cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3886/icpsr39161.v1
title: Assessment of Sexual Assault Kit (SAK) Evidence Selection Leading to Development of SAK Evidence Machine-Learning Model (SAK-ML Model), California, Idaho, Utah, 2010-2022
title: Version 1

description: Few studies have explored aggregated DNA analysis findings from sexual assault kits (SAKs) and predictive features of developing useful DNA information related to the foreign contributor(s). Information gleaned from evaluating DNA analysis findings have significant practice and policy implications for both forensic medical examiners/sexual assault nurse examiners and forensic scientists. Results from this innovative study were obtained by tracking SAKs from evidence collection, data from sexual assault medical forensic examinations, through DNA analysis results, and data from publicly funded laboratories.


This study does not include data files. It includes 13 Python files used for statistical analysis.
description: The study had two purposes:


To evaluate decision-making protocols on DNA evidence contained in sexual assault kits (SAKs) to develop research-based guidelines regarding which swabs and how many swabs should be tested by crime lab.


To develop, implement and evaluate a machine learning statistical model, SAK Evidence Machine-Learning Model (SAK-ML Model) to guide forensic scientists within publicly funded forensic laboratories on the selection of the most probative SAK swabs to analyze.


The overarching goal of the study was to extract and analyze information related to SAK evidence collection and analysis to inform practice and policy.
description: Three publicly funded crime laboratories were collaborative research partners: Utah Bureau of Forensic Services (UBFS), state crime laboratory in Utah; Orange County Crime Lab (OCCL), county crime laboratory in Orange County, California; and Idaho State Police Forensic Services (ISPFS), state crime laboratory in Idaho. As the DNA analysis interpretation methods utilized by crime labs impacts findings, it is important to note that binary interpretation approach was employed during the study period at the sites.
description: Datasets: 
DS1: Assessment of Sexual Assault Kit (SAK) Evidence Selection Leading to Development of SAK Evidence Machine-Learning Model (SAK-ML Model), California, Idaho, Utah, 2010-2022
description: Victims age 14 years and older who received a sexual assault medical forensic examinations (SAMFE) from one of the participating forensic nursing teams and had an unrestricted sexual assault kit (SAK) collected. Years of inclusion are 2010-2022 in Utah, 2015-2020 in Orange County, and 2013-2020 in Idaho.
description: record abstractsThe statistical models are available publicly through Zenodo: https://zenodo.org/records/11061747
DOI: 10.25549/independent-c69-42470
title: Claims (GX 14638 - GX 15135), 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.xrfyls
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "TaxonKey is Mangifera aquaea Kostermans"
 ]
}

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002268-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-42598
title: Claims (GX 14638 - GX 15135), 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.gqjkqz
title: Occurrence Download

description: A dataset containing 23426 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Gymnogyps californianus (Shaw, 1797)"
 ]
}

 The dataset includes 23426 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007880-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xbhwku
title: Occurrence Download

description: A dataset containing 2650936 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Magnoliopsida)",
 "Country is one of (Colombia)",
 "HasCoordinate is one of (true)"
 ]
}

 The dataset includes 2650936 records from 885 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053574-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-42486
title: Claims (GX 14638 - GX 15135), 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.fgcnwr
title: Occurrence Download

description: A dataset containing 2503 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ginkgo biloba L."
 ]
}

 The dataset includes 2503 records from 234 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004685-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-42574
title: Claims (GX 14638 - GX 15135), 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.gs24sm
title: Occurrence Download

description: A dataset containing 155 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sapajus apella apella"
 ]
}

 The dataset includes 155 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005611-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3jsdxt
title: Occurrence Download

description: A dataset containing 2221 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Petrosaurus Boulenger, 1885"
 ]
}

 The dataset includes 2221 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002269-150330110031120/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-40046
title: Claims (GX 13774 - GX 14233), 1987

