cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.3rfmvz
title: Occurrence Download

description: A dataset containing 88903 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sphinx pinastri Linnaeus, 1758"
 ]
}

 The dataset includes 88903 records from 401 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011076-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-37342
title: Police officer summary info for 83 cases S, 1991

description: Collection of material re case summaries of the 83 selected cases by the Independent Commission - cases against LAPD - Alphabetized by last name - Section "S" (1947-1991), 1991 May 24 - June 17. Folder / binder 5. Police officer summary info for "83 Cases" R-Z (2 of 3). 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.kzctgz
title: Occurrence Download

description: A dataset containing 1755 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alstroemeriaceae",
 {
 "or" : [
 "Country is Panama",
 "Country is El Salvador",
 "Country is Honduras",
 "Country is Belize",
 "Country is Mexico",
 "Country is Nicaragua",
 "Country is Guatemala",
 "Country is Costa Rica"
 ]
 },
 "HasCoordinate is true"
 ]
}

 The dataset includes 1755 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002241-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pmsuk5
title: Occurrence Download

description: A dataset listing the 3 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mesocheira bicolor (Fabricius, 1804)"
 ]
}

 The dataset's 3 records were derived from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057320-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-37345
title: Police officer summary info for 83 cases S, 1991

description: Collection of material re case summaries of the 83 selected cases by the Independent Commission - cases against LAPD - Alphabetized by last name - Section "S" (1947-1991), 1991 May 24 - June 17. Folder / binder 5. Police officer summary info for "83 Cases" R-Z (2 of 3). 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.rr87tw
title: Occurrence Download

description: A dataset containing 94461 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-87.99 20.61,-87.99 21.63,-86.27 21.63,-86.27 20.61,-87.99 20.61))"
 ]
}

 The dataset includes 94461 records from 199 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002241-160803222355964/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-41285
title: Case & officer summary analysis 10, 1991

description: Case and officer summary analysis (83 cases sampled). Section 10) Race distribution of out of patrol promotees; Race distribution of promotees; Analysis of time between incidents and promotion; Summary by classification of nature of incident; etc. (1976-1991), 1991 June 7-18. Collection of reports and summary analysis of the LAPD re the 83 cases previously reviewed - includes data on disciplinary actions taken by LAPD, history of officer's excessive force, promotions, and awards, etc. (1976-1991) (3 of 3). 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.pbsa2r
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astragalus kurnet-es-saudae Eig"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033093-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.judsi6
title: Occurrence Download

description: A dataset containing 339 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Quercus imbricaria Michx.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 339 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002241-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-37413
title: Police officer summary info for 83 cases S, 1991

description: Collection of material re case summaries of the 83 selected cases by the Independent Commission - cases against LAPD - Alphabetized by last name - Section "S" (1947-1991), 1991 May 24 - June 17. Folder / binder 5. Police officer summary info for "83 Cases" R-Z (2 of 3). 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-c69-37353
title: Police officer summary info for 83 cases S, 1991

description: Collection of material re case summaries of the 83 selected cases by the Independent Commission - cases against LAPD - Alphabetized by last name - Section "S" (1947-1991), 1991 May 24 - June 17. Folder / binder 5. Police officer summary info for "83 Cases" R-Z (2 of 3). 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.qentjv
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-84.68112 -35.06934,-49.31888 -35.06934,-49.31888 -20.93066,-84.68112 -20.93066,-84.68112 -35.06934))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Trichocereus ×cabrerae R.Kiesling"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057336-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-36920
title: Claims (GX 15136 - GX 15571), 1988

