.<br>
<b>Conclusions</b>: Coordinated forms of adaptive guidance enhance performance and learning outcomes.
DOI: 10.3886/e231643
title: Effects of combining multiple types of adaptive guidance on novices’ knowledge integration of scientific phenomena

description: <b>Background</b>: Throughout inquiry learning, many learners, especially novices, experience difficulties and

 make errors in applying inquiry skills. Because learners’ prior knowledge and difficulties in
comprehending concepts and applying inquiry skills are unique, diagnosing learning situations and
adapting guidance in real-time is essential. However, effects of combining multiple types of adaptive
guidance to support inquiry learning have been understudied.<br>
<b>Aims</b>: This study investigated effects of combining primary guidance (just-in-time prompts) and
supplementary guidance (hints and confirmatory feedback) on novice learners’ knowledge acquisition and
integration of concepts and rules during (i.e., performance success) and after inquiry (i.e., learning
outcomes).<br>
<b>Sample</b>: The study involved 98 undergraduate students.<br>
<b>Methods</b>: In a pretest-posttest design, participants engaged in inquiry tasks to discover the rules of series
circuits using a simulation of electric circuits. They were randomly assigned to either a prompt-plus group
receiving hints and feedback in addition to prompts, a prompt group receiving prompts only, or a control
group receiving no adaptive guidance. The number of rules discovered and the level of knowledge
integration during inquiry were assessed.<br>
<b>Results</b>: On performance success during inquiry, groups were ordered: 1) prompt-plus, 2) prompt, and 3)
control. On the posttest, only the prompt-plus group outperformed the control group. Prior knowledge did
not moderate effects of guidance on knowledge acquisition.<br>
<b>Conclusions</b>: Coordinated forms of adaptive guidance enhance performance and learning outcomes.
DOI: 10.3886/e231643v2
title: Effects of combining multiple types of adaptive guidance on novices’ knowledge integration of scientific phenomena

description: <b>Background</b>: Throughout inquiry learning, many learners, especially novices, experience difficulties and

 make errors in applying inquiry skills. Because learners’ prior knowledge and difficulties in
comprehending concepts and applying inquiry skills are unique, diagnosing learning situations and
adapting guidance in real-time is essential. However, effects of combining multiple types of adaptive
guidance to support inquiry learning have been understudied.<br>
<b>Aims</b>: This study investigated effects of combining primary guidance (just-in-time prompts) and
supplementary guidance (hints and confirmatory feedback) on novice learners’ knowledge acquisition and
integration of concepts and rules during (i.e., performance success) and after inquiry (i.e., learning
outcomes).<br>
<b>Sample</b>: The study involved 98 undergraduate students.<br>
<b>Methods</b>: In a pretest-posttest design, participants engaged in inquiry tasks to discover the rules of series
circuits using a simulation of electric circuits. They were randomly assigned to either a prompt-plus group
receiving hints and feedback in addition to prompts, a prompt group receiving prompts only, or a control
group receiving no adaptive guidance. The number of rules discovered and the level of knowledge
integration during inquiry were assessed.<br>
<b>Results</b>: On performance success during inquiry, groups were ordered: 1) prompt-plus, 2) prompt, and 3)
control. On the posttest, only the prompt-plus group outperformed the control group. Prior knowledge did
not moderate effects of guidance on knowledge acquisition.<br>
<b>Conclusions</b>: Coordinated forms of adaptive guidance enhance performance and learning outcomes.
DOI: 10.15468/dl.xn3ba8
title: Occurrence Download

description: A dataset containing 0 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 (Sorex vagrans Baird, 1857)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021287-250525065834625/datasets/export for details.
DOI: 10.15468/dl.rvptsf
title: Occurrence Download

description: A dataset containing 0 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 (Sorex vagrans Baird, 1857)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021285-250525065834625/datasets/export for details.
DOI: 10.15468/dl.tc82uy
title: Occurrence Download

description: A dataset containing 0 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 (Sorex vagrans Baird, 1857)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021286-250525065834625/datasets/export for details.
DOI: 10.3886/e231643v1
title: Effects of combining multiple types of adaptive guidance on novices’ knowledge integration of scientific phenomena

description: <b>Background</b>: Throughout inquiry learning, many learners, especially novices, experience difficulties and

 make errors in applying inquiry skills. Because learners’ prior knowledge and difficulties in
comprehending concepts and applying inquiry skills are unique, diagnosing learning situations and
adapting guidance in real-time is essential. However, effects of combining multiple types of adaptive
guidance to support inquiry learning have been understudied.<br>
<b>Aims</b>: This study investigated effects of combining primary guidance (just-in-time prompts) and
supplementary guidance (hints and confirmatory feedback) on novice learners’ knowledge acquisition and
integration of concepts and rules during (i.e., performance success) and after inquiry (i.e., learning
outcomes).<br>
<b>Sample</b>: The study involved 98 undergraduate students.<br>
<b>Methods</b>: In a pretest-posttest design, participants engaged in inquiry tasks to discover the rules of series
circuits using a simulation of electric circuits. They were randomly assigned to either a prompt-plus group
receiving hints and feedback in addition to prompts, a prompt group receiving prompts only, or a control
group receiving no adaptive guidance. The number of rules discovered and the level of knowledge
integration during inquiry were assessed.<br>
<b>Results</b>: On performance success during inquiry, groups were ordered: 1) prompt-plus, 2) prompt, and 3)
control. On the posttest, only the prompt-plus group outperformed the control group. Prior knowledge did
not moderate effects of guidance on knowledge acquisition.<br>
<b>Conclusions</b>: Coordinated forms of adaptive guidance enhance performance and learning outcomes.
DOI: 10.15468/dl.geqbk8
title: Occurrence Download

description: A dataset containing 39056 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Silurus glanis Linnaeus, 1758",
 "HasCoordinate is true"
 ]
}

 The dataset includes 39056 records from 313 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021288-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qpfvgc
title: Occurrence Download

description: A dataset containing 0 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 (Phenacomys intermedius Merriam, 1889)",
 "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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021291-250525065834625/datasets/export for details.