cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ep4sbb
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erysimum wardii Polatschek"
 ]
}

 The dataset includes 70 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149491-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m54j7e
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erysimum welcevii Urum."
 ]
}

 The dataset includes 35 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149493-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bswz33
title: Occurrence Download

description: A dataset containing 3158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Jynx torquilla Linnaeus, 1758",
 "DatasetKey is Observation.org, Nature data from around the World",
 "Country is one of (Germany, France, Spain, Portugal, Denmark, Austria, Italy, Switzerland, Greece, Poland, Hungary, Slovenia, Sweden, Norway, Slovakia, Montenegro, Croatia, North Macedonia, Serbia, Iceland, Ireland, United Kingdom of Great Britain and Northern Ireland, Albania, Bosnia and Herzegovina, Bulgaria)"
 ]
}

 The dataset includes 3158 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0155508-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wz838z
title: Occurrence Download

description: A dataset containing 435 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Harbor seals in Republic of Ireland in Aug 2003"
 ]
}

 The dataset includes 435 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164530-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5drha3
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heliophila dissecta Thunb."
 ]
}

 The dataset includes 25 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149501-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.848g95
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cardamine schulzii Urbanska-Worytkiew"
 ]
}

 The dataset includes 46 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0155500-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.45byxd
title: Occurrence Download

description: A dataset containing 1152 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alnus nepalensis D.Don"
 ]
}

 The dataset includes 1152 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164473-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.94w289
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hesperis aintabica Post"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149492-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pkmrj9
title: Occurrence Download

description: A dataset containing 8777 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Continent is Europe",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Dysphania ambrosioides (L.) Mosyakin & Clemants"
 ]
}

 The dataset includes 8777 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066277-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bw7rz4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erysimum zeybekianum Yıld."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149506-220831081235567/datasets/export for details.
DOI: 10.15468/dl.7fj9zf
title: Occurrence Download

description: A dataset containing 325 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Vulpes zerda (Zimmermann, 1780))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 325 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066356-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13026/5158-hm11
title: Me-LLaMA: Foundation Large Language Models for Medical Applications

description: Recent advancements in large language models (LLMs) such as ChatGPT and LLaMA
have hinted at their potential to revolutionize medical applications, yet
their application in clinical settings often reveals limitations due to a lack
of specialized training on medical-specific data. In response to this
challenge, this study introduces Me-LLaMA, a medical LLM family that includes
foundation models - Me-LLaMA 13/70B, along with their chat-enhanced versions -
Me-LLaMA 13/70B-chat, developed through continual pre-training and instruction
tuning of LLaMA2 using large medical datasets. Our methodology leverages a
comprehensive domain-specific data suite, including a large-scale, continual
pre-training dataset with 129B tokens, an instruction tuning dataset with 214k
samples, and we proposed  a new medical evaluation benchmark (MIBE) across six
critical medical tasks with 12 datasets. Our extensive evaluation using the
MIBE shows that Me-LLaMA models achieve overall better performance than
existing open-source medical LLMs in zero-shot, few-shot and supervised
learning abilities. With task-specific instruction tuning, Me-LLaMA models
outperform ChatGPT on 7 out of 8 datasets and GPT-4 on 5 out of 8 datasets. In
addition, we investigated the catastrophic forgetting problem, and our results
show that Me-LLaMA models outperform other open-source medical LLMs in
mitigating this issue. Me-LLaMA is one of the largest open-source medical
foundation LLMs that use both biomedical and clinical data. It exhibits
superior performance across both general and medical tasks compared to other
open-source medical LLMs, rendering it an attractive choice for medical AI
applications.
DOI: 10.13026/wwfd-2t39
title: Me-LLaMA: Foundation Large Language Models for Medical Applications

