cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28230062
title: Stages of waste upcycling by 3D models

description: 3D models showing Stages of upcycling of household waste and agro-waste by 2 stages of capsulation into Artworks and furniture pieces.
DOI: 10.5281/zenodo.14678995
title: Dataset_Bawa_GEB
DOI: 10.5281/zenodo.14678996
title: Dataset_Bawa_GEB
DOI: 10.6073/pasta/6ecf89d45886fd2b6fe8b4cacbb34653
title: Periphyton Biomass Accumulation from the Shark River and Taylor Sloughs, Everglades National Park (FCE LTER), South Florida, USA, January 2003 - ongoing

description: Periphyton biomass was measured quarterly at three replicate locations (1, 2, and 3) at FCE LTER marsh sites (SRS 1-3; TS/Ph 1-3). A 1-m2 plot was placed in the marsh and percent cover of periphyton was visually estimated, including cover on the water surface (floating), plant stems (epiphytic), and on the bottom (benthic). Periphyton was then harvested from the quadrats into a 2000 ml perforated graduated cylinder and the volume measured. A 120-ml subsample was removed and taken back to the laboratory for analysis. Data provided include percent cover by substrate, dry, ash, and ash-free dry mass per area, chlorophyll a per gram ash-free dry mass and per area, and the total phosphorus, nitrogen and carbon concentration on a dry weight basis. This is part of a continuous data collection to test the hypothesis that phosphorus and hydrology interact to influence periphyton abundance in Everglades marshes.
DOI: 10.15468/dl.s8yvkw
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "GadmGid is BRA.1_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Cactaceae"
 ]
}

 The dataset includes 33 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000299-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6agsx8
title: Occurrence Download

description: A dataset containing 563 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Objetos de conservación del Área Marina Costera Protegida de Múltiples Usos, Pitipalena-Añihue)",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84, Continent derived from coordinates, The taxon ID was not used in backbone matching)",
 "OccurrenceStatus is Present",
 "TaxonKey is Mytilus chilensis Hupé, 1854",
 "Year 2000-2024"
 ]
}

 The dataset includes 563 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000298-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14680673
title: 호지 추측 6

description: https://chatgpt.com/share/678a42f8-3fdc-800e-ba8c-b6b94de68e4c
DOI: 10.5281/zenodo.14680674
title: 호지 추측 6

description: https://chatgpt.com/share/678a42f8-3fdc-800e-ba8c-b6b94de68e4c
DOI: 10.6084/m9.figshare.28230068
title: Effectiveness of medical diagnosis versus diagnostic artificial intelligence algorithms in detecting communicable diseases

description: Database of notifiable diseases with diagnosis by physician versus diagnosis by artificial intelligence
DOI: 10.6084/m9.figshare.28230071
title: Supplemental Table 1Supplemental Table 2

description: Supplemental Table 1. Participants' characteristics by disease progression.Supplemental Table 2. Predicted power analysis by metabolic outcome.
DOI: 10.6084/m9.figshare.28230071.v1
title: Supplemental Table 1Supplemental Table 2

description: Supplemental Table 1. Participants' characteristics by disease progression.Supplemental Table 2. Predicted power analysis by metabolic outcome.
DOI: 10.15468/dl.zswk86
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rhinella achavali (Maneyro, Arrieta & de Sá, 2004)"
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000304-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/10499271
title: Population and Employment Dataset
DOI: 10.6084/m9.figshare.28230011
title: de_identified_metadata.xlsx

description: Metadata of an unbiased proteomics study that measures the effect of ETI on inflammatory proteins.
DOI: 10.6084/m9.figshare.28230011.v1
title: de_identified_metadata.xlsx

description: Metadata of an unbiased proteomics study that measures the effect of ETI on inflammatory proteins.
DOI: 10.6084/m9.figshare.28230014
title: NPX_Olink.xlsx

description: Unbiased proteomics approach to measure the effect of ETI on inflammatory proteins. Plasma from 20 pediatric pwCF and 20 non-CF (NCF) was collected during routine examinations and 3 months after ETI initiation. Protein screening was performed with an inflammation panel (Target 96, Olink®). Bioinformatics analysis was used to determine changes in protein expression.
DOI: 10.6084/m9.figshare.28230014.v1
title: NPX_Olink.xlsx

description: Unbiased proteomics approach to measure the effect of ETI on inflammatory proteins. Plasma from 20 pediatric pwCF and 20 non-CF (NCF) was collected during routine examinations and 3 months after ETI initiation. Protein screening was performed with an inflammation panel (Target 96, Olink®). Bioinformatics analysis was used to determine changes in protein expression.
DOI: 10.6084/m9.figshare.28230017
title: NormalizedData_wMetaData.xlsx