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1988. 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: 10.6084/m9.figshare.25746306
title: Supplementary materials: Indirect treatment comparison of anifrolumab efficacy versus belimumab in adults with systemic lupus erythematosus

description: <b>These are peer-reviewed supplementary materials for the article '</b><b>Indirect treatment comparison of </b><b>anifrolumab efficacy versus belimumab in </b><b>adults with systemic lupus erythematosus</b><b>' published in the</b><b> </b><b><i>Journal of Comparative Effectiveness Research</i></b><b>.</b><br><br><b>Appendix A: </b><b>Systematic Literature Review</b><b>Table S1:</b> Summary of inclusion and exclusion criteria for the systematic literature review.<br><b>Appendix B: </b><b>PRISMA Flow Diagram</b><b>Figure S1: PRISMA flow diagram. </b><br><br><b>Appendix C: </b><b>Feasibility Assessment</b><b>Table S2: Overview of feasibility assessment by outcome.</b><br><b>Appendix D: </b><b>STC Analysis: Additional Details and Sensitivity Analyses</b><b>Table S3: </b>Factors adjusted in each base case STC analysis.<b>Figure S2: </b>SLEDAI reduction STC sensitivity analysis: Inclusion of MUSE<b>Figure S3: </b>SRI(4) response STC sensitivity analysis: Inclusion of MUSE<b>Figure S4: </b>BILAG flares STC sensitivity analysis: Inclusion of MUSE<b>Figure S5: </b>OCS reduction STC sensitivity analysis: Inclusion of MUSE<b>Aim: </b>Assess the comparative efficacy of anifrolumab 300 mg versus belimumab 10 mg/kg in adults with moderate-to-severe systemic lupus erythematosus (SLE) receiving standard therapy. <b>Patients and methods: </b>Population-adjusted simulated treatment comparisons (primary analyses) and matching-adjusted indirect comparisons (supporting analyses) were conducted using individual patient data from TULIP-1/TULIP-2 and summary-level data from BLISS-52/BLISS-76.<b> Results</b>: Compared with belimumab-treated patients, anifrolumab-treated patients were more than twice as likely to achieve a reduction of four or more points in SLE Disease Activity Index 2000 score (simulated treatment comparison odds ratio: 2.47; 95% CI: 1.16–5.25) and SLE Responder Index-4 response (odds ratio: 2.61; 95% CI: 1.22–5.58) at 52 weeks. <b>Conclusion: </b>Patients with moderate-to-severe SLE are more likely to achieve an improvement in disease activity with anifrolumab than with belimumab.
DOI: 10.15468/dl.vk63j6
title: Occurrence Download

description: A dataset containing 423 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Cerdocyon thous (Linnaeus, 1766)"
 ]
}

 The dataset includes 423 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002241-171020152545675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.25746306.v1
title: Supplementary materials: Indirect treatment comparison of anifrolumab efficacy versus belimumab in adults with systemic lupus erythematosus

description: <b>These are peer-reviewed supplementary materials for the article '</b><b>Indirect treatment comparison of </b><b>anifrolumab efficacy versus belimumab in </b><b>adults with systemic lupus erythematosus</b><b>' published in the</b><b> </b><b><i>Journal of Comparative Effectiveness Research</i></b><b>.</b><br><br><b>Appendix A: </b><b>Systematic Literature Review</b><b>Table S1:</b> Summary of inclusion and exclusion criteria for the systematic literature review.<br><b>Appendix B: </b><b>PRISMA Flow Diagram</b><b>Figure S1: PRISMA flow diagram. </b><br><br><b>Appendix C: </b><b>Feasibility Assessment</b><b>Table S2: Overview of feasibility assessment by outcome.</b><br><b>Appendix D: </b><b>STC Analysis: Additional Details and Sensitivity Analyses</b><b>Table S3: </b>Factors adjusted in each base case STC analysis.<b>Figure S2: </b>SLEDAI reduction STC sensitivity analysis: Inclusion of MUSE<b>Figure S3: </b>SRI(4) response STC sensitivity analysis: Inclusion of MUSE<b>Figure S4: </b>BILAG flares STC sensitivity analysis: Inclusion of MUSE<b>Figure S5: </b>OCS reduction STC sensitivity analysis: Inclusion of MUSE<b>Aim: </b>Assess the comparative efficacy of anifrolumab 300 mg versus belimumab 10 mg/kg in adults with moderate-to-severe systemic lupus erythematosus (SLE) receiving standard therapy. <b>Patients and methods: </b>Population-adjusted simulated treatment comparisons (primary analyses) and matching-adjusted indirect comparisons (supporting analyses) were conducted using individual patient data from TULIP-1/TULIP-2 and summary-level data from BLISS-52/BLISS-76.<b> Results</b>: Compared with belimumab-treated patients, anifrolumab-treated patients were more than twice as likely to achieve a reduction of four or more points in SLE Disease Activity Index 2000 score (simulated treatment comparison odds ratio: 2.47; 95% CI: 1.16–5.25) and SLE Responder Index-4 response (odds ratio: 2.61; 95% CI: 1.22–5.58) at 52 weeks. <b>Conclusion: </b>Patients with moderate-to-severe SLE are more likely to achieve an improvement in disease activity with anifrolumab than with belimumab.
DOI: 10.25549/independent-c69-36933
title: Claims (GX 15136 - GX 15571), 1988

