cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/jjw9vcdkgt.1
title: Supporting Data for Systematic Review on Transfer Learning for Breast Mammography

description: This extraction table (Excel) contains one row per included study with fields for Title/Author, dataset(s), preprocessing, pretrained model(s), transfer learning approach (feature extraction vs fine‑tuning), reported metrics (accuracy, AUC, sensitivity, specificity, precision, recall, F1), code availability. It supports reproducible synthesis and can be reused for meta‑analyses and benchmarking.

This PRISMA flow diagram summarizes the study selection process: records identified across PubMed, Scopus, IEEE Xplore, and SpringerLink; duplicates removed; title/abstract screening; full‑text assessment; and final inclusion of 154 studies.
DOI: 10.13145/bacdive101960.20251217.10
title: Arthrobacter sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive101961.20230509.8.1
title: Arthrobacter sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.25549/independent-c69-16782
title: Why? The L.A.P.D. can't "Just say no!" to "discrimination!", 1991

description: Ernest F. Valdez "Why? The L.A.P.D. can't 'Just say no!' to 'discrimination!'", 1991. A collection of clippings, articles, correspondence, statistics, judicial actions, and other documents arranged in reverse chronological order compiled by a former Los Angeles Police Department officer.
DOI: 10.15468/dl.likzyq
title: Occurrence Download

description: A dataset containing 20238 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Burhinus vermiculatus (Cabanis, 1868)",
 "Country is South Africa"
 ]
}

 The dataset includes 20238 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002041-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gy25zy
title: Occurrence Download

description: A dataset containing 6714 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Korea, Republic of, Japan, Chinese Taipei)",
 "TaxonKey is Platycarya strobilacea Siebold & Zucc."
 ]
}

 The dataset includes 6714 records from 118 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007011-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-16847
title: Why? The L.A.P.D. can't "Just say no!" to "discrimination!", 1991

description: Ernest F. Valdez "Why? The L.A.P.D. can't 'Just say no!' to 'discrimination!'", 1991. A collection of clippings, articles, correspondence, statistics, judicial actions, and other documents arranged in reverse chronological order compiled by a former Los Angeles Police Department officer.
DOI: 10.15468/dl.c836c2
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Artocarpus hypargyreus Hance ex Benth.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 104 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002041-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-16360
title: Staff one, 1978

description: Edward M. Davis. Staff one: a perspective on effective police management. Englewood Cliffs, New Jersey: Prentice-Hall, Inc., 1978. Accompanied by memo indicating the photocopy of the book was provided by the author. PART OF: Commission meetings (6 of 6). PART OF A SERIES: Materials in the series fall into one of several categories related to the Independent Commission's work product: (1) Commission meeting materials, which include meeting agendas, work plans, memoranda, and articles about police misconduct that were circulated and reviewed during the Commission's internal meetings; (2) public correspondence, which includes citizen complaints against the LAPD in the form of written testimony, articles, and an audio cassette tape, as well as letters drafted by citizens in support of the LAPD; (3) summaries of interviews held with LAPD officers regarding Departmental procedures and relations; (4) public meeting materials, which include transcripts, supplementary documents, and witness statements that were reviewed at the Commission's public meetings; (5) press releases related to the formation and work product of the Commission; and (6) miscellaneous materials reviewed by the Commission during its study, including LAPD personnel and training manuals, a memorandum of understanding, and messages from the LAPD's Mobile Digital Terminal (MDT) system.
DOI: 10.15468/dl.snka2l
title: Occurrence Download

description: A dataset containing 42055 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Animalia",
 "DecimalLatitude is greater than 42.4881125256417",
 "DecimalLatitude is less than 43.0994350309278",
 "DecimalLongitude is greater than -115.329386955361",
 "DecimalLongitude is less than -114.550021780463"
 ]
}

