cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.23504832.v1
title: Reference conditions and threshold values for nitrate-nitrogen in New Zealand groundwaters

description: Management of groundwater quality is assisted by an understanding of reference conditions, which describe the concentration ranges expected for key substances in the absence of human impact. This study evaluates reference conditions for NO<sub>3</sub>–N in New Zealand groundwater based on three complementary methods: hierarchical cluster analysis, relationships to groundwater age, and regression against a measure of land-use impact. The three methods result in very similar national-scale estimates of reference conditions for NO<sub>3</sub>–N concentration in oxic, minimally impacted groundwater, with the 80th, 90th and 95th percentiles found to be 1.65 ± 0.12, 1.97 ± 0.14 and 2.32 ± 0.14 mg/l, respectively (weighted average ± 95% confidence level), in good general agreement with previous studies from New Zealand and overseas. Anoxic groundwaters were treated separately for definition of reference conditions, with the 80th and 90th percentiles of NO<sub>3</sub>–N found to be 0.04 ± 0.01 and 0.16 ± 0.01, respectively (the 95th percentile could not be estimated reliably). For both oxic and anoxic groundwater, where a site-specific investigation has not been conducted to estimate reference conditions at a local scale, we suggest that the 80th percentile is an appropriate national-scale default threshold, to match the thresholds used for surface waters under the Australian and New Zealand Guidelines for Fresh and Marine Water Quality.
DOI: 10.3535/7rj-9lc-5dc
title: Apatite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/l2y-774-61d
title: Wavellite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/585-yqf-4ab
title: Minerals

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/d3t-y7q-5ms
title: Minerals

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5xr-kvc-cq6
title: †Obolus Eichwald, 1829

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1el-crd-24h
title: Barite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/at6-y96-trn
title: †Aldanella attleborensis (Shaler & Foerste, 1888)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gh9-x4l-z18
title: Sandstone

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vwc-wp8-gj1
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/g4f-q5z-65e
title: Olivine

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/j5d-fpr-2dq
title: Marl

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/4hr-0zd-d5e
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/pkf-27j-ptl
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/mmp-k2s-hnm
title: Gypsum

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ps5-34w-1k3
title: Andalusite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ex2-g16-qr8
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/yvb-2jh-z42
title: Thallograptus sphaericola Öpik, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/mes-gj6-gtp
title: Temnograptus sp.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/pvg-754-32b
title: Apatite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vr2-1ns-h4h
title: Tourmaline

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.15468/dl.ktn6sv
title: Occurrence Download

description: A dataset containing 26001 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is Netherlands",
 "GadmGid is one of (NLD.4.70_2, NLD.4.76_1, NLD.4.14_1, NLD.4.17_1, NLD.4.64_1)",
 "TaxonKey is Animalia",
 "Year 2024-2025"
 ]
}

 The dataset includes 26001 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009927-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/7f7-f99-kf1
title: Axinite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/at5-3gs-7ad
title: Conglomerate

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.5131861.v1
title: Data from Adjusting to climate

description: A series of climate-relevant physiological traits measured in wild collected (F0) and lab-reared (F1) rainforest sunskinks (Lampropholis coggeri)<br>
DOI: 10.3535/pe1-hyv-8f2
title: †Spirifer Sowerby, 1818

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xcx-tyk-5cb
title: Schist

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/n4f-ttr-01n
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rzh-rc3-hfa
title: Phosphorite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1cy-kwr-532
title: †Nematopora granosa Ulrich, 1890

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/mmb-a80-xfx
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/c1e-0g3-xxb
title: Tourmaline

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/wjt-vnm-dyj
title: †Sowerbyella Jones, 1928

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1r1-mqg-9h7
title: Volcanic bomb

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/d99-1sm-l4r
title: Andradite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/57a-qg1-vad
title: Cyclocrinites C.E.I. von Eichwald, 1840

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/y43-1wa-nme
title: Cyclocrinites C.E.I. von Eichwald, 1840

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bwx-7j4-558
title: Vesuvianite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ydy-pgt-x92
title: †Holopea J. Hall, 1847

