cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.wk922p
title: Occurrence Download

description: A dataset containing 709 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anura",
 "GadmGid is IDN.23_1",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Occurrence evidence)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 709 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081434-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s6dz59
title: Occurrence Download

description: A dataset containing 669 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anura",
 "GadmGid is IDN.22_1",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Occurrence evidence)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 669 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081435-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17044/scilifelab.28902911
title: Exploration of immune phenotypes in self-sampling citizens

description: This dataset contains levels of circulating antibodies and proteins measured in dried blood spot (DBS) samples. Study participants from the general population in Stockholm and Gothenburg (Sweden) self-sampled blood using sampling kits (Capitainer AB) during the spring of 2021.Levels of <b>circulating </b><b>antibodies</b> were determined by multi-analyte serology using the Luminex platform. The data has been processed and normalised using a mixed model, followed by a Z-score transformation.Levels of <b>circulating proteins</b> were determined by proximity extension assays using the Olink Explore Inflammation panel from the Olink platform and NULISA-Seq using the 250-plex inflammation panel from Alamar Biosciences. The raw data has been processed using ProtPQN, followed by a Z-score transformation.The files contain the following data and information:antigen_info.csv: Information about the antigens used in the serology assays.protein_data.csv: Proteomics measurements in wide format (each row a sample, each column a protein).protein_info.csv: Information about the proteins included in the proteomics assays.sample_info.csv: Information about the samples.serology_data.csv: Serological measurements in wide format.readme.txt: Additional details about the file contents.Access to this data can be granted for <b>non-commercial </b><b>v</b><b>alidation purposes</b> and upon reasonable request to the provided contact. A reasonable request should contain the following:Name of PI and host organisationContact detailsThe scientific purpose of the data access requestCommitment to inform when the data has been used in a publicationCommitment not to host or share the data outside the requesting organisationStatement of non-commercial use of data<br>
DOI: 10.17044/scilifelab.28902911.v1
title: Exploration of immune phenotypes in self-sampling citizens

description: This dataset contains levels of circulating antibodies and proteins measured in dried blood spot (DBS) samples. Study participants from the general population in Stockholm and Gothenburg (Sweden) self-sampled blood using sampling kits (Capitainer AB) during the spring of 2021.Levels of <b>circulating </b><b>antibodies</b> were determined by multi-analyte serology using the Luminex platform. The data has been processed and normalised using a mixed model, followed by a Z-score transformation.Levels of <b>circulating proteins</b> were determined by proximity extension assays using the Olink Explore Inflammation panel from the Olink platform and NULISA-Seq using the 250-plex inflammation panel from Alamar Biosciences. The raw data has been processed using ProtPQN, followed by a Z-score transformation.The files contain the following data and information:antigen_info.csv: Information about the antigens used in the serology assays.protein_data.csv: Proteomics measurements in wide format (each row a sample, each column a protein).protein_info.csv: Information about the proteins included in the proteomics assays.sample_info.csv: Information about the samples.serology_data.csv: Serological measurements in wide format.readme.txt: Additional details about the file contents.Access to this data can be granted for <b>non-commercial </b><b>v</b><b>alidation purposes</b> and upon reasonable request to the provided contact. A reasonable request should contain the following:Name of PI and host organisationContact detailsThe scientific purpose of the data access requestCommitment to inform when the data has been used in a publicationCommitment not to host or share the data outside the requesting organisationStatement of non-commercial use of data<br>
DOI: 10.6084/m9.figshare.31027825
title: Supplementary Material for: Facial Expression and Predicting and Monitoring Response to Depression Treatment: A Systematic Review

