cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/gwg-24n-jae
title: Ligia italica Fabricius 1798

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/ym1-qw2-dkz
title: Armadillidium vulgare (Latreille 1804)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/9zk-pf4-5fa
title: Porcellio lugubris C. L. Koch 1840

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/as7-3wh-813
title: Sphaeroma

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/s6t-6jt-3vg
title: Makrokylindrus (Makrokylindrus) renatae Muhlenhardt-Siegel 2005

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/52p-9sd-5qw
title: Bathyporeia

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/r8y-cal-a6v
title: Idotea

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/76m-s09-fjl
title: Porcellionides

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/9ma-b1h-feb
title: Sphaeroma

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/qe7-x6n-ll0
title: Specimen from Senckenberg Research Institute and Natural History Museum Frankfurt/M

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/61x-8ph-77c
title: Alloniscus

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/9rb-y20-l6z
title: Gammarus locusta (Linnaeus 1758)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/dwt-p4t-tje
title: Armadillidium depressum Brandt 1833

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/vmw-gw2-03c
title: Porcellio laevis (Latreille 1804)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/gs4-1x1-ybv
title: Ampelisca diadema (Costa 1853)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/dy3-2yx-2c2
title: Aphiloscia annulicornis (Budde-Lund 1908)

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.3535/fm1-1kk-ytz
title: Armadillidium versicolor subsp. albomarginata Verhoeff 1901

description: Digital Specimen for the physical specimen hosted at Senckenberg Research Institute and Natural History Museum Frankfurt/M.
DOI: 10.14272/lnemdiusuqpkip-uhfffaoysa-n/chmo0000470
title: mass spectrometry (MS) (2-phenyl-1,3-dioxane)
title: InChI=1S/C10H12O2/c1-2-5-9(6-3-1)10-11-7-4-8-12-10/h1-3,5-6,10H,4,7-8H2

description: dataset for mass spectrometry (MS)
DOI: 10.14272/lnemdiusuqpkip-uhfffaoysa-n/chmo0000593
title: 1H nuclear magnetic resonance spectroscopy (1H NMR) (2-phenyl-1,3-dioxane)
title: InChI=1S/C10H12O2/c1-2-5-9(6-3-1)10-11-7-4-8-12-10/h1-3,5-6,10H,4,7-8H2

description: dataset for 1H nuclear magnetic resonance spectroscopy (1H NMR)
DOI: 10.14272/rbdxdfoxvnnmng-uhfffaoysa-n/chmo0000595
title: 13C nuclear magnetic resonance spectroscopy (13C NMR) (2-(8-hydroxyoctyl)isoindole-1,3-dione)
title: InChI=1S/C16H21NO3/c18-12-8-4-2-1-3-7-11-17-15(19)13-9-5-6-10-14(13)16(17)20/h5-6,9-10,18H,1-4,7-8,11-12H2

description: dataset for 13C nuclear magnetic resonance spectroscopy (13C NMR)
DOI: 10.14272/icwsqkqhvklmnk-uhfffaoysa-n/chmo0000470
title: mass spectrometry (MS) (8-hydroxyoctyl 4-methylbenzenesulfonate)
title: InChI=1S/C15H24O4S/c1-14-8-10-15(11-9-14)20(17,18)19-13-7-5-3-2-4-6-12-16/h8-11,16H,2-7,12-13H2,1H3

description: dataset for mass spectrometry (MS)
DOI: 10.14272/icwsqkqhvklmnk-uhfffaoysa-n/chmo0000593
title: 1H nuclear magnetic resonance spectroscopy (1H NMR) (8-hydroxyoctyl 4-methylbenzenesulfonate)
title: InChI=1S/C15H24O4S/c1-14-8-10-15(11-9-14)20(17,18)19-13-7-5-3-2-4-6-12-16/h8-11,16H,2-7,12-13H2,1H3

description: dataset for 1H nuclear magnetic resonance spectroscopy (1H NMR)
DOI: 10.34740/kaggle/dsv/11895155
title: Kidney Colorized CT (Normal, Cyst, Tumor, Stone)
DOI: 10.14272/icwsqkqhvklmnk-uhfffaoysa-n/chmo0000595
title: 13C nuclear magnetic resonance spectroscopy (13C NMR) (8-hydroxyoctyl 4-methylbenzenesulfonate)
title: InChI=1S/C15H24O4S/c1-14-8-10-15(11-9-14)20(17,18)19-13-7-5-3-2-4-6-12-16/h8-11,16H,2-7,12-13H2,1H3

