cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/cxjrb79y63
title: De-identified EHR for Obstetric and Maternal Care Dataset

description: The dataset contains anonymized clinical information standardized using the OMOP Common Data Model version 5.4, corresponding to the clinical profiles of 23,879 women aged 18 to 47 years who received care in the Gynecology and Obstetrics Department of the Clínica Universitaria Bolivariana (CUB) between 2015 and 2017. Each patient has at least one visit related to pregnancy, childbirth, and/or the postpartum period, documented through both structured data and unstructured clinical notes.

In total, the database comprises:

200,070 clinical observations,

143,385 documented clinical conditions,

2,494,424 clinical measurements,

3,776,555 clinical notes in natural language,

all of which collectively form a comprehensive and cohesive set of obstetric clinical events linked through primary and foreign keys.

The dataset consists of seven files: six CSV tables and one .ipynb notebook containing the exploratory data analysis (EDA). Each CSV file adheres to the OMOP v5.4 Common Data Model, ensuring interoperability and enabling comparative analyses with other standardized healthcare databases. Formal descriptions of tables and attributes are available in the official OHDSI documentation, including the Concept table, which references international medical terminologies such as SNOMED CT, LOINC, and RxNorm.

The files included are:

01_Person: contains the person_id and demographic information.

02_Visit: documents each medical visit (89,893 records).

03_Observation: includes coded clinical observations (200,070 records).

04_Condition: records diagnoses and reasons for consultation (143,385 records).

05_Measurement: stores quantitative and qualitative clinical measurements (2,494,424 records).

06_Note: contains clinical notes in natural language (3,776,555 records).

07_Notebook: an .ipynb file with the exploratory data analysis.

A hierarchical relational structure underlies the dataset: each 01_Person is associated with at least one 02_Visit, which in turn links to 03_Observation, 04_Condition, 05_Measurement, and 06_Note. The person_id field functions as the central key enabling reconstruction of full clinical cases across all tables.

Because the dataset is fully standardized to OMOP v5.4 — including structured data and unstructured clinical notes — it represents a robust source for real-world evidence generation, supporting advances in research, clinical surveillance, maternal health analytics, and outcomes-driven medicine.
DOI: 10.3535/2k6-k7y-lw7
title: Diacrisia sannio (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/cxjrb79y63.1
title: De-identified EHR for Obstetric and Maternal Care Dataset

description: The dataset contains anonymized clinical information standardized using the OMOP Common Data Model version 5.4, corresponding to the clinical profiles of 23,879 women aged 18 to 47 years who received care in the Gynecology and Obstetrics Department of the Clínica Universitaria Bolivariana (CUB) between 2015 and 2017. Each patient has at least one visit related to pregnancy, childbirth, and/or the postpartum period, documented through both structured data and unstructured clinical notes.

In total, the database comprises:

200,070 clinical observations,

143,385 documented clinical conditions,

2,494,424 clinical measurements,

3,776,555 clinical notes in natural language,

all of which collectively form a comprehensive and cohesive set of obstetric clinical events linked through primary and foreign keys.

The dataset consists of seven files: six CSV tables and one .ipynb notebook containing the exploratory data analysis (EDA). Each CSV file adheres to the OMOP v5.4 Common Data Model, ensuring interoperability and enabling comparative analyses with other standardized healthcare databases. Formal descriptions of tables and attributes are available in the official OHDSI documentation, including the Concept table, which references international medical terminologies such as SNOMED CT, LOINC, and RxNorm.

The files included are:

01_Person: contains the person_id and demographic information.

02_Visit: documents each medical visit (89,893 records).

03_Observation: includes coded clinical observations (200,070 records).

04_Condition: records diagnoses and reasons for consultation (143,385 records).

05_Measurement: stores quantitative and qualitative clinical measurements (2,494,424 records).

06_Note: contains clinical notes in natural language (3,776,555 records).

07_Notebook: an .ipynb file with the exploratory data analysis.

A hierarchical relational structure underlies the dataset: each 01_Person is associated with at least one 02_Visit, which in turn links to 03_Observation, 04_Condition, 05_Measurement, and 06_Note. The person_id field functions as the central key enabling reconstruction of full clinical cases across all tables.

Because the dataset is fully standardized to OMOP v5.4 — including structured data and unstructured clinical notes — it represents a robust source for real-world evidence generation, supporting advances in research, clinical surveillance, maternal health analytics, and outcomes-driven medicine.
DOI: 10.3535/5v0-jwj-4k9
title: Diacrisia sannio (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ny0-xmf-5m4
title: Aglais urticae (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/m2e-n7x-fav
title: Parastichtis suspecta Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yc6-e7m-g1e
title: Boloria aquilonaris (Stichel, 1908)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yk8-3n1-7kv
title: Crypsedra gemmea Treitschke, 1825

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/mrzy33s3ts
title: flyingspot-undersampling

description: The totally pre-processed data from the camera isn't included here, as it is weighing 2GB. 
It means that the first few sections from the Matlab code won't work, but everything is available
starting from the section 3 "Linear Régressions". 

Links to relevant repos 

https://github.com/liuyang12/3DCS/tree/master/packages/TVAL3_beta2.4

https://pylops.readthedocs.io/

https://github.com/humatic/pylbfgs The setup.py file from the repo didn't work form me
So the version I used is included here, but some modifications will be needed on a different machine.
Not sure if it is Windows-compatible. Good luck!
DOI: 10.3535/cps-zq5-e3p
title: Aglais urticae (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/qlf-rxc-alq
title: Amphipoea fucosa Freyer, 1830

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xw4-6ev-wmq
title: Aglais urticae (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/mrzy33s3ts.1
title: flyingspot-undersampling

description: The totally pre-processed data from the camera isn't included here, as it is weighing 2GB. 
It means that the first few sections from the Matlab code won't work, but everything is available
starting from the section 3 "Linear Régressions". 