description: Introduction: The identification of biomarkers for treatment response in major depression is critical to the further development of personalised treatment. There is a recognised relationship between facial expression and depression of mood, and previous literature also indicates that facial expression is associated with treatment outcomes in depression. This suggests that facial expression may have use as a biomarker for treatment response. There is no previous synthesis of related research to drive the development of new digital approaches.
Methods: We conducted a systematic review using three databases (Medline, Scopus and PsycInfo), identifying English-language publications (journal articles or books) that assessed either facial muscle activity or expression as predictors of treatment response or correlates of treatment outcome in depression. Risk of bias was assessed using a National Institutes of Health quality assessment tool. 
Results: We identified 12 studies, involving a total of 389 participants, which used a variety of different assessment methods and thus assessment outcomes, including electromyography (EMG), observer-related assessments (including Facial Action Coding System, FACS), and automated tools of facial expression assessment. Depression treatment response correlated with an increase in facial expressivity. Greater activity in the corrugator and zygomatic muscles, and lower levels of lip tightening and downward lip movement, may predict treatment response.
Conclusions: Included studies were limited by heterogeneity in facial expression assessment tools and outcomes, along with demographic homogeneity. The findings of the review suggest that facial expression analysis may offer an avenue for biomarkers of depression status and treatment response prediction.
DOI: 10.6084/m9.figshare.31027825.v1
title: Supplementary Material for: Facial Expression and Predicting and Monitoring Response to Depression Treatment: A Systematic Review

description: Introduction: The identification of biomarkers for treatment response in major depression is critical to the further development of personalised treatment. There is a recognised relationship between facial expression and depression of mood, and previous literature also indicates that facial expression is associated with treatment outcomes in depression. This suggests that facial expression may have use as a biomarker for treatment response. There is no previous synthesis of related research to drive the development of new digital approaches.
Methods: We conducted a systematic review using three databases (Medline, Scopus and PsycInfo), identifying English-language publications (journal articles or books) that assessed either facial muscle activity or expression as predictors of treatment response or correlates of treatment outcome in depression. Risk of bias was assessed using a National Institutes of Health quality assessment tool. 
Results: We identified 12 studies, involving a total of 389 participants, which used a variety of different assessment methods and thus assessment outcomes, including electromyography (EMG), observer-related assessments (including Facial Action Coding System, FACS), and automated tools of facial expression assessment. Depression treatment response correlated with an increase in facial expressivity. Greater activity in the corrugator and zygomatic muscles, and lower levels of lip tightening and downward lip movement, may predict treatment response.
Conclusions: Included studies were limited by heterogeneity in facial expression assessment tools and outcomes, along with demographic homogeneity. The findings of the review suggest that facial expression analysis may offer an avenue for biomarkers of depression status and treatment response prediction.
DOI: 10.15468/dl.dg9a2y
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((88.86251 24.502697, 88.785341 24.49712, 88.710092 24.480528, 88.638633 24.453333, 88.572739 24.416212, 88.51404100000001 24.370086, 88.463987 24.3161, 88.423806 24.255593, 88.39447800000001 24.190063, 88.376711 24.121128, 88.370925 24.050491, 88.377242 23.979892, 88.395489 23.911067, 88.425197 23.845708, 88.465622 23.785417, 88.51576 23.731672, 88.57437400000001 23.685786, 88.640024 23.64888, 88.711102 23.621857, 88.785872 23.605375, 88.86251 23.599836, 88.939148 23.605375, 89.013918 23.621857, 89.084996 23.64888, 89.15064599999999 23.685786, 89.20926 23.731672, 89.259398 23.785417, 89.299823 23.845708, 89.329531 23.911067, 89.34777800000001 23.979892, 89.354095 24.050491, 89.348309 24.121128, 89.33054199999999 24.190063, 89.301214 24.255593, 89.261033 24.3161, 89.21097899999999 24.370086, 89.152281 24.416212, 89.086387 24.453333, 89.014928 24.480528, 88.939679 24.49712, 88.86251 24.502697))"},{"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 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081438-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2yu7np
title: Occurrence Download

description: A dataset containing 1356 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Desmodium heterophyllum"
 ]
}

