cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/examiner-c44-72460
title: Train inquest, 1956

description: 13 images. Train inquest, 2 February 1956. Robert B. Stacy (of Brake company); Arthur Murdoc; S. Ernest Roll; Walter Heuvner (Master Mechanic); Adolf Alexander; Harold K. Lanning (Research engineer of Santa Fe); Afton S. Clapp; John Bifry (regional engineer for Santa Fe); J. Allen Cambell; Clifton Milne (of Public Utilities); John McGhee; Elkon French; William Hines (Brakeman) (Sleeve reads: A-11701-002).; Caption slip reads: "Photographer: Monteverde. Date: 1956-02-02. Assignment: Train inquest. 54: John McGhee, tower telegrapher. 43: Chair car attendant Elkon French. 51: William Hines. 44: Brakedown. 48: Afton S. Clapp, Santa Fe engineer who makes L.A.-S.D. run regularly. 39: John B. Fry, regional engineer for Santa Fe. 40: J. Allen Cambell of Westinghouse Brakes. 53: Clinton Milne of Public Utilities. 45: Robert B. Stacy of Brake company. 46: Arthur Murdoc shows how engineer holds controls as Ernie Roll asks questions. 1: L to R. Walter Huevner, master mechanic with Santa Fe & Adold Alexander asking questions. 2: Harold K. Lanning research engineer of Santa Fe. 47: Harold K. Lanning, research engineer shows on map & enlarged replica of speed tape where 15 mph marker was - Adolf Alexander asks questions".
DOI: 10.25549/examiner-c44-24041
title: Baptist Revival, 1951

description: 6 images. Baptist Revival 04 November 1951. Doctor Carlton Booth; Doctor Howard W. Ferrin; Reverend J. Lester Harnish.
DOI: 10.25549/examiner-c44-19068
title: Miniature furniture, etc., 1951

description: 2 images. Miniature furniture, etc., 23 August 1951. Beverly Richardson.
DOI: 10.25549/examiner-c44-18722
title: Shooting...hold up victim, 1951

description: 2 images. Shooting...hold up victim, 25 August 1951. Albert M. Homer -- 66 years (shot by bandit); Nurse Betty Swecigood -- 20 years.
DOI: 10.25549/examiner-c44-65495
title: Santa Anita, 1958

description: 5 images. Santa Anita, 1 March 1958. Mr. and Mrs. John D. Hertz; Mr. and Mrs. T. S. Petersen; Mr. and Mrs. Kenneth Monteagle; Mr. and Mrs. Leigh M. Battson; Marquis George MacDonald; Mr. and Mrs. Reese Taylor; Mr. and Mrs. Edward W. Carter; Mrs. Charles H. Strub; Mr. and Mrs. James B. Black. (Sleeve reads: S-12301).; Caption slip reads: "Photographer: Miller. Date: 03-01. Reporter: Spencer. Assignment: S.A. cap. Special instructions: Must Go says coach. 3/4: Mr. & Mrs. Reese Taylor; Mr. & Mrs. Edward W. Carter at Sttub's party in Pres. Room. 16: Mrs. Charles Strub; Mr. James B. Black; and Mrs. James B. Black. 47: John D. Hertz; Mrs. John D. Hertz; T.S. Petersen (Pres. of S.F. Stan. Oil Co.); Mrs. Petersen in President's Room at Dr. & Mrs. Strub's buffet lunch. 48: Mrs. Kenneth Monteagle of S.F., Pres., L.A. Turf Club; Leigh M. Battson; Mrs. Leigh M. Battson; Marquis Geo. MacDonald, highest Papal Layman in U.S. at buffet table in President's Room at Dr. & Mrs. Strub's party".
DOI: 10.25549/examiner-c44-65545
title: (Society) Social Service Auxiliary, 1958