 The dataset includes 42055 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002041-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-16395
title: Staff one, 1978

description: Edward M. Davis. Staff one: a perspective on effective police management. Englewood Cliffs, New Jersey: Prentice-Hall, Inc., 1978. Accompanied by memo indicating the photocopy of the book was provided by the author. PART OF: Commission meetings (6 of 6). PART OF A SERIES: Materials in the series fall into one of several categories related to the Independent Commission's work product: (1) Commission meeting materials, which include meeting agendas, work plans, memoranda, and articles about police misconduct that were circulated and reviewed during the Commission's internal meetings; (2) public correspondence, which includes citizen complaints against the LAPD in the form of written testimony, articles, and an audio cassette tape, as well as letters drafted by citizens in support of the LAPD; (3) summaries of interviews held with LAPD officers regarding Departmental procedures and relations; (4) public meeting materials, which include transcripts, supplementary documents, and witness statements that were reviewed at the Commission's public meetings; (5) press releases related to the formation and work product of the Commission; and (6) miscellaneous materials reviewed by the Commission during its study, including LAPD personnel and training manuals, a memorandum of understanding, and messages from the LAPD's Mobile Digital Terminal (MDT) system.
DOI: 10.15468/dl.caz7j9
title: Occurrence Download

description: A dataset containing 951 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dracocephalum grandiflorum L."
 ]
}

 The dataset includes 951 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0183918-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-16320
title: LAPD Training Division units & course descriptions

description: Section 4: Los Angeles Police Department. Training Division units and their syllabi. PART OF: Commission meetings (5 of 6). PART OF A SERIES: Materials in the series fall into one of several categories related to the Independent Commission's work product: (1) Commission meeting materials, which include meeting agendas, work plans, memoranda, and articles about police misconduct that were circulated and reviewed during the Commission's internal meetings; (2) public correspondence, which includes citizen complaints against the LAPD in the form of written testimony, articles, and an audio cassette tape, as well as letters drafted by citizens in support of the LAPD; (3) summaries of interviews held with LAPD officers regarding Departmental procedures and relations; (4) public meeting materials, which include transcripts, supplementary documents, and witness statements that were reviewed at the Commission's public meetings; (5) press releases related to the formation and work product of the Commission; and (6) miscellaneous materials reviewed by the Commission during its study, including LAPD personnel and training manuals, a memorandum of understanding, and messages from the LAPD's Mobile Digital Terminal (MDT) system.
DOI: 10.15468/dl.e6jfhv
title: Occurrence Download

description: A dataset containing 367 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pentaceraster cumingi (Gray, 1840)"
 ]
}

 The dataset includes 367 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002041-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-16329
title: Staff one, 1978

description: Edward M. Davis. Staff one: a perspective on effective police management. Englewood Cliffs, New Jersey: Prentice-Hall, Inc., 1978. Accompanied by memo indicating the photocopy of the book was provided by the author. PART OF: Commission meetings (6 of 6). PART OF A SERIES: Materials in the series fall into one of several categories related to the Independent Commission's work product: (1) Commission meeting materials, which include meeting agendas, work plans, memoranda, and articles about police misconduct that were circulated and reviewed during the Commission's internal meetings; (2) public correspondence, which includes citizen complaints against the LAPD in the form of written testimony, articles, and an audio cassette tape, as well as letters drafted by citizens in support of the LAPD; (3) summaries of interviews held with LAPD officers regarding Departmental procedures and relations; (4) public meeting materials, which include transcripts, supplementary documents, and witness statements that were reviewed at the Commission's public meetings; (5) press releases related to the formation and work product of the Commission; and (6) miscellaneous materials reviewed by the Commission during its study, including LAPD personnel and training manuals, a memorandum of understanding, and messages from the LAPD's Mobile Digital Terminal (MDT) system.
DOI: 10.15468/dl.csg4j5
title: Occurrence Download

description: A dataset containing 376 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dracocephalum imberbe Bunge"
 ]
}