 The dataset includes 1356 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081437-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17978400
title: Dataset: Interactive effects of manganese addition and simulated ocean warming differ between hard and soft corals

description: This dataset contains raw data for all response parameters generated in the corresponding study, which will be linked here after publication.Overview of files:__________________Supplementary_Data_Response_Parameters.csv: contains values for response parameters (pulsation rates, tissue protein and carbohydrate contents, gross and net photosynthesis rates, respiration rates, P:R ratios, symbiont densities, brightness) of all experimental units.Supplementary_Data_Temperature.csv: contains values for tank water temperatures throughout the experiment.Supplementary_Data_MRI_Montipora_T1fits_All.csv: contains values for T1 fits of Montipora MRI sequences.
DOI: 10.5281/zenodo.17978401
title: Dataset: Interactive effects of manganese addition and simulated ocean warming differ between hard and soft corals

description: This dataset contains raw data for all response parameters generated in the corresponding study, which will be linked here after publication.Overview of files:__________________Supplementary_Data_Response_Parameters.csv: contains values for response parameters (pulsation rates, tissue protein and carbohydrate contents, gross and net photosynthesis rates, respiration rates, P:R ratios, symbiont densities, brightness) of all experimental units.Supplementary_Data_Temperature.csv: contains values for tank water temperatures throughout the experiment.Supplementary_Data_MRI_Montipora_T1fits_All.csv: contains values for T1 fits of Montipora MRI sequences.
DOI: 10.15468/dl.zdue2y
title: Occurrence Download

description: A dataset containing 36375618 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Norwegian Species Observation Service"
 ]
}

 The dataset includes 36375618 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081387-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dz39u5
title: Occurrence Download

description: A dataset containing 468 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Living Specimen, Occurrence evidence)",
 "Country is one of (Sweden, Germany, Switzerland, Norway, Finland, Denmark, Austria, France)",
 "TaxonKey is Exobasidium karstenii",
 "Year 2015-2026"
 ]
}

 The dataset includes 468 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081441-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qe2327
title: Occurrence Download

description: A dataset containing 247 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tragelaphus buxtoni"
 ]
}

 The dataset includes 247 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081439-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5mwyuv
title: Occurrence Download

description: A dataset containing 1995072 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Harvard University Herbaria: All Records",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1995072 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081404-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f4zvjb
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "InstitutionKey is a4e8fc5e-fb6c-4c08-b9f1-ef8724870e89",
 "TaxonKey is Anthocerotophyta"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081442-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h7wsbx
title: Occurrence Download

description: A dataset containing 7095 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Tamarix canariensis"
 ]
}

 The dataset includes 7095 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081443-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.na33eq
title: Occurrence Download

description: A dataset containing 4097764 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "Geometry MULTIPOLYGON (((84 26, 84 25, 85 25, 86 25, 87 25, 87 23, 88 23, 88 24, 89 24, 89 23, 90 23, 91 23, 92 23, 92 25, 91 25, 90 25, 90 26, 89 26, 88 26, 87 26, 87 27, 86 27, 85 27, 84 27, 83 27, 83 28, 82 28, 81 28, 81 29, 80 29, 79 29, 79 30, 78 30, 77 30, 77 29, 78 29, 78 28, 79 28, 80 28, 80 27, 81 27, 81 26, 82 26, 83 26, 84 26)), ((82 29, 82 30, 81 30, 81 29, 82 29)), ((85 28, 85 29, 84 29, 84 28, 85 28)), ((78 27, 78 28, 77 28, 77 27, 78 27)), ((80 30, 80 31, 79 31, 79 30, 80 30)), ((78 31, 78 32, 77 32, 77 33, 76 33, 76 34, 75 34, 75 35, 74 35, 73 35, 72 35, 72 33, 73 33, 74 33, 74 32, 75 32, 75 31, 76 31, 76 30, 77 30, 77 31, 78 31)))"
 ]
}

 The dataset includes 4097764 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081355-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfhjwp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Nalanda University Birds Occurrence Dataset",
 "EventDate is 2013-01-01,2013-12-31"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081444-251120083545085/datasets/export for details.
DOI: 10.15468/dl.amcrv2
title: Occurrence Download

description: A dataset listing the 4137102 species recorded in GBIF matching the query:
{ }