description: dataset for 13C nuclear magnetic resonance spectroscopy (13C NMR)
DOI: 10.14272/icwsqkqhvklmnk-uhfffaoysa-n/chmo0000630
title: infrared absorption spectroscopy (IR) (8-hydroxyoctyl 4-methylbenzenesulfonate)
title: InChI=1S/C15H24O4S/c1-14-8-10-15(11-9-14)20(17,18)19-13-7-5-3-2-4-6-12-16/h8-11,16H,2-7,12-13H2,1H3

description: dataset for infrared absorption spectroscopy (IR)
DOI: 10.14272/rbdxdfoxvnnmng-uhfffaoysa-n/chmo0000593
title: 1H nuclear magnetic resonance spectroscopy (1H NMR) (2-(8-hydroxyoctyl)isoindole-1,3-dione)
title: InChI=1S/C16H21NO3/c18-12-8-4-2-1-3-7-11-17-15(19)13-9-5-6-10-14(13)16(17)20/h5-6,9-10,18H,1-4,7-8,11-12H2

description: dataset for 1H nuclear magnetic resonance spectroscopy (1H NMR)
DOI: 10.14272/hyqoixcnkarmri-cmgwbotjsa-n/chmo0000470
title: mass spectrometry (MS) ()
title: InChI=1S/C22H36O2/c1-20(2,24)19-8-7-17-16-6-5-14-13-15(23)9-11-21(14,3)18(16)10-12-22(17,19)4/h5,15-19,23-24H,6-13H2,1-4H3/t15-,16-,17-,18-,19?,21-,22-/m0/s1

description: dataset for mass spectrometry (MS)
DOI: 10.14272/rbdxdfoxvnnmng-uhfffaoysa-n/chmo0000470
title: mass spectrometry (MS) (2-(8-hydroxyoctyl)isoindole-1,3-dione)
title: InChI=1S/C16H21NO3/c18-12-8-4-2-1-3-7-11-17-15(19)13-9-5-6-10-14(13)16(17)20/h5-6,9-10,18H,1-4,7-8,11-12H2

description: dataset for mass spectrometry (MS)
DOI: 10.14272/rbdxdfoxvnnmng-uhfffaoysa-n/chmo0000630
title: infrared absorption spectroscopy (IR) (2-(8-hydroxyoctyl)isoindole-1,3-dione)
title: InChI=1S/C16H21NO3/c18-12-8-4-2-1-3-7-11-17-15(19)13-9-5-6-10-14(13)16(17)20/h5-6,9-10,18H,1-4,7-8,11-12H2

description: dataset for infrared absorption spectroscopy (IR)
DOI: 10.14272/xnpzfwiodjuymz-uhfffaoysa-n/chmo0000630
title: infrared absorption spectroscopy (IR) (11-trimethylsilylundec-10-yn-1-ol)
title: InChI=1S/C14H28OSi/c1-16(2,3)14-12-10-8-6-4-5-7-9-11-13-15/h15H,4-11,13H2,1-3H3

description: dataset for infrared absorption spectroscopy (IR)
DOI: 10.14272/xnpzfwiodjuymz-uhfffaoysa-n/chmo0000470
title: mass spectrometry (MS) (11-trimethylsilylundec-10-yn-1-ol)
title: InChI=1S/C14H28OSi/c1-16(2,3)14-12-10-8-6-4-5-7-9-11-13-15/h15H,4-11,13H2,1-3H3

description: dataset for mass spectrometry (MS)
DOI: 10.14272/xnpzfwiodjuymz-uhfffaoysa-n/chmo0000595
title: 13C nuclear magnetic resonance spectroscopy (13C NMR) (11-trimethylsilylundec-10-yn-1-ol)
title: InChI=1S/C14H28OSi/c1-16(2,3)14-12-10-8-6-4-5-7-9-11-13-15/h15H,4-11,13H2,1-3H3