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/f6rjrn2w7g
title: Lightweight target detection for large-field ddPCR images based on improved YOLOv5

description: The dataset and code used in this study are crucial for advancing the accurate detection of positive microchambers in large-field ddPCR imaging. The provided dataset includes annotated ddPCR images in YOLO format, stored in the `ddpcr320/` folder. The codebase features the improved YOLOv5 model, integrating BiFPN, GhostConv, C3Ghost modules, SimAM attention mechanism, and network pruning, among other custom modifications. The `train.py` and `detect.py` scripts handle training and detection tasks, while `dataset.ipynb` demonstrates the dataset creation and splitting processes, as well as dataset processing and augmentation. The graphical user interface, developed using PyQt5 and implemented in `main_win.py`, facilitates image processing and result analysis for users. The project structure, `ddpcr_yolov5`, is systematically organized, with detailed instructions provided in the README.md file.
DOI: 10.3535/2lt-qk5-lp7
title: Zircon

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/46b-gvv-15q
title: Cyclocrinites C.E.I. von Eichwald, 1840

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/5gx84f674k
title: Data for: Studying the Effect of Bioswales on Nutrient Pollution in Urban Combined Sewer Systems

description: Water quality data contains nitrogen (total nitrogen, ammonium, nitrate, nitrite) and phosphorus (total phosphorus, phosphate) species for stormwater influent, infiltrate, and overflow for 572 samples over 42 storms at seven bioswales located in the Bronx, NYC.
DOI: 10.3535/9bd-pm5-xrq
title: Tourmaline

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dft-ffm-8va
title: Porphyry

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/73s-x83-cz3
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/w62-1zd-06h
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.15468/dl.7tvabw
title: Occurrence Download

description: A dataset containing 498 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Acer palmatum Thunb."
 ]
}

 The dataset includes 498 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009930-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/j3k-p6z-z5y
title: Cyclocrinites C.E.I. von Eichwald, 1840

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/pfn-nda-8mj
title: Biotite schist

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1wj-kcg-t9d
title: Anthophyllite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6x2-mj1-sle
title: Tourmaline

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1em-rk0-geq
title: Gneiss

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6a5-axx-n1x
title: õhik Schmidt ja Holm

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/3n5-dge-jva
title: Epidote

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/haz-8ae-qgf
title: †Bothriocidaris Eichwald, 1860

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/vwdt9bj7n6
title: Current Status of Endocrine Instruction in Medical School Education Online Survey

description: Objective: To characterize the current landscape of pre-clinical medical endocrine education in United States (U.S.) allopathic medical schools.

Methods: U.S. endocrine curriculum directors were asked to voluntarily complete a 16-question emailed survey surveying the status of endocrine pre-clinical education at their medical school. 

Results: There were 69 of 155 (45%) endocrine block director respondents who completed the online survey between July to Sept 2021. A larger incoming class, a longer duration of an endocrine curriculum, and the offering of a separate endocrine curriculum (i.e. apart from the teaching of other organ systems) were each independently associated with an increased number of faculty teaching the course. Schools that used a gland/organ-based curriculum only and those that used a combination of gland/organ with topic based were differed significantly in their use of large lectures, small groups, and several curriculum components including point of care glucose testing, continuous glucose monitoring, and insulin pumps.  

Conclusion: This survey study reports the current landscape of preclinical endocrine education in the U.S. and describes opportunities to improve interest in pursuing endocrinology as a career.
DOI: 10.3535/76w-acg-fbp
title: Datolite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9m6-hh8-f9y
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xvj-wrs-6z7
title: Topaz

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5z1-353-c9b
title: Hemimorphite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/esd-h9h-6de
title: Gypsum

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/v9k-0zt-n1t
title: Albite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/wyv-mel-ewx
title: Brucite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9kn-dx6-scq
title: Rhodonite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/af7-4aq-j9v
title: marble

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/e43-rr4-dr3
title: Topaz

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/f7v-e99-wxl
title: Chabazite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/pzz-ckb-j9a
title: Calcite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gzj-d20-0v0
title: Scapolite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tz0-j0t-02g
title: Gypsum

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/3zj-yev-5qg
title: Quartz

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7eg-1lw-10y
title: ores

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/c48-eel-fd8
title: Sphalerite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/efk-8wx-wnl
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jsx-a8w-tl4
title: Scapolite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tlj-g4t-9r8
title: Siderite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/m7p-r2z-vr4
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/yh8-zaj-9x2
title: Microcline

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/12h-ffv-pmr
title: Porphyry