 The dataset includes 376 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0183922-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2c66fh
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Elevation 1000.0-3321.0m",
 "Year 1990-2017",
 "HasCoordinate is true",
 "TaxonKey is Chlorornis riefferii (Boissonneau, 1840)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 114 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002041-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-16421
title: Staff one, 1978

description: Edward M. Davis. Staff one: a perspective on effective police management. Englewood Cliffs, New Jersey: Prentice-Hall, Inc., 1978. Accompanied by memo indicating the photocopy of the book was provided by the author. PART OF: Commission meetings (6 of 6). PART OF A SERIES: Materials in the series fall into one of several categories related to the Independent Commission's work product: (1) Commission meeting materials, which include meeting agendas, work plans, memoranda, and articles about police misconduct that were circulated and reviewed during the Commission's internal meetings; (2) public correspondence, which includes citizen complaints against the LAPD in the form of written testimony, articles, and an audio cassette tape, as well as letters drafted by citizens in support of the LAPD; (3) summaries of interviews held with LAPD officers regarding Departmental procedures and relations; (4) public meeting materials, which include transcripts, supplementary documents, and witness statements that were reviewed at the Commission's public meetings; (5) press releases related to the formation and work product of the Commission; and (6) miscellaneous materials reviewed by the Commission during its study, including LAPD personnel and training manuals, a memorandum of understanding, and messages from the LAPD's Mobile Digital Terminal (MDT) system.
DOI: 10.25549/independent-c69-15147
title: Legal research regarding the history of the Los Angeles charter, 1850-1963 (3b of 3)

description: Municipal and county government section of Town Hall. A study of the Los Angeles City Charter: a report. Los Angeles, California: Town Hall, Biltmore Hotel, 1963 December. PART OF A SERIES: A critical component of the Commission's investigation centered on the idea that governance of the LAPD was shared between the Office of the Chief of Police, an administrative body, and the Board of Police Commissioners, a citizen body. To better understand the dynamic between these two entities, the staff of Heller, Ehrman, White, & McAuliffe researched the history of the Los Angeles City Charter, focusing primarily on its provisions regarding the distribution of power and the structure and organization of the LAPD. Included in the series are reproductions of reports, dissertations, article clippings, excerpts from city documents, and charter amendments related to the charter's conception and development over time. The series also includes several summaries of expert witness interviews regarding the effectiveness of this structure.
DOI: 10.15468/dl.agw75k
title: Occurrence Download

description: A dataset containing 6072 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Podocarpaceae)",
 "HasCoordinate is true",
 "Continent is South America"
 ]
}

 The dataset includes 6072 records from 257 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0183920-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lucosf
title: Occurrence Download

description: A dataset containing 6909 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Herbario del Departamento de Biología Vegetal (Botánica) de la Universidad de La Laguna, Tenerife (TFC)"
 ]
}

 The dataset includes 6909 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002041-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-22134
title: Interviews: notes - Livesay, Curtis, interview, 1991 April 4-8

description: Interviews: notes - Livesay, Curtis, interview, 1991 April 4-8. PART OF A SERIES: Jones, Day, Reavis & Pogue investigated how LAPD administrators respond to personnel complaints and allegations of misconduct. Materials in the series were collected and analyzed by the firm for this purpose, and include summaries of witness interviews; article clippings discussing instances of alleged police misconduct; source materials related to the LAPD’s use-of-force policies; a transcript of a court case involving officer misconduct; summaries of personnel complaint statistics; and excerpts taken from the personnel files of officers with multiple complaints and misconduct charges. Also included is correspondence sent and received by the firm over the course of its investigation.
DOI: 10.15468/dl.xpsmt2
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coryphantha werdermannii Boed."
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002042-150316153013904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-15169
title: City government for the future, 1969-07