description: dataset for 13C nuclear magnetic resonance spectroscopy (13C NMR)
DOI: 10.14272/crrkvzvyzqxicq-rjjcnjevsa-n/chmo0000630
title: infrared absorption spectroscopy (IR) ([(3S,8S,9S,10R,13S,14S,17S)-17-acetyl-10,13-dimethyl-2,3,4,7,8,9,11,12,14,15,16,17-dodecahydro-1H-cyclopenta[a]phenanthren-3-yl] acetate)
title: InChI=1S/C23H34O3/c1-14(24)19-7-8-20-18-6-5-16-13-17(26-15(2)25)9-11-22(16,3)21(18)10-12-23(19,20)4/h5,17-21H,6-13H2,1-4H3/t17-,18-,19+,20-,21-,22-,23+/m0/s1

description: dataset for infrared absorption spectroscopy (IR)
DOI: 10.14272/xnpzfwiodjuymz-uhfffaoysa-n/chmo0000593
title: 1H nuclear magnetic resonance spectroscopy (1H NMR) (11-trimethylsilylundec-10-yn-1-ol)
title: InChI=1S/C14H28OSi/c1-16(2,3)14-12-10-8-6-4-5-7-9-11-13-15/h15H,4-11,13H2,1-3H3

description: dataset for 1H nuclear magnetic resonance spectroscopy (1H NMR)
DOI: 10.14272/dvyyyowbwzvrtj-ohojesagsa-n/chmo0000630
title: infrared absorption spectroscopy (IR) ([(3S,8S,9S,10R,13S,14S,17S)-17-(2-hydroxypropan-2-yl)-10,13-dimethyl-2,3,4,7,8,9,11,12,14,15,16,17-dodecahydro-1H-cyclopenta[a]phenanthren-3-yl] acetate)
title: InChI=1S/C24H38O3/c1-15(25)27-17-10-12-23(4)16(14-17)6-7-18-19-8-9-21(22(2,3)26)24(19,5)13-11-20(18)23/h6,17-21,26H,7-14H2,1-5H3/t17-,18-,19-,20-,21+,23-,24-/m0/s1

description: dataset for infrared absorption spectroscopy (IR)
DOI: 10.14272/gszdoeweqgljsn-uhfffaoysa-n/chmo0000593
title: 1H nuclear magnetic resonance spectroscopy (1H NMR) (9-hydroxynonanenitrile)
title: InChI=1S/C9H17NO/c10-8-6-4-2-1-3-5-7-9-11/h11H,1-7,9H2

description: dataset for 1H nuclear magnetic resonance spectroscopy (1H NMR)
DOI: 10.14272/hyqoixcnkarmri-cmgwbotjsa-n/chmo0000595
title: 13C nuclear magnetic resonance spectroscopy (13C NMR) ()
title: InChI=1S/C22H36O2/c1-20(2,24)19-8-7-17-16-6-5-14-13-15(23)9-11-21(14,3)18(16)10-12-22(17,19)4/h5,15-19,23-24H,6-13H2,1-4H3/t15-,16-,17-,18-,19?,21-,22-/m0/s1

description: dataset for 13C nuclear magnetic resonance spectroscopy (13C NMR)
DOI: 10.14272/jvjbvhwhhvpfas-uhfffaoysa-n/chmo0000630
title: infrared absorption spectroscopy (IR) (8-[tert-butyl(diphenyl)silyl]oxyoctan-1-ol)
title: InChI=1S/C24H36O2Si/c1-24(2,3)27(22-16-10-8-11-17-22,23-18-12-9-13-19-23)26-21-15-7-5-4-6-14-20-25/h8-13,16-19,25H,4-7,14-15,20-21H2,1-3H3

description: dataset for infrared absorption spectroscopy (IR)
DOI: 10.14272/dvyyyowbwzvrtj-ohojesagsa-n/chmo0000470
title: mass spectrometry (MS) ([(3S,8S,9S,10R,13S,14S,17S)-17-(2-hydroxypropan-2-yl)-10,13-dimethyl-2,3,4,7,8,9,11,12,14,15,16,17-dodecahydro-1H-cyclopenta[a]phenanthren-3-yl] acetate)
title: InChI=1S/C24H38O3/c1-15(25)27-17-10-12-23(4)16(14-17)6-7-18-19-8-9-21(22(2,3)26)24(19,5)13-11-20(18)23/h6,17-21,26H,7-14H2,1-5H3/t17-,18-,19-,20-,21+,23-,24-/m0/s1