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1988. 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.njrxye
title: Occurrence Download

description: A dataset containing 1542985 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Plectranthus ciliatus E.Mey., Plectranthus ecklonii Benth., Plectranthus grandis (L.H.Cramer) R.H.Willemse, Plectranthus scutellarioides (L.) R.Br., Pleioblastus argenteostriatus (Regel) Nakai, Pleioblastus distichus (Mitford) Nakai, Pleioblastus gramineus (Bean) Nakai, Pluchea carolinensis (Jacq.) G.Don, Pluchea dioscoridis (L.) DC., Pluchea indica (L.) Less., Pluchea odorata (L.) Cass., Pluchea sagittalis (Lam.) Cabrera, Pluchea Cass., Pluchea ×fosbergii Cooperr. & Galang, Poa compressa L., Poa pratensis L., Poa supina Schrad., Poa trivialis L., Podachaenium eminens (Lag.) Sch.Bip. ex Baill., Podalyria sericea (Andrews) R.Br.)"
 ]
}

 The dataset includes 1542985 records from 3401 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008616-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/8mdk-pe09
title: Multimodal fake news datasets

description: We evaluate the proposed FSDUF model on three publicly available social media benchmark datasets: Weibo {jin2017multimodal}, Twitter {boididou2015verifying}, and Pheme {zubiaga2017exploiting}.Weibo dataset consists of original tweet texts and corresponding images collected from authoritative news sources in China.  Twitter dataset contains real and fake news samples sourced from the MediaEval Benchmarking Initiative. Pheme dataset includes rumors and non-rumors posted on Twitter during breaking news events, covering nine different events, with each rumor annotated as real or fake. All datasets are randomly divided into training, validation, and testing sets with a ratio of 7:1:2.
DOI: 10.15468/dl.peaqvb
title: Occurrence Download

description: A dataset containing 9174 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Relevés of Main Vegetation Types of the Prioksko-Terrasnyi Biosphere Reserve (2019-2020)"
 ]
}

 The dataset includes 9174 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005349-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11178672
title: Underwater images collected by an Autonomous Surface Vehicle in St-Leu, Réunion - 2023-12-08

description: This dataset was collected by an Autonomous Surface Vehicle in St-Leu, Réunion - 2023-12-08. 

            Underwater or aerial images collected by scientists or citizens can have a wide variety of use for science, management, or conservation.
            These images can be annotated and shared to train IA models which can in turn predict the objects on the images.
            We provide a set of tools (hardware and software) to collect marine data, predict species or habitat, and provide maps.

            This dataset is part of larger collection referencing numerous underwater and aerial images Seatizen Altas. 
            Methods, tools and scientific objectives are also described in a dedicated data paper.