description: Normalized unbiased proteomics approach to measure the effect of ETI on inflammatory proteins. Plasma from 20 pediatric pwCF and 20 non-CF (NCF) was collected during routine examinations and 3 months after ETI initiation. Protein screening was performed with an inflammation panel (Target 96, Olink®). Bioinformatics analysis was used to determine changes in protein expression.
DOI: 10.6084/m9.figshare.28230017.v1
title: NormalizedData_wMetaData.xlsx

description: Normalized unbiased proteomics approach to measure the effect of ETI on inflammatory proteins. Plasma from 20 pediatric pwCF and 20 non-CF (NCF) was collected during routine examinations and 3 months after ETI initiation. Protein screening was performed with an inflammation panel (Target 96, Olink®). Bioinformatics analysis was used to determine changes in protein expression.
DOI: 10.15468/dl.tu2n4v
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Porotermes quadricollis (Rambur, 1842)"
 ]
}

 The dataset includes 47 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000306-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5kstp4
title: Occurrence Download

description: A dataset containing 144152 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sorghum bicolor (L.) Moench"
 ]
}

 The dataset includes 144152 records from 679 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000296-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jjfnu3
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Mitrastemonaceae"
 ]
}

 The dataset includes 14 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000307-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28230053
title: Reaction SMILES <b>CRD</b> 1.37M dataset

description: <pre>Collection of reaction SMILES (reactants, reagents, solvents, products) 1.37M lines total from patent literature (USPTO 1976 - 2024) and from academic literature (2.5% total). Data converted from existing USPTO dataset <sup>1</sup><sup>]</sup> and data generated by parsing by custom design. Data extraction by OSCAR (semantic) or ChatGPT (LLM), molecule identification by OPSIN and custom synonym list. All SMILES are RDKit-safe with duplicate reactions removed. Please note that the data have been collected in an semi-automated process, the dataset is certainly not without errors.More information on https://kmt.vander-lingen.nl.<br><br><sup>1]</sup> Chemical reactions from US patents (1976-Sep2016), Daniel Lowe. Link.</pre>
DOI: 10.48366/r1355351
title: A Catalog of DeepMind's LLMs including their seminal Chinchilla model

description: Coming from researchers at DeepMind, in their 2022 paper "Training Compute-Optimal Large Language Models," often called the "Chinchilla paper," it explored the ideal size and training data volume for language models within a set compute budget. The study suggested that many 100B parameter models, like GPT-3, might be over-parameterized and under-trained. They proposed that smaller models could match the performance of larger ones if trained on more extensive datasets.

The Chinchilla paper highlights that the best training dataset size for a model is roughly 20 times its parameter count. For instance, a 70B parameter model needs 1.4 trillion tokens for optimal training. Models like GPT-3, OPT, and BLOOM, with 175B parameters, were trained on suboptimal dataset sizes, potentially under-training them. In comparison, LLaMA 65B was trained near the Chinchilla's recommended size. Notably, the compute-optimal Chinchilla model surpassed models like GPT-3 in various tasks. Given these findings, there's a shift towards developing efficient smaller models, challenging the previous "bigger is always better" trend.

This comparison characteristically describes Chinchilla as well as other models from DeepMind on certain salient properties of LLMs.
DOI: 10.15468/dl.sccazk
title: Occurrence Download

description: A dataset containing 462369 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Stercorarius parasiticus (Linnaeus, 1758))",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950",
 "OccurrenceStatus is Present",
 "DistanceFromCentroidInMeters is greater than or equal to 2000"
 ]
}

 The dataset includes 462369 records from 344 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000297-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.arspjn
title: Occurrence Download

description: A dataset containing 25382 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Norwegian Biodiversity Information Centre - Other datasets, Natural England Marine Monitoring surveys, Seasearch Marine Surveys in England, Conchological Society of Great Britain & Ireland: marine mollusc records, Marine data from Natural Resources Wales (NRW) Technical Support (Research & Monitoring) Contracts, Wales, Department of Agriculture Environment and Rural Affairs (DAERA) Marine and Fisheries Division Marine Survey Data, Artportalen)",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84, Continent derived from coordinates, The taxon ID was not used in backbone matching)",
 "OccurrenceStatus is Present",
 "TaxonKey is Mytilus edulis Linnaeus, 1758",
 "Year 2000-2024"
 ]
}

 The dataset includes 25382 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000309-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pq2hr8
title: Occurrence Download

description: A dataset containing 2732 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhinella humboldti (Gallardo, 1965)"
 ]
}

 The dataset includes 2732 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000310-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5fd55g
title: Occurrence Download

description: A dataset containing 175993 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Juniperus oxycedrus L."
 ]
}