description: Section 2: City government for the future: report of the Los Angeles City Charter Commission. Los Angeles, California: Los Angeles City Hall, 1969 July. PART OF A SERIES: A critical component of the Commission's investigation centered on the idea that governance of the LAPD was shared between the Office of the Chief of Police, an administrative body, and the Board of Police Commissioners, a citizen body. To better understand the dynamic between these two entities, the staff of Heller, Ehrman, White, & McAuliffe researched the history of the Los Angeles City Charter, focusing primarily on its provisions regarding the distribution of power and the structure and organization of the LAPD. Included in the series are reproductions of reports, dissertations, article clippings, excerpts from city documents, and charter amendments related to the charter's conception and development over time. The series also includes several summaries of expert witness interviews regarding the effectiveness of this structure.
DOI: 10.15468/dl.ksxx5s
title: Occurrence Download

description: A dataset containing 6072 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Podocarpaceae)",
 "HasCoordinate is true",
 "Continent is South America"
 ]
}

 The dataset includes 6072 records from 257 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0183923-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-20786
title: Rick Silverman work product (1 of 4), 1984 - 1991 June 27

description: Rick Silverman work product (1 of 4), 1984 - 1991 June 27. PART OF A SERIES: The circumstances surrounding the beating of Rodney King led many to believe that the incident was racially motivated and reflected a spirit of bias and discrimination within the LAPD. Irell & Manella analyzed in depth the LAPD's recruitment, hiring, training, and promotion practices to determine if bias and intolerance were in fact pervasive issues within the Department. The series includes materials related to Irell and Manella's work product, including the firm’s correspondence; summaries of personnel files for potential recruits; records of the Leon Panduro case, in which a citizen was shot by a probationary officer; minutes from the LAPD Professional Advisory Committee maintained between 1983 and 1991; witness files, which consist of written testimony and supplemental materials; and notes, outlines, and drafts maintained over the course of Irell and Manella’s investigation.
DOI: 10.15468/dl.bt25cc
title: Occurrence Download

description: A dataset containing 33514 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platanthera bifolia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 33514 records from 167 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002042-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.maksxw
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Danthoniastrum compactum (Boiss. & Heldr.) Holub"
 ]
}

 The dataset includes 137 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021421-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-21007
title: Witness file - Bostic, Michael, 1991-06-05

description: Witness file - Bostic, Michael, 1991 June 5. PART OF A SERIES: Jones, Day, Reavis & Pogue investigated how LAPD administrators respond to personnel complaints and allegations of misconduct. Materials in the series were collected and analyzed by the firm for this purpose, and include summaries of witness interviews; article clippings discussing instances of alleged police misconduct; source materials related to the LAPD’s use-of-force policies; a transcript of a court case involving officer misconduct; summaries of personnel complaint statistics; and excerpts taken from the personnel files of officers with multiple complaints and misconduct charges. Also included is correspondence sent and received by the firm over the course of its investigation.
DOI: 10.15468/dl.bgle1v
title: Occurrence Download

description: A dataset containing 171324 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ulmus L."
 ]
}

 The dataset includes 171324 records from 551 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002042-150422101436696/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-21431
title: Witness file - West, Dr. Louis Jolyon, 1991 Apr. 30 - May 2

description: Witness file - West, Dr. Louis Jolyon, 1991 April 30 - May 2. PART OF A SERIES: The circumstances surrounding the beating of Rodney King led many to believe that the incident was racially motivated and reflected a spirit of bias and discrimination within the LAPD. Irell & Manella analyzed in depth the LAPD's recruitment, hiring, training, and promotion practices to determine if bias and intolerance were in fact pervasive issues within the Department. The series includes materials related to Irell and Manella's work product, including the firm’s correspondence; summaries of personnel files for potential recruits; records of the Leon Panduro case, in which a citizen was shot by a probationary officer; minutes from the LAPD Professional Advisory Committee maintained between 1983 and 1991; witness files, which consist of written testimony and supplemental materials; and notes, outlines, and drafts maintained over the course of Irell and Manella’s investigation.
DOI: 10.15468/dl.svdp62
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dracocephalum junatovii A.L.Budantsev"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0183929-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.