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1987. 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: 10.5281/zenodo.10674672
title: Single-cell analysis unveils the age-related dynamics of human T-cell intrathymic development and peripheral homeostasis

description: Source codes and files supporting the results in the article.
DOI: 10.5281/zenodo.10674673
title: Single-cell analysis unveils the age-related dynamics of human T-cell intrathymic development and peripheral homeostasis

description: Source codes and files supporting the results in the article.
DOI: 10.15468/dl.5yhu2y
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aeshna grandis, Aeshna grandis, Aeshna grandis, Aeshna grandis, Aeshna grandis, Aeshna grandis (Linnaeus, 1758), Aeshna grandis (Linnaeus, 1758), Aeshna grandis (Linnaeus, 1758), Aeshna grandis (Linnaeus, 1758), Aeshna grandis (Linnaeus, 1758), Aeshna grandis (Linnaeus, 1758), Aeshna grandis (Linnaeus, 1758), Aeshna grandis Linnaeus, 1758, Aeshna grandis Linnaeus, 1758, Aeshna grandis (Linnaeus, 1758), Aeshna grandis (Linnaeus, 1758), Aeshna grandis (Linnaeus, 1758), Aeshna grandis (Linnaeus, 1758), Aeshna grandis (Linnaeus, 1758), Aeshna grandis (Linnaeus, 1758), Aeshna grandis (Linneaus, 1758), Aeshna grandis Linnaeus, 1758, Aeshna grandis (Linnaeus, 1758), Aeshna grandis (Linnaeus, 1758), Aeshna grandis (Linnaeus, 1758), 161474836, Aeshna isoceles (O.F.Müller, 1767), Aeshna viridis Eversmann, 1836, Aeshna crenata Hagen, 1856, 161474840, Libellula flavipennis Retzius, 1783, Libellula grandis Linnaeus, 1758, 161474838, Aeschna grandis, 214467733, Libellula flavipennis Retzius, 1783, Aeschnura grandis (Linnaeus, 1758), Libellula quadrifasciata Müller, 1764, Aeschna grandis, Libellula nobilis Müller, 1767, Libellula grandis Linnaeus, 1758, Libellula rufa Müller, 1767, Libellula nobilis Müller, 1767, Aeshna linnaei Ander, 1953, Libellula quadrifasciata Müller, 1764, Aeshna linnaei Ander, 1953, Libellula rufa Müller, 1767)",
 "Country is Norway",
 "Year is greater than or equal to 1960",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "DecimalLatitude 56-65",
 "DecimalLongitude 15-2.5",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011809-240202131308920/datasets/export for details.
DOI: 10.25549/independent-c69-39995
title: Claims (GX 13774 - GX 14233), 1987

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1987. 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: 10.5281/zenodo.11126502
title: gorilla_true_vs_predicted_lymphoblastoid_expression

description: True expression based on three metrics versus predicted expression values for a gorilla lymphoblastoid cell line.
DOI: 10.5281/zenodo.11126503
title: gorilla_true_vs_predicted_lymphoblastoid_expression

description: True expression based on three metrics versus predicted expression values for a gorilla lymphoblastoid cell line.
DOI: 10.15468/dl.kxmz6x
title: Occurrence Download

description: A dataset containing 50958 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alnus incana Linnaeus, 1753"
 ]
}

 The dataset includes 50958 records from 300 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002269-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-34271
title: Claims (GX 14234 - GX 14635), 1987

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1987. 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.udjrh3
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allium psebaicum Mikheev"
 ]
}

 The dataset includes 58 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026462-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-40098
title: Claims (GX 13774 - GX 14233), 1987

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1987. 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.t0wp4b
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pteronia unguiculata S.Moore"
 ]
}

 The dataset includes 64 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002269-150512124619364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sr7nf5
title: Occurrence Download

description: A dataset containing 3216699 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Passerculus sandwichensis (J.F.Gmelin, 1789)"
 ]
}

 The dataset includes 3216699 records from 193 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008267-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-40072
title: Claims (GX 13774 - GX 14233), 1987