description: Recent advancements in large language models (LLMs) such as ChatGPT and LLaMA
have hinted at their potential to revolutionize medical applications, yet
their application in clinical settings often reveals limitations due to a lack
of specialized training on medical-specific data. In response to this
challenge, this study introduces Me-LLaMA, a medical LLM family that includes
foundation models - Me-LLaMA 13/70B, along with their chat-enhanced versions -
Me-LLaMA 13/70B-chat, developed through continual pre-training and instruction
tuning of LLaMA2 using large medical datasets. Our methodology leverages a
comprehensive domain-specific data suite, including a large-scale, continual
pre-training dataset with 129B tokens, an instruction tuning dataset with 214k
samples, and we proposed  a new medical evaluation benchmark (MIBE) across six
critical medical tasks with 12 datasets. Our extensive evaluation using the
MIBE shows that Me-LLaMA models achieve overall better performance than
existing open-source medical LLMs in zero-shot, few-shot and supervised
learning abilities. With task-specific instruction tuning, Me-LLaMA models
outperform ChatGPT on 7 out of 8 datasets and GPT-4 on 5 out of 8 datasets. In
addition, we investigated the catastrophic forgetting problem, and our results
show that Me-LLaMA models outperform other open-source medical LLMs in
mitigating this issue. Me-LLaMA is one of the largest open-source medical
foundation LLMs that use both biomedical and clinical data. It exhibits
superior performance across both general and medical tasks compared to other
open-source medical LLMs, rendering it an attractive choice for medical AI
applications.
DOI: 10.15468/dl.hh55y4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Primula recubariensis Prosser & Scorteg.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0155507-220831081235567/datasets/export for details.
DOI: 10.15468/dl.dxq7m8
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anzhengxia yechengnica (C.H.An) Al-Shehbaz & D.A.German"
 ]
}

 The dataset includes 12 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149507-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.we8hbq
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Viola guestphalica Nauenb.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "Year is greater than or equal to 1990",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 125 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164556-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qv4m9v
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heliophila subcornuta Beauverd"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149494-220831081235567/datasets/export for details.
DOI: 10.15468/dl.svqtt6
title: Occurrence Download

description: A dataset containing 230 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dactylorhiza sulphurea (Link) Franco"
 ]
}

 The dataset includes 230 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066380-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dagjmq
title: Occurrence Download

description: A dataset containing 344 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Michael Veit Vermont Bee Speciemens"
 ]
}

 The dataset includes 344 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164570-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hyeucc
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heliophila caledonica Steud., 1840"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149502-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8xur5u
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cardamine schinziana O.E.Schulz"
 ]
}

 The dataset includes 55 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0155501-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rexq34
title: Occurrence Download

description: A dataset containing 174 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Liliopsida)",
 "Year is greater than or equal to 2012",
 "Year is less than or equal to 2022",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((18.4797182 3.640836, 18.1936091 3.4825, 17.4636091 3.7111091, 16.6644452 3.535418, 16.2070002 2.2212642, 16.0834732 2.1525, 16.0722182 1.6541642, 15.6875002 1.9335449, 14.5626361 2.1684731, 13.2938912 2.1636091, 13.1867822 1.222473, 13.8044453 1.435627, 14.1915273 1.390554, 14.4856912 0.9172179999999998, 13.9604181 0.348609, 13.8490271 -0.2026359, 14.5195822 -0.6133358999999999, 14.4280542 -1.884582, 14.2588913 -1.9736819, 14.1108362 -2.4930548, 13.870554 -2.4708999, 13.7644452 -2.090764, 13.4846542 -2.4346549, 13.0015093 -2.367673, 12.6525002 -1.8234729, 12.4369452 -1.9011089, 12.4780542 -2.3272179, 11.573473 -2.3363909, 11.5427733 -2.8316639, 11.8048632 -3.015417999999999, 11.7063911 -3.1777819, 11.9622912 -3.2974268, 11.9218732 -3.6275, 11.7400001 -3.686664000000001, 11.4920822 -3.509027, 11.1406632 -3.925272799999999, 11.7527822 -4.516109, 12.0261271 -5.015, 12.7652732 -4.3938909, 13.0913911 -4.6330548, 13.4120822 -4.8827819, 13.6995823 -4.725835900000001, 13.7302732 -4.4483359, 14.4058363 -4.2827819, 14.4188911 -4.8872181, 14.6693001 -4.907217999999999, 15.5352733 -4.058191, 15.8905002 -3.9430089, 16.2269452 -3.328335800000001, 16.1940273 -2.1809729, 16.8619452 -1.2544459, 17.3230541 -1.0041639, 17.7122182 -0.5447179999999999, 17.9611092 0.3997182, 17.8736092 0.9923642000000001, 18.0918731 2.2224271, 18.61582719999999 3.1380541, 18.6249543 3.479445, 18.4797182 3.640836))"
 ]
}

 The dataset includes 174 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0171413-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u6jbyb
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cardamine rockii O.E.Schulz"
 ]
}