 The dataset includes 175993 records from 578 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000300-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wt3ypw
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Liolaemus pleopholis Laurent, 1998"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086777-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zrjefv
title: Occurrence Download

description: A dataset containing 370220 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((93.87 -2.85,93.87 30.80,149.24 30.80,149.24 -2.85,93.87 -2.85))"
 ]
}

 The dataset includes 370220 records from 327 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014309-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j6udj8
title: Occurrence Download

description: A dataset containing 414 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Centaurea cyanoides Berggr. & Wahlenb."
 ]
}

 The dataset includes 414 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086807-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s4pk3c
title: Occurrence Download

description: A dataset containing 13677 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "Continent is Asia",
 "CoordinateUncertaintyInMeters 0.0-13000.0",
 "Geometry POLYGON((113.75317 20.59162,193.28122 20.59162,193.28122 74.07986,113.75317 74.07986,113.75317 20.59162))",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Solidago gigantea Aiton, Athyrium melanolepis (Franch. & Sav.) Christ, Streptopus streptopoides (Ledeb.) Frye & Rigg, Sorbus matsumurana (Makino) Koehne, Trautvetteria palmata Fisch. & C.A.Mey., Streptopus amplexifolius (L.) DC., Maianthemum yesoense (Franch. & Sav.) LaFrankie, Veratrum oxysepalum Turcz., Weigela middendorffiana C.Koch, Dryopteris austriaca (Jacq.) Woyn., Galium kamtschaticum Steller ex Schult. & Schult.f., Sorbus commixta Hedl., Sasa kurilensis (Rupr.) Makino & Shibata, Epilobium angustifolium L., Sorbus sambucifolia (Cham. & Schltdl.) M.Roem., Thalictrum minus L., Dryopteris expansa (C.Presl) Fraser-Jenk. & Jermy, Viola selkirkii Pursh ex Goldie, Veratrum albiflorum Tolm., Jacobaea cannabifolia (Less.) E.Wiebe, Filipendula camtschatica (Pall.) Maxim., Alnus alnobetula subsp. maximowiczii (Callier) Chery, Duschekia maximowiczii (Callier) Pouzar, Phegopteris connectilis (Michx.) Watt, Geranium erianthum DC., Solidago cuprea Juz., Saussurea pseudotilesii Lipsch., Spiraea betulifolia Pall., Maianthemum dilatatum (Alph.Wood) A.Nelson & J.F.Macbr., Lysimachia europaea (L.) U.Manns & Anderb., Cirsium kamtschaticum Ledeb. ex DC., Cirsium schantarense Trautv. & C.A.Mey., Alnus alnobetula subsp. fruticosa (Rupr.) Raus, Duschekia fruticosa (Rupr.) Pouzar, Betula ermanii Cham., Calamagrostis purpurea (Trin.) Trin.)"
 ]
}

 The dataset includes 13677 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038338-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.syz0l2
title: Occurrence Download

description: A dataset containing 127 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abies guatemalensis Rehd.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 127 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014310-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nthx7c
title: Occurrence Download

description: A dataset listing the 23980 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Living Specimen, Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Occurrence evidence)",
 "Continent is Oceania",
 "TaxonKey is Hymenoptera"
 ]
}

 The dataset's 23980 records were derived from 313 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039298-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.swnf9u
title: Occurrence Download

description: A dataset containing 302 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvia elegans Vahl",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 302 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014311-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xncf3q
title: Occurrence Download

description: A dataset containing 392 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Centaurea cuneifolia Sm."
 ]
}

 The dataset includes 392 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086791-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uat3e4
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Trimeresurus medoensis Zhao, 1977"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038343-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.il6rqn
title: Occurrence Download

description: A dataset containing 702 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pinus patula Schiede ex Schltdl. & Cham."
 ]
}

 The dataset includes 702 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014311-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b8dpwk
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Convolvulus gortschakovii Schrenk"
 ]
}

 The dataset includes 66 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039302-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sfte3p
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Centaurea cuspidata Vis."
 ]
}

 The dataset includes 33 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086801-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uhiyza
title: Occurrence Download

description: A dataset containing 53664 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Empidonax hammondii (Xantus de Vesey, 1858)"
 ]
}

 The dataset includes 53664 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014312-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d9xdav
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cheirostylis merrillii (Ames & Quisumb.) Ormerod"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086806-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uwmbj9
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Convolvulus tragacanthoides Turcz."
 ]
}

 The dataset includes 125 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039290-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wuopih
title: Occurrence Download

description: A dataset containing 339 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acrochordus arafurae Mcdowell, 1979",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 339 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014312-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ngq374
title: Occurrence Download

description: A dataset containing 656 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ledebouria revoluta (L.f.) Jessop",
 "HasCoordinate is true"
 ]
}

 The dataset includes 656 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039481-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.