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1987. 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-c69-3564
title: Report of the Governor's Panel to Review Police Training Programs, 1989-05

description: Reports - Report of the Governor's Panel to Review Police Training Programs, 1989 May. Also John M. Callahan (Growhoski, Callahan, MIles & Kundl), 60 State Street, Northampton, Massachusetts, letter, 1991 April 10, to Warren Christopher (O'Melveny & Myers), 400 South Hope Street, Los Angeles, California. PART OF A SERIES: The series consists of miscellaneous source materials that were collected and analyzed over the course of the Independent Commission's investigation. Included are the following: article clippings pertaining to the Rodney King incident; legal materials related to the Gates v. Board of Los Angeles Police Commissioners case, including appellate documents, court transcripts, preliminary injunctions, and briefs; black-and-white photographs; essays and articles related to police misconduct; issues of The Thin Blue Line, the Los Angeles Police Protective League's monthly publication, and Perspectives on Policing, a newsletter published by the United States Department of Justice; materials regarding policing issues in other major United States cities, including commission reports and Pate and Hamilton's book The Big Six: Policing America's Largest Cities; supplemental materials and appendices to the Independent Commission's report; requests for copies of the Commission report; transcripts from public hearings conducted by members of the Commission; and instructional materials related to the Video Incident Capture System, a video camera system that provides video and audio records of police officers' activities while on patrol.
DOI: 10.25549/independent-c69-3641
title: Report of the Governor's Panel to Review Police Training Programs, 1989-05

description: Reports - Report of the Governor's Panel to Review Police Training Programs, 1989 May. Also John M. Callahan (Growhoski, Callahan, MIles & Kundl), 60 State Street, Northampton, Massachusetts, letter, 1991 April 10, to Warren Christopher (O'Melveny & Myers), 400 South Hope Street, Los Angeles, California. PART OF A SERIES: The series consists of miscellaneous source materials that were collected and analyzed over the course of the Independent Commission's investigation. Included are the following: article clippings pertaining to the Rodney King incident; legal materials related to the Gates v. Board of Los Angeles Police Commissioners case, including appellate documents, court transcripts, preliminary injunctions, and briefs; black-and-white photographs; essays and articles related to police misconduct; issues of The Thin Blue Line, the Los Angeles Police Protective League's monthly publication, and Perspectives on Policing, a newsletter published by the United States Department of Justice; materials regarding policing issues in other major United States cities, including commission reports and Pate and Hamilton's book The Big Six: Policing America's Largest Cities; supplemental materials and appendices to the Independent Commission's report; requests for copies of the Commission report; transcripts from public hearings conducted by members of the Commission; and instructional materials related to the Video Incident Capture System, a video camera system that provides video and audio records of police officers' activities while on patrol.
DOI: 10.25549/independent-c69-3644
title: Report of the Governor's Panel to Review Police Training Programs, 1989-05

description: Reports - Report of the Governor's Panel to Review Police Training Programs, 1989 May. Also John M. Callahan (Growhoski, Callahan, MIles & Kundl), 60 State Street, Northampton, Massachusetts, letter, 1991 April 10, to Warren Christopher (O'Melveny & Myers), 400 South Hope Street, Los Angeles, California. PART OF A SERIES: The series consists of miscellaneous source materials that were collected and analyzed over the course of the Independent Commission's investigation. Included are the following: article clippings pertaining to the Rodney King incident; legal materials related to the Gates v. Board of Los Angeles Police Commissioners case, including appellate documents, court transcripts, preliminary injunctions, and briefs; black-and-white photographs; essays and articles related to police misconduct; issues of The Thin Blue Line, the Los Angeles Police Protective League's monthly publication, and Perspectives on Policing, a newsletter published by the United States Department of Justice; materials regarding policing issues in other major United States cities, including commission reports and Pate and Hamilton's book The Big Six: Policing America's Largest Cities; supplemental materials and appendices to the Independent Commission's report; requests for copies of the Commission report; transcripts from public hearings conducted by members of the Commission; and instructional materials related to the Video Incident Capture System, a video camera system that provides video and audio records of police officers' activities while on patrol.