 The dataset includes 40 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0155511-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.89q479
title: Occurrence Download

description: A dataset containing 11083 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-94.55622 29.51499,-93.89312 29.08254,-88.44419 28.59242,-85.67648 29.22669,-83.16824 26.02652,-73.68307 20.4911,-74.9516 18.38649,-73.82722 17.98286,-73.27944 20.28929,-68.69542 21.4425,-64.19789 17.31977,-63.59246 18.70362,-74.40383 30.55288,-75.41289 36.60725,-87.00267 38.04876,-94.38324 36.37661,-94.55622 29.51499))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Bombus fraternus (Smith, 1854), Amblyscirtes reversa Jones, 1926, Problema bulenta (Boisduval & Le Conte, 1833), Euphyes pilatka klotsi L.Miller, Harvey & J.Miller, 1985, Papilio joanae Heitzman, 1974, Hesperapis oraria Snelling & Stage, 1997, Polygonia faunus smythi Clark, 1937, Callophrys irus irus, Amblyscirtes alternata (Grote & Robinson, 1867), Speyeria diana (Cramer, 1779), Osmia calaminthae Rightmyer, Ascher & Griswold, 2011, Atrytonopsis Godman, 1900, Bombus pensylvanicus (De Geer, 1773), Megachile brimleyi Mitchell, 1926, Euphyes berryi (Bell, 1941), Euphyes bayensis Shuey, 1989, Atrytone arogos (Boisduval & Le Conte, 1833), Neonympha mitchellii mitchellii, Bombus affinis Cresson, 1863, Strymon acis bartrami (W.Comstock & Huntington, 1943), Neonympha mitchellii francisci Parshall & Kral, 1989, Heraclides aristodemus ponceanus (Schaus, 1911), Cyclargus thomasi bethunebakeri (W.Comstock & Huntington, 1943), Anaea troglodyta floridalis F.Johnson & W.Comstock, 1941)"
 ]
}

 The dataset includes 11083 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164572-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11493297
title: OʻQITUVCHILARDA TASHKILOTCHILIK KOʻNIKMALARINI RIVOJLANTIRISHNING ILMIY-NAZARIY ASOSLARI
DOI: 10.5281/zenodo.11493298
title: OʻQITUVCHILARDA TASHKILOTCHILIK KOʻNIKMALARINI RIVOJLANTIRISHNING ILMIY-NAZARIY ASOSLARI
DOI: 10.15468/dl.3hxahd
title: Occurrence Download

description: A dataset containing 244 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erysimum witmannii Zaw."
 ]
}

 The dataset includes 244 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149499-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w969vj
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cyprinodon beltrani Álvarez, 1949"
 ]
}

 The dataset includes 81 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0155503-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g7e57y
title: Occurrence Download

description: A dataset containing 1692409 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Artportalen (Swedish Species Observation System)",
 "Geometry POLYGON((18.56451 57.98181,17.88296 57.5256,17.93253 57.21154,18.1184 56.81348,18.62647 56.88802,19.09737 57.34551,19.27086 57.75773,19.46913 58.05401,19.03541 58.07367,18.56451 57.98181))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Animalia",
 "Year 2000-2022"
 ]
}

 The dataset includes 1692409 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164576-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tktmgb
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eutrema hookeri Al-Shehbaz & S.I.Warwick"
 ]
}

 The dataset includes 41 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149509-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bfvmut
title: Occurrence Download

description: A dataset containing 186 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acalolepta fraudatrix fraudatrix",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 186 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0188492-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jfdafe
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Matthiola subglabra Ponert"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149508-220831081235567/datasets/export for details.
DOI: 10.15468/dl.9wmu97
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erysimum yildirimlii Dinç"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149503-220831081235567/datasets/export for details.
DOI: 10.15468/dl.t52e4n
title: Occurrence Download

description: A dataset containing 6234 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Orchis italica Poir."
 ]
}

 The dataset includes 6234 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066408-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w3munt
title: Occurrence Download

description: A dataset containing 56926 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Phillyrea angustifolia (L.) Greene, Phillyrea angustifolia L.)"
 ]
}

 The dataset includes 56926 records from 313 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164586-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3mhdc3
title: Occurrence Download

description: A dataset containing 745447 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Country is one of (United States of America, Mexico, Canada)",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Vireo olivaceus (Linnaeus, 1766)"
 ]
}

 The dataset includes 745447 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066374-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uk5qyt
title: Occurrence Download

description: A dataset containing 1638 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Boana faber (Wied-Neuwied, 1821)"
 ]
}

 The dataset includes 1638 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0194311-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.