description: dataset for mass spectrometry (MS)
DOI: 10.14272/dvyyyowbwzvrtj-ohojesagsa-n/chmo0000593
title: 1H nuclear magnetic resonance spectroscopy (1H NMR) ([(3S,8S,9S,10R,13S,14S,17S)-17-(2-hydroxypropan-2-yl)-10,13-dimethyl-2,3,4,7,8,9,11,12,14,15,16,17-dodecahydro-1H-cyclopenta[a]phenanthren-3-yl] acetate)
title: InChI=1S/C24H38O3/c1-15(25)27-17-10-12-23(4)16(14-17)6-7-18-19-8-9-21(22(2,3)26)24(19,5)13-11-20(18)23/h6,17-21,26H,7-14H2,1-5H3/t17-,18-,19-,20-,21+,23-,24-/m0/s1

description: dataset for 1H nuclear magnetic resonance spectroscopy (1H NMR)
DOI: 10.14272/gszdoeweqgljsn-uhfffaoysa-n/chmo0000595
title: 13C nuclear magnetic resonance spectroscopy (13C NMR) (9-hydroxynonanenitrile)
title: InChI=1S/C9H17NO/c10-8-6-4-2-1-3-5-7-9-11/h11H,1-7,9H2

description: dataset for 13C nuclear magnetic resonance spectroscopy (13C NMR)
DOI: 10.14272/gszdoeweqgljsn-uhfffaoysa-n/chmo0000630
title: infrared absorption spectroscopy (IR) (9-hydroxynonanenitrile)
title: InChI=1S/C9H17NO/c10-8-6-4-2-1-3-5-7-9-11/h11H,1-7,9H2

description: dataset for infrared absorption spectroscopy (IR)
DOI: 10.14272/jvjbvhwhhvpfas-uhfffaoysa-n/chmo0000470
title: mass spectrometry (MS) (8-[tert-butyl(diphenyl)silyl]oxyoctan-1-ol)
title: InChI=1S/C24H36O2Si/c1-24(2,3)27(22-16-10-8-11-17-22,23-18-12-9-13-19-23)26-21-15-7-5-4-6-14-20-25/h8-13,16-19,25H,4-7,14-15,20-21H2,1-3H3

description: dataset for mass spectrometry (MS)
DOI: 10.14272/jvjbvhwhhvpfas-uhfffaoysa-n/chmo0000593
title: 1H nuclear magnetic resonance spectroscopy (1H NMR) (8-[tert-butyl(diphenyl)silyl]oxyoctan-1-ol)
title: InChI=1S/C24H36O2Si/c1-24(2,3)27(22-16-10-8-11-17-22,23-18-12-9-13-19-23)26-21-15-7-5-4-6-14-20-25/h8-13,16-19,25H,4-7,14-15,20-21H2,1-3H3

description: dataset for 1H nuclear magnetic resonance spectroscopy (1H NMR)
DOI: 10.14272/crrkvzvyzqxicq-rjjcnjevsa-n/chmo0000470
title: mass spectrometry (MS) ([(3S,8S,9S,10R,13S,14S,17S)-17-acetyl-10,13-dimethyl-2,3,4,7,8,9,11,12,14,15,16,17-dodecahydro-1H-cyclopenta[a]phenanthren-3-yl] acetate)
title: InChI=1S/C23H34O3/c1-14(24)19-7-8-20-18-6-5-16-13-17(26-15(2)25)9-11-22(16,3)21(18)10-12-23(19,20)4/h5,17-21H,6-13H2,1-4H3/t17-,18-,19+,20-,21-,22-,23+/m0/s1

description: dataset for mass spectrometry (MS)
DOI: 10.14272/crrkvzvyzqxicq-rjjcnjevsa-n/chmo0000593
title: 1H nuclear magnetic resonance spectroscopy (1H NMR) ([(3S,8S,9S,10R,13S,14S,17S)-17-acetyl-10,13-dimethyl-2,3,4,7,8,9,11,12,14,15,16,17-dodecahydro-1H-cyclopenta[a]phenanthren-3-yl] acetate)
title: InChI=1S/C23H34O3/c1-14(24)19-7-8-20-18-6-5-16-13-17(26-15(2)25)9-11-22(16,3)21(18)10-12-23(19,20)4/h5,17-21H,6-13H2,1-4H3/t17-,18-,19+,20-,21-,22-,23+/m0/s1