description: 8 images. (Society) Social Service Auxiliary, 30 December 1957. Terry Leavey; Carolyn J. Breslin; Sally Doud; Pamela Booth; Patricia Molony; Barbara O'Connor; Sheila M. Hart; Jacqueline Tegland; Carol Dore; Cynthia Wood; Linda Hope; Toni Morrell; Domini Collins; Mary Bonner; Carol Cosgrove; Patsy Ball; Eleanor Jo Bollinger; Juliette McGrew; Melinda Johnson; Meme Bonesteel; Susan Bradley; Sheila O'Brien; Angela Scellars; Mrs. Henry Dockweiler; Mrs. William Rowland Moore; Mrs. Richard Tracey St. John. (Sleeve reads: S-12301).; Caption slip reads: "Photographer: Wilson. Date: 12-30. Assignment: Social Service Aux. 40/50/17: L/R row #1: Terry Leavey; Carolyn J. Breslin; Sally Doud; Pamela Booth; Patricia Molony; Barbara O'Connor; Sheila M. Hart; Jacqueline Tegland. L/R row #2: Carol Dore; Cynthia Wood; Linda Hope; Toni Morrell; Domini Collins; Mary Bonner; Carol Cosgrove; Patsy Ball. L/R standing: Eleanor Jo Bollinger; Juliette McGrew; Melinda Johnson; Meme Bonesteel; Susan Bradley; Sheila O'Brien; Angela Scellars. 18: Committee L/R: Mrs. Henry I. Dockweiler; Mrs. Wm. Rowland Moore; Mrs. Richard Tracy St. John, chairman of presentation tea. 7, L/R: Carol Dore; Patricia Molony; Pamela Booth; Angela Scellars; Sheila O'Brien; Susan Bradley; Meme Bonesteel. 60/61: Eleanor Jo Bollinger; Cynthia Wood; Carolyn Breslin; Melinda Johnson; Toni Morrell; Barbara O'Connor;Jacqueline Tegland; Juliette McGrew".; Supplementary material reads: "Photo Assignment for Monday December 30 at 2:30 p.m. Layout and one pix [sic] extra. Pls. go to California Club, 538 South Flower St., get shots of Social Service Auxiliary gals to be presented to soc. See Mrs. McClure. Note: This is a two stage assignment. One, wait to use all girls for page one layout. Get them all in one pix [sic] for possible full page, divide them into two or three in case this doesn't work. No duplication. Also: Get one shot of a three of the girls with a couple of members of the committee, to be used tonight. Rush wet negs. on tonight's pix [sic] to me. Others to be contacted for tomorrow morning. Thanks, Carter Ludlow".
DOI: 10.15468/dl.fyqws6
title: Occurrence Download

description: A dataset containing 3319684 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Abies amabilis Douglas ex J.Forbes, Abies concolor (Gordon) Lindl. ex Hildebr., Abies grandis (Douglas ex D.Don) Lindl., Abies lasiocarpa (Hook.) Nutt., Abies magnifica A.Murray bis, Abies procera Rehd., Acacia aneura F.Muell. ex Benth., Acacia tetragonophylla F.Muell., Acacia victoriae Benth., Acer palmatum Thunb., Acer platanoides L., Acer rufinerve Siebold & Zucc., Acer saccharum Marshall, Aesculus turbinata Blume, Aextoxicon punctatum Ruiz & Pav., Alnus hirsuta (Spach) Rupr., Alnus incana (L.) Moench, Alseis blackiana Hemsl., Amomyrtus luma (Molina) D.Legrand & Kausel, Amomyrtus meli (Phil.) D.Legrand & Kausel, Anacardium excelsum (Bertero & Balb.) Skeels, Annona spraguei Saff., Araucaria angustifolia (Bertol.) Kuntze, Araucaria araucana (Molina) K.Koch, Arbutus unedo L., Astrocaryum mexicanum Liebm. ex Mart., Astronium graveolens Jacq., Beilschmiedia pendula (Sw.) Hemsl., Bertholletia excelsa Bonpl., Betula alleghaniensis Britton, Betula maximowicziana Regel, Betula papyrifera Marshall, Betula pendula Roth, Brosimum alicastrum Sw., Carapa guianensis Aubl., Carpinus betulus L., Carpinus cordata Blume, Carpinus japonica Blume, Carpinus laxiflora (Siebold & Zucc.) Blume, Carpinus tschonoskii Maxim., Carya glabra (Mill.) Sweet, Carya ovata (Mill.) K.Koch, Casearia arborea (Rich.) Urb., Castanopsis cuspidata (Thunb.) Schottky, Chamaecyparis obtusa (Siebold & Zucc.) Endl., Chionochloa conspicua (G.Forst.) Zotov, Chionochloa crassiuscula (Kirk) Zotov, Chionochloa flavescens Zotov, Chionochloa macra Zotov, Chionochloa oreophila (Petrie) Zotov, Chionochloa pallens Zotov, Chionochloa rigida (Raoul) Zotov, Chionochloa rubra Zotov, Chionochloa spiralis Zotov, Chionochloa teretifolia (Petrie) Zotov, Chrysophyllum cainito L., Cissus erosa (L.) Rich., Cordia alliodora (Ruiz & Pav.) Oken, Cordia bicolor A.DC. ex A.DC., Cordia lasiocalyx Pittier, Cornus amomum Mill., Cornus mas L., Cornus sanguinea L., Cryptomeria japonica (Thunb. ex L.f.) D.Don, Dacrydium cupressinum Sol. ex G.Forst., Daphne gnidium L., Davilla nitida (Vahl) Kubitzki, Dendropanax arboreus (L.) Decne. & Planch., Desmopsis panamensis (B.L.Rob.) Saff., Dirca palustris L., Doliocarpus multiflorus Standl.)",
 "BasisOfRecord is one of (Specimen, Human Observation)"
 ]
}