            

            
 Generic folder structure 
            
            YYYYMMDD_COUNTRYCODE-optionalplace_device_session-number 
            ├── DCIM :  folder to store videos and photos depending on the media collected. 
            ├── GPS :  folder to store any positioning related file. If any kind of correction is possible on files (e.g. Post-Processed Kinematic thanks to rinex data) then the distinction between device data and base data is made. If, on the other hand, only device position data are present and the files cannot be corrected by post-processing techniques (e.g. gpx files), then the distinction between base and device is not made and the files are placed directly at the root of the GPS folder. 
            │   ├── BASE :  files coming from rtk station or any static positioning instrument. 
            │   └── DEVICE : files coming from the device. 
            ├── METADATA : folder with general information files about the session. 
            ├── PROCESSED_DATA : contain all the folders needed to store the results of the data processing of the current session. 
            │   ├── BATHY :  output folder for bathymetry raw data extracted from mission logs. 
            │   ├── FRAMES :  output folder for georeferenced frames extracted from DCIM videos. 
            │   ├── IA :  destination folder for image recognition predictions. 
            │   └── PHOTOGRAMMETRY :  destination folder for reconstructed models in photogrammetry. 
            └── SENSORS : folder to store files coming from other sources (bathymetry data from the echosounder, log file from the autopilot,  mission plan etc.).       
            

            
 Software 
            All the raw data was processed using our worflow. All predictions were generated by our inference pipeline. You can find all the necessary scripts to download this data in this repository. Enjoy your data with SeatizenDOI!
description: The Plancha project is co-financed by the Prefecture of Reunion as part of a 2019-2022 convergence and transformation contract, measure 3.3.1.1
DOI: 10.5281/zenodo.11163934
title: Underwater images collected by an Autonomous Surface Vehicle in Souris-Blanche, Réunion - 2023-12-11

description: This dataset was collected by an Autonomous Surface Vehicle in Souris-Blanche, Réunion - 2023-12-11. 

            Underwater or aerial images collected by scientists or citizens can have a wide variety of use for science, management, or conservation.
            These images can be annotated and shared to train IA models which can in turn predict the objects on the images.
            We provide a set of tools (hardware and software) to collect marine data, predict species or habitat, and provide maps.

            This dataset is part of larger collection referencing numerous underwater and aerial images Seatizen Altas. 
            Methods, tools and scientific objectives are also described in a dedicated data paper.

            

            
 Generic folder structure 
            
            YYYYMMDD_COUNTRYCODE-optionalplace_device_session-number 
            ├── DCIM :  folder to store videos and photos depending on the media collected. 
            ├── GPS :  folder to store any positioning related file. If any kind of correction is possible on files (e.g. Post-Processed Kinematic thanks to rinex data) then the distinction between device data and base data is made. If, on the other hand, only device position data are present and the files cannot be corrected by post-processing techniques (e.g. gpx files), then the distinction between base and device is not made and the files are placed directly at the root of the GPS folder. 
            │   ├── BASE :  files coming from rtk station or any static positioning instrument. 
            │   └── DEVICE : files coming from the device. 
            ├── METADATA : folder with general information files about the session. 
            ├── PROCESSED_DATA : contain all the folders needed to store the results of the data processing of the current session. 
            │   ├── BATHY :  output folder for bathymetry raw data extracted from mission logs. 
            │   ├── FRAMES :  output folder for georeferenced frames extracted from DCIM videos. 
            │   ├── IA :  destination folder for image recognition predictions. 
            │   └── PHOTOGRAMMETRY :  destination folder for reconstructed models in photogrammetry. 
            └── SENSORS : folder to store files coming from other sources (bathymetry data from the echosounder, log file from the autopilot,  mission plan etc.).       
            

            
 Software 
            All the raw data was processed using our worflow. All predictions were generated by our inference pipeline. You can find all the necessary scripts to download this data in this repository. Enjoy your data with SeatizenDOI!
description: The Plancha project is co-financed by the Prefecture of Reunion as part of a 2019-2022 convergence and transformation contract, measure 3.3.1.1