description: dataset for 1H nuclear magnetic resonance spectroscopy (1H NMR)
DOI: 10.14272/crrkvzvyzqxicq-rjjcnjevsa-n/chmo0000595
title: 13C nuclear magnetic resonance spectroscopy (13C NMR) ([(3S,8S,9S,10R,13S,14S,17S)-17-acetyl-10,13-dimethyl-2,3,4,7,8,9,11,12,14,15,16,17-dodecahydro-1H-cyclopenta[a]phenanthren-3-yl] acetate)
title: InChI=1S/C23H34O3/c1-14(24)19-7-8-20-18-6-5-16-13-17(26-15(2)25)9-11-22(16,3)21(18)10-12-23(19,20)4/h5,17-21H,6-13H2,1-4H3/t17-,18-,19+,20-,21-,22-,23+/m0/s1

description: dataset for 13C nuclear magnetic resonance spectroscopy (13C NMR)
DOI: 10.14272/nhqsmirltddqcn-uhfffaoysa-n/chmo0000470
title: mass spectrometry (MS) ()
title: InChI=1S/C9H18O2/c1-10-7-3-2-5-9-6-4-8-11-9/h9H,2-8H2,1H3

description: dataset for mass spectrometry (MS)
DOI: 10.14272/nhqsmirltddqcn-uhfffaoysa-n/chmo0000593
title: 1H nuclear magnetic resonance spectroscopy (1H NMR) ()
title: InChI=1S/C9H18O2/c1-10-7-3-2-5-9-6-4-8-11-9/h9H,2-8H2,1H3

description: dataset for 1H nuclear magnetic resonance spectroscopy (1H NMR)
DOI: 10.14272/nhqsmirltddqcn-uhfffaoysa-n/chmo0000595
title: 13C nuclear magnetic resonance spectroscopy (13C NMR) ()
title: InChI=1S/C9H18O2/c1-10-7-3-2-5-9-6-4-8-11-9/h9H,2-8H2,1H3

description: dataset for 13C nuclear magnetic resonance spectroscopy (13C NMR)
DOI: 10.14272/nhqsmirltddqcn-uhfffaoysa-n/chmo0000630
title: infrared absorption spectroscopy (IR) ()
title: InChI=1S/C9H18O2/c1-10-7-3-2-5-9-6-4-8-11-9/h9H,2-8H2,1H3

description: dataset for infrared absorption spectroscopy (IR)
DOI: 10.14272/pxgntsoumhvmmo-uhfffaoysa-n/chmo0000470
title: mass spectrometry (MS) ()
title: InChI=1S/C13H24O3/c1-15-13(14)10-6-4-2-3-5-8-12-9-7-11-16-12/h12H,2-11H2,1H3

description: dataset for mass spectrometry (MS)
DOI: 10.14272/qiwkgulttohfch-uhfffaoysa-n/chmo0000630
title: infrared absorption spectroscopy (IR) ()
title: InChI=1S/C24H34O2Si/c1-27(2,3)24(21-13-6-4-7-14-21,22-15-8-5-9-16-22)26-20-11-10-17-23-18-12-19-25-23/h4-9,13-16,23H,10-12,17-20H2,1-3H3

description: dataset for infrared absorption spectroscopy (IR)
DOI: 10.15468/dl.a3h25x
title: Occurrence Download

description: A dataset containing 5556 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Observation, Human Observation, Machine Observation, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Catocala fraxini Linnaeus, 1758"
 ]
}

 The dataset includes 5556 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003126-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.duy7r3
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation, Material citation, Living Specimen, Occurrence evidence)",
 "Country is Brazil",
 "GadmGid is BRA.19_1",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Boana semilineata (Spix, 1824)",
 "Year 2000-2025"
 ]
}