 The dataset includes 3319684 records from 5715 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036487-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57967/hf/2640
title: EmotionalIntelligence-75k
DOI: 10.6084/m9.figshare.22785353.v1
title: Crowd logistics - state of the art and current solutions worldwide (except food deliveries only)

description: Dataset is made of inventory of solutions named crowd logistics, except popular food deliveries in cities although we included the peer-to-peer solutions for food deliveries in the dataset (not business-to-customer).
<br>
<br>
DOI: 10.15468/dl.j9q422
title: Occurrence Download

description: A dataset containing 843 species occurrences available in GBIF matching the query:
{
 "PublishingOrg" : [
 "is c02e4870-fbfa-447f-a5ad-53cd4d15d536"
 ]
}

 The dataset includes 843 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003504-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25592/uhhfdm.14501
title: An Interview About Trade on The River Gambia (NCAC_RDD_TAPE_0456A_B)

description: Continuation of TAPE_0455A_B


 Trade on the River Gambia


<em><sup>Alternative names: Sidibeh, Kebba, Alhagi, Alhagie, Alhajie, Bakary, Bakary, Bakery</sup></em>
description: Published by NCAC - National Digital Archive of The Gambia, initiated by University of Hamburg, Asia-Africa-Institute, Germany, funded by Gerda Henkel Foundation, Germany
DOI: 10.25592/uhhfdm.14500
title: An Interview About Trade on The River Gambia (NCAC_RDD_TAPE_0456A_B)

description: Continuation of TAPE_0455A_B


 Trade on the River Gambia


<em><sup>Alternative names: Sidibeh, Kebba, Alhagi, Alhagie, Alhajie, Bakary, Bakary, Bakery</sup></em>
description: Published by NCAC - National Digital Archive of The Gambia, initiated by University of Hamburg, Asia-Africa-Institute, Germany, funded by Gerda Henkel Foundation, Germany
DOI: 10.6084/m9.figshare.26124250
title: IncrementalLogsDataSet

description: 12 logs for incrermental process discovery
DOI: 10.6084/m9.figshare.26124250.v2
title: IncrementalLogsDataSet

description: 12 logs for incrermental process discovery
DOI: 10.6084/m9.figshare.26124250.v1
title: Incremental_Logs

description: 12 logs for incrermental process discovery
DOI: 10.15468/dl.xmm5sm
title: Occurrence Download

description: A dataset containing 182 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-16.14723 34.74421,20.14723 34.74421,20.14723 49.25579,-16.14723 49.25579,-16.14723 34.74421))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Calotriton arnoldi Carranza & Amat, 2005"
 ]
}

 The dataset includes 182 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003506-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r9wq6h
title: Occurrence Download

description: A dataset listing the 4012677 species recorded in GBIF matching the query:
{ }