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/r72-tfw-a0h
title: Triplite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/7ykrj6rj6h
title: Processed data-Dynamic softening behavior of Ti-6.5Al-2Sn-4Zr-4Mo-1W-0.2Si alloy with lamellar starting microstructure during hot deformation

description: The processed data includes strain-rate sensitivity exponent, deformation activation energy, power dissipation distribution and Poliak-Jonas criterion of Ti-6.5Al-2Sn-4Zr-4Mo-1W-0.2Si alloy corresponding to different deformation parameters. The comparison between predicted flow curves from the constitutive model and experimental true stress-strain curves was presented.
DOI: 10.3535/bfr-y6k-0sw
title: Polyhalite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vdk-zh9-ggy
title: Chrysocolla

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/1w4-2r6-e9h
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6tk-9x0-kw9
title: Apatite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hyk-vfa-ae3
title: Porphyrite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/nrv-gnz-rfh
title: Trachyte

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.25018862.v1
title: Bias Benchmark Set

description: "Bias" maximum cut benchmark problem set for the paper "<i>An Integrated Coupled Oscillator Network to Solve</i><br><i>Optimization Problems</i>"More information available on the project page.
DOI: 10.3535/7lv-vss-ywa
title: Trachyte

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xj5-atq-5q0
title: Phonolite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.5281/zenodo.15100788
title: Data products from "Studying Binary Systems in Omega Centauri with MUSE: II. Observational constraints on the orbital period distribution"

description: This repository contains the data products of the publication:Saracino et al. (2025): "Studying Binary Systems in Omega Centauri with MUSE: II. Observational constraints on the orbital period distribution"

A detailed description of the data products is given in the accompanying paper and in the README file attached. Please cite the paper when using this work.

The catalog is provided as a .csv file. In case of any questions, feel free to contact us using sara.saracino@inaf.it
DOI: 10.5281/zenodo.15100789
title: Data products from "Studying Binary Systems in Omega Centauri with MUSE: II. Observational constraints on the orbital period distribution"

description: This repository contains the data products of the publication:Saracino et al. (2025): "Studying Binary Systems in Omega Centauri with MUSE: II. Observational constraints on the orbital period distribution"

A detailed description of the data products is given in the accompanying paper and in the README file attached. Please cite the paper when using this work.

The catalog is provided as a .csv file. In case of any questions, feel free to contact us using sara.saracino@inaf.it
DOI: 10.3535/ttq-8jf-1en
title: Minerals

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/wh9-b85-r4d
title: Gahnite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tq9-bnq-phy
title: Magnetite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xb2-3xh-5p3
title: Magnesite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dfe-3lt-pkr
title: Anhydrite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jtp-f4q-h7s
title: Gahnite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/948-10y-zlr
title: Platycladus Spach

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9mw-28t-0z5
title: Hematite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0pn-f9f-pa8
title: Calcite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hds-dxa-tby
title: limestone

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/z7p-9eb-tfe
title: Barite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7d5-s3z-ezn
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/h6h-5cx-zg0
title: Barite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.15468/dl.5pp95t
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-123.3651217403063 41.763193832565776, -123.36851257056271 41.76255188484953, -123.3716708578875 41.761426888258185, -123.37447517101926 41.75986210694991, -123.37681771457646 41.75791771308869, -123.37860847571086 41.75566846859861, -123.37977868175174 41.753200846020285, -123.38028343619754 41.75060970003967, -123.38010343280915 41.747994618420414, -123.37924568365013 41.745456093156925, -123.37774323521165 41.743091659254254, -123.37565388572348 41.74099214942186, -123.37305795487983 41.73923820816785, -123.37005519307323 41.7378971985327, -123.36676094953737 41.737020619443506, -123.3633017464254 41.7366421320137, -123.35981042786078 41.73677626981924, -123.35642106867327 41.737417882128646, -123.35326383636725 41.73854233121749, -123.35046000158702 41.74010643627989, -123.34811728688952 41.742050128104204, -123.34632573117754 41.74429875164501, -123.34515422808906 41.74676592889568, -123.34464787158934 41.74935687296728, -123.34482621181579 41.75197202683504, -123.34568248990597 41.75451088750532, -123.34718388332563 41.75687586891045, -123.34927275446213 41.75897605498872, -123.35186885644589 41.76073069827968, -123.35487241283 41.76207232886408, -123.35816795341347 41.76294935328101, -123.36162875857947 41.76332804261982, -123.3651217403063 41.763193832565776))",
 "Year is one of (2019, 2020, 2021, 2022, 2023, 2024, 2025)",
 "KingdomKey is one of (Animalia, Fungi, Plantae)"
 ]
}

 The dataset includes 48 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009928-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/5qh-zvj-weg
title: Titanite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ds6-l97-4v0
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/f32-qvj-l05
title: Gastropoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.