 The dataset includes 66 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003128-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e228053
title: Avian Influenza Virus Test Results from Active Surveillance of North American Wild Birds Collected by Department of Interior from 2006-2011

description: Influenza A viruses are one of the most significant viral groups globally with substantial impacts on human, domestic animal and wildlife health. Wild birds are the natural reservoirs for these viruses, and active surveillance within wild bird populations provides critical information about viral evolution forming the basis of risk assessments and counter measure development. Unfortunately, active surveillance programs are often resource-intensive, and thus enhancing programs for increased efficiency is paramount. Machine learning, a branch of artificial intelligence applications, provides statistical learning procedures that can be used to gain novel insights into disease surveillance systems. We use a form of machine learning, gradient boosted trees, to estimate the probability of isolating avian influenza viruses (AIV) from wild bird samples collected during surveillance for AIVs from 2006–2011 in the United States. We examined several predictive features including age, sex, bird type, geographic location and matrix gene rrRT-PCR results. Our final model had high predictive power, and only included geographic location and rRT-PCR results as important predictors. The highest predicted viral isolation probability was for samples collected from the north-central states and the south-eastern region of Alaska. Lower rRT-PCR Ct-values are associated with increased likelihood of AIV isolation, and the model estimated 16% probability of isolating AIV from samples declared negative (i.e., ≥ 35 Ct-value) using the rRT-PCR screening test and standard protocols. Our model can be used to prioritize previously collected samples for isolation and rapidly evaluate AIV surveillance designs to maximize the probability of viral isolation given limited resources and laboratory capacity.
DOI: 10.3886/e228053v1
title: Avian Influenza Virus Test Results from Active Surveillance of North American Wild Birds Collected by Department of Interior from 2006-2011

description: Influenza A viruses are one of the most significant viral groups globally with substantial impacts on human, domestic animal and wildlife health. Wild birds are the natural reservoirs for these viruses, and active surveillance within wild bird populations provides critical information about viral evolution forming the basis of risk assessments and counter measure development. Unfortunately, active surveillance programs are often resource-intensive, and thus enhancing programs for increased efficiency is paramount. Machine learning, a branch of artificial intelligence applications, provides statistical learning procedures that can be used to gain novel insights into disease surveillance systems. We use a form of machine learning, gradient boosted trees, to estimate the probability of isolating avian influenza viruses (AIV) from wild bird samples collected during surveillance for AIVs from 2006–2011 in the United States. We examined several predictive features including age, sex, bird type, geographic location and matrix gene rrRT-PCR results. Our final model had high predictive power, and only included geographic location and rRT-PCR results as important predictors. The highest predicted viral isolation probability was for samples collected from the north-central states and the south-eastern region of Alaska. Lower rRT-PCR Ct-values are associated with increased likelihood of AIV isolation, and the model estimated 16% probability of isolating AIV from samples declared negative (i.e., ≥ 35 Ct-value) using the rRT-PCR screening test and standard protocols. Our model can be used to prioritize previously collected samples for isolation and rapidly evaluate AIV surveillance designs to maximize the probability of viral isolation given limited resources and laboratory capacity.
DOI: 10.7910/dvn/29051
title: Weekly mortality data of North West Frontier from 1916 to 1921

description: This data set shows the number of deaths per week due to fever in the districts of North West Frontier, India, from 1916 to 1921. The numbers are seasonally adjusted to show excess mortality due to the influenza pandemic of 1918-19. For additional information, please contact Siddharth Chandra at chandr45@msu.edu.
description: Excel, null
description: SPSS, null
DOI: 10.7910/dvn/1ofh5t
title: Replication Data for: "Evolving Returns to Personality"

description: This is the replication package for "Evolving Returns to Personality" accepted in 2024 by the Journal of Labor Economics.
DOI: 10.7910/dvn/if4xme
title: Diabetes_hypertension_HDC data

description: This is a pooled BDHS dataset of 2011 and 2017-18 used to generate a sufficiently large sample to precisely identify risk factors of HTN, DM, and HDC. Due to the unavailability of selected NCD data for the 18-34 age group in the 2011 BDHS dataset, we included respondents aged 35 or older in the study. After combining the two datasets and excluding the non-responders along with missing, there were 11,686 adults as a study sample for the analysis.
DOI: 10.7910/dvn/eb0ewr
title: Replication Data for: A grounded theory approach to clarify Whole Life Costing and Circular Economy adoption challenges to path the way for construction responsible innovation

description: Coding data for the study "A grounded theory approach to clarify Whole Life Costing and Circular Economy adoption challenges to path the way for construction responsible innovation". Provided on reasonable request.