 The dataset's 4012677 records were derived from 74685 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003495-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25592/uhhfdm.14503
title: An Interview About The History of Jufureh And Albreda (NCAC_RDD_TAPE_0457A)

description: Jufureh
 Albreda


<em><sup>Alternative names: Bakary, Bakari, Bakery, Tall, Kebba, Jabang, Sidibeh</sup></em>
description: Published by NCAC - National Digital Archive of The Gambia, initiated by University of Hamburg, Asia-Africa-Institute, Germany, funded by Gerda Henkel Foundation, Germany
DOI: 10.25592/uhhfdm.14502
title: An Interview About The History of Jufureh And Albreda (NCAC_RDD_TAPE_0457A)

description: Jufureh
 Albreda


<em><sup>Alternative names: Bakary, Bakari, Bakery, Tall, Kebba, Jabang, Sidibeh</sup></em>
description: Published by NCAC - National Digital Archive of The Gambia, initiated by University of Hamburg, Asia-Africa-Institute, Germany, funded by Gerda Henkel Foundation, Germany
DOI: 10.25592/uhhfdm.14505
title: An Interview About The History of Albreda (NCAC_RDD_TAPE_0458A)

description: Albreda


<em><sup>Alternative names: Jatta, Hammat, Sidibe, Bakary, Bakrai, Bakery, Kebba</sup></em>
description: Published by NCAC - National Digital Archive of The Gambia, initiated by University of Hamburg, Asia-Africa-Institute, Germany, funded by Gerda Henkel Foundation, Germany
DOI: 10.25592/uhhfdm.14504
title: An Interview About The History of Albreda (NCAC_RDD_TAPE_0458A)

description: Albreda


<em><sup>Alternative names: Jatta, Hammat, Sidibe, Bakary, Bakrai, Bakery, Kebba</sup></em>
description: Published by NCAC - National Digital Archive of The Gambia, initiated by University of Hamburg, Asia-Africa-Institute, Germany, funded by Gerda Henkel Foundation, Germany
DOI: 10.34740/kaggle/dsv/8811276
title: World Weather Repository ( Daily Updating )
DOI: 10.25625/0lswu4/0vbjfc
title: 1

description: :unav
DOI: 10.25625/0lswu4/oodyx1
title: 16

description: :unav
DOI: 10.25625/0lswu4/hpt9kp
title: 6a.pdb

description: :unav
DOI: 10.25625/0lswu4/kf9lmy
title: GruPol.zip

description: :unav
DOI: 10.25625/0lswu4/mldsey
title: 19

description: :unav
DOI: 10.25625/0lswu4/frtlel
title: 19

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DOI: 10.25625/0lswu4/ozxi0r
title: 17

description: :unav
DOI: 10.25625/0lswu4/pbphl8
title: 20

description: :unav
DOI: 10.6084/m9.figshare.26125177
title: Supplementary material: Evaluating the robustness of an AI pathfinder application on eligibility criteria in multiple myeloma trials using real-worlddata and historical trials

description: <b>These are peer-reviewed supplementary materials for the article '</b><b>E</b><b>valuating the robustness of an AI </b><b>pathfinder application on eligibility criteria </b><b>in multiple myeloma trials using real-world </b><b>data and historical trials</b><b>' published in the</b><b> </b><b><i>Journal of Comparative Effectiveness Research</i></b><b>.</b><b>Supplementary Table 1: </b>Computable eligibility criteria of RRMM clinical trials derived from Flatiron Health and Optum’s EHR.<b>Supplementary Table 2: </b>Descriptive statistics of RRMM baseline characteristics in Optum’s EHR and Flatiron Health.<b>Supplementary </b><b>Figure 1: </b>Percentage of patients excluded versus Shapley values by each eligibility criterion for NIMBUS, ENDEAVOR, ELOQUENT2, CASTOR, CANDOR, and TOURMALINE trials using Optum’s EHR and Flatiron Health real-world databases.<b>Supplementary Table 3: </b>The number of eligibility criteria (# EC), the number of eligible patients (# Pat.) and the hazard ratio (HR) of the progression-free survival of the original clinical trials and emulated RRMM trials with eligibility criteria under three scenarios using Optum’s EHR database: the original criteria used in the trial, fully relaxed criteria, and robust data-driven criteria.<b>Background:</b> Eligibility criteria are pivotal in achieving clinical trial success, enabling targeted patient enrollment while ensuring the trial safety. However, overly restrictive criteria hinder enrollment and study result generalizability. Broadening eligibility criteria enhances the trial inclusivity, diversity and enrollment pace. Liu et al. proposed an AI pathfinder method leveraging real-world data to broaden criteria without compromising efficacy and safety outcomes, demonstrating promise in non-small cell lung cancer trials. Aim: To assess the robustness of the methodology, considering diverse qualities of real world data and to promote its application. <b>Materials/Methods:</b> We revised the AI pathfinder method, applied it to relapsed and refractory multiple myeloma trials and compared it using two real-world data sources. We modified the assessment and considered a bootstrap confidence interval of the AI pathfinder to enhance the decision robustness. <b>Results & conclusion:</b> Our findings confirmed the AI pathfinder’s potential in identifying certain eligibility criteria, in other words, prior complications and laboratory tests for relaxation or removal. However, a robust quantitative assessment, accounting for trial variability and real-world data quality, is crucial for confident decision-making and prioritizing safety alongside efficacy.
DOI: 10.25625/0lswu4/0kknws
title: README.txt