 The dataset's 4137102 records were derived from 88091 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081396-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cqxs5q
title: Occurrence Download

description: A dataset containing 2166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Specimen)",
 "OccurrenceStatus is Present",
 "TaxonKey is Atilax paludinosus"
 ]
}

 The dataset includes 2166 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081448-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/31281
title: Chandra X-ray Observatory ObsId 31281

description: X-ray properties of rapidly growing IMBHs from e-Rosita and high-resolution imaging of their host galaxies
DOI: 10.34934/dvn/xdgdvr
title: Discourse analysis of participation in Flemish cultural policy

description: This dataset contains 140 Flemish cultural policy documents published between 1990 and 2024. The collection includes strategic notes, policy plans, evaluation reports, ministerial briefs, and other official texts. The dataset was compiled for a critical discourse analysis examining how the rhetoric of participation is mobilised within Flemish cultural policy over time. The accompanying study identifies underlying paradigms and traces patterns, shifts, tensions, and omissions in participatory discourses across three decades of policymaking. The dataset enables researchers to explore how notions of participation relate to broader political, cultural, and institutional power dynamics. All documents were collected from public governmental sources or official archival portals.
DOI: 10.15468/dl.pmyy7d
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((88.85290000000001 24.504117, 88.77573 24.49854, 88.70048 24.481948, 88.62902099999999 24.454753, 88.563126 24.417632, 88.50442700000001 24.371506, 88.454373 24.31752, 88.414191 24.257013, 88.384863 24.191482, 88.367096 24.122548, 88.36131 24.051911, 88.367627 23.981311, 88.385873 23.912487, 88.415582 23.847128, 88.456007 23.786837, 88.506146 23.733092, 88.564761 23.687206, 88.63041200000001 23.6503, 88.70149000000001 23.623277, 88.77626100000001 23.606795, 88.85290000000001 23.601256, 88.92953900000001 23.606795, 89.00431 23.623277, 89.075388 23.6503, 89.14103900000001 23.687206, 89.199654 23.733092, 89.249793 23.786837, 89.290218 23.847128, 89.31992700000001 23.912487, 89.338173 23.981311, 89.34448999999999 24.051911, 89.33870400000001 24.122548, 89.320937 24.191482, 89.29160899999999 24.257013, 89.25142700000001 24.31752, 89.201373 24.371506, 89.142674 24.417632, 89.076779 24.454753, 89.00532 24.481948, 88.93007 24.49854, 88.85290000000001 24.504117))"},{"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 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081449-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/41817
title: Chandra X-ray Observatory ObsId 41817
DOI: 10.5281/zenodo.18058521
title: Bowens Quantum Gate Grid (QGG) — Summary & Technical Overview
title: Function of QGG

description: This record provides a citable summary and technical overview of the Bowens Quantum Gate Grid (QGG), a sealed, replay‑stable analytical system achieving PR‑AUC near 98%, ROC‑AUC near 97–98%, F1 ≈ 96%, and replay fidelity ≥99% across astrophysics, plasma, and anomaly‑detection datasets. The release includes a high‑level description of system architecture, operator canon stability, plasma operator mappings, and cross‑domain performance metrics. Proprietary operators, ignition logic, and sealed manifests are intentionally excluded. This entry is intended for scientific reference, institutional evaluation, and future peer‑reviewed publication
DOI: 10.5281/zenodo.18087589
title: Bowens Quantum Gate Grid (QGG) — Summary & Technical Overview
title: Function of QGG

description: This record provides a citable summary and technical overview of the Bowens Quantum Gate Grid (QGG), a sealed, replay‑stable analytical system achieving PR‑AUC near 98%, ROC‑AUC near 97–98%, F1 ≈ 96%, and replay fidelity ≥99% across astrophysics, plasma, and anomaly‑detection datasets. The release includes a high‑level description of system architecture, operator canon stability, plasma operator mappings, and cross‑domain performance metrics. Proprietary operators, ignition logic, and sealed manifests are intentionally excluded. This entry is intended for scientific reference, institutional evaluation, and future peer‑reviewed publication