description: :unav
DOI: 10.25625/0lswu4/cipdxz
title: 12b.pdb

description: :unav
DOI: 10.6084/m9.figshare.26125177.v1
title: Supplementary material: Evaluating the robustness of an AI pathfinder application on eligibility criteria in multiple myeloma trials using real-worlddata and historical trials

description: <b>These are peer-reviewed supplementary materials for the article '</b><b>E</b><b>valuating the robustness of an AI </b><b>pathfinder application on eligibility criteria </b><b>in multiple myeloma trials using real-world </b><b>data and historical trials</b><b>' published in the</b><b> </b><b><i>Journal of Comparative Effectiveness Research</i></b><b>.</b><b>Supplementary Table 1: </b>Computable eligibility criteria of RRMM clinical trials derived from Flatiron Health and Optum’s EHR.<b>Supplementary Table 2: </b>Descriptive statistics of RRMM baseline characteristics in Optum’s EHR and Flatiron Health.<b>Supplementary </b><b>Figure 1: </b>Percentage of patients excluded versus Shapley values by each eligibility criterion for NIMBUS, ENDEAVOR, ELOQUENT2, CASTOR, CANDOR, and TOURMALINE trials using Optum’s EHR and Flatiron Health real-world databases.<b>Supplementary Table 3: </b>The number of eligibility criteria (# EC), the number of eligible patients (# Pat.) and the hazard ratio (HR) of the progression-free survival of the original clinical trials and emulated RRMM trials with eligibility criteria under three scenarios using Optum’s EHR database: the original criteria used in the trial, fully relaxed criteria, and robust data-driven criteria.<b>Background:</b> Eligibility criteria are pivotal in achieving clinical trial success, enabling targeted patient enrollment while ensuring the trial safety. However, overly restrictive criteria hinder enrollment and study result generalizability. Broadening eligibility criteria enhances the trial inclusivity, diversity and enrollment pace. Liu et al. proposed an AI pathfinder method leveraging real-world data to broaden criteria without compromising efficacy and safety outcomes, demonstrating promise in non-small cell lung cancer trials. Aim: To assess the robustness of the methodology, considering diverse qualities of real world data and to promote its application. <b>Materials/Methods:</b> We revised the AI pathfinder method, applied it to relapsed and refractory multiple myeloma trials and compared it using two real-world data sources. We modified the assessment and considered a bootstrap confidence interval of the AI pathfinder to enhance the decision robustness. <b>Results & conclusion:</b> Our findings confirmed the AI pathfinder’s potential in identifying certain eligibility criteria, in other words, prior complications and laboratory tests for relaxation or removal. However, a robust quantitative assessment, accounting for trial variability and real-world data quality, is crucial for confident decision-making and prioritizing safety alongside efficacy.
DOI: 10.25625/0lswu4/ltlywx
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DOI: 10.34965/i32550
title: 20235479_Lemmers_day2
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DOI: 10.25625/0lswu4/hyxnz6
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DOI: 10.25625/0lswu4/3wdfez
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DOI: 10.25625/0lswu4/x78noa
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DOI: 10.25625/0lswu4/f7gona
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DOI: 10.25625/0lswu4/yeuygz
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DOI: 10.25625/0lswu4/cvuj5m
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DOI: 10.25625/0lswu4/m0qfqi
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DOI: 10.25625/0lswu4/s9aeun
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DOI: 10.25625/0lswu4/bjbssg
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DOI: 10.25625/0lswu4/owaeol
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DOI: 10.25625/0lswu4/ufvjxd
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DOI: 10.25625/0lswu4/wspilv
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DOI: 10.25625/0lswu4/nki4dv
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DOI: 10.25625/0lswu4/vnyusz
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DOI: 10.25625/0lswu4/o9dq6g
title: 3

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