Links to relevant repos 

https://github.com/liuyang12/3DCS/tree/master/packages/TVAL3_beta2.4

https://pylops.readthedocs.io/

https://github.com/humatic/pylbfgs The setup.py file from the repo didn't work form me
So the version I used is included here, but some modifications will be needed on a different machine.
Not sure if it is Windows-compatible. Good luck!
DOI: 10.3535/cxa-s8v-qxf
title: Erebia lappona Thunberg, 1791

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/jxd-b26-jc6
title: Parastichtis suspecta Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rqd-cp3-hgz
title: Agriphila inquinatella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/3ytdwc2mz9
title: Ice-Cold subtitling data

description: Netflix-Ice-Cold dataset
DOI: 10.3535/fnn-n7w-p6g
title: Parastichtis suspecta Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/w42-jzk-m09
title: Agriphila inquinatella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/1wm-dzq-n74
title: Conistra (Conistra) vaccinii (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/329-he2-ky2
title: Lycaena Fabricius, 1807

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/3ytdwc2mz9.1
title: Ice-Cold subtitling data

description: Netflix-Ice-Cold dataset
DOI: 10.3535/36y-asb-c0n
title: Scopariinae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/rwh-qa1-3sc
title: Cyaniris semiargus (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/16v-bfr-j0m
title: Agrochola (Anchoscelis) Guenée, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/lxa-lr8-yzr
title: Conistra (Conistra) vaccinii (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/zbcrsz2mx9
title: Transient photoconductivity probe data of morphology-induced Bismuth-Oxysulfide obtained at 120 GHz

description: Bismuth-Oxyselenide as we know, is an indirect band gap high electron mobility layered material behaving as a 2D Van der Waals with the band-gap ~0.8 eV. This material has become an important candidate for its use as an electronic/optoelectronic material. However, its sister candidate, Bismuth Oxy-Sulfide with band gap 1.1 eV is less studied and also has potential to become a strong material for photodetection, and photocatalytic applications. For this purpose, in the year 2023, we studied the in-house fabricated (drop casted) nanosheet samples1 using the time-resolved millimeter wave conductivity (TRmmWC) system2 once with, and another time without HH. We note morphology-induced photoconductivity modulation of these nanostructures when hydrazine hydrate (HH) thins out the structure itself, resulting in faster carrier trapping time. HH is expected to reduce the number of deep traps resulting in slow initial decay, and also induce narrow tail states, higher mobility, and also suppressed thermal hopping mechanism in the sample. TRmmWC is more sensitive to the charge carriers than the excitons; Zero-bias Schottky diode (ZBD) with a responsivity ~ 1.6 V/W and 3.2V/mW are used for signal detection in transmission and reflection arrangements, respectively. Stimulus of Bi2O2S is provided using a 532 nm DPSS laser with a pulse-width of 0.69 ns repeated every millisecond. Intensity of this laser provides a fluence 10.1µJ/cm2 with a spot size ~ 23.75 square mm and probed with D-band signal with a pot size approximately 6.6 square mm (ratio: ~4:1). The idea of performing this experiment was to collect probe data that denotes changes in photoemission induced transmission voltages (RF transients) and dark (no laser stimulus) dc responses of Bi2O2S transmitted through sample at 120 GHz. An Elva-1 cavity-stabilized IMPATT diode oscillator (CIDO) was operated to provide the probe signal to the open-air TRmmWC system2. The RF output files comprise three data files: one on the data obtained when the nanosheet sample has no HH, another with the sample having HH, and a background file. The background file needs to be subtracted from the signal file each time any numerical analysis is performed. These files are ASCII-delimited comma-separated variable (.csv) files obtained after low noise amplification (LNA) with a gain of 35.7 and averaging about 10,000 times. Column 1 represents the delay (seconds), and column 2 is the RF voltage (Volts) after amplification. The DC transmission voltages (120 GHz) through sample when laser is off/on for sample with HH -327.7mV/-289mV, and without HH: -326.4mV/-326.6mV. Due to the presence of HH in these nanosheets, crystallinity is boosted, and the fitted parameters (in Ref. 1) suggest that HH induces rapid carrier trapping. A refined modeling study might be useful for a comparison.
DOI: 10.3535/5p1-m11-2vh
title: Euphydryas Scudder, 1872

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/m6b-ndp-51d
title: Cucullia gnaphalii (Hübner, 1813)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/fdj-ntr-2fl
title: Gortyna flavago [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/nvh-9l1-xkt
title: Phragmatiphila nexa Hübner, 1808

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/zbcrsz2mx9.1
title: Transient photoconductivity probe data of morphology-induced Bismuth-Oxysulfide obtained at 120 GHz

description: Bismuth-Oxyselenide as we know, is an indirect band gap high electron mobility layered material behaving as a 2D Van der Waals with the band-gap ~0.8 eV. This material has become an important candidate for its use as an electronic/optoelectronic material. However, its sister candidate, Bismuth Oxy-Sulfide with band gap 1.1 eV is less studied and also has potential to become a strong material for photodetection, and photocatalytic applications. For this purpose, in the year 2023, we studied the in-house fabricated (drop casted) nanosheet samples1 using the time-resolved millimeter wave conductivity (TRmmWC) system2 once with, and another time without HH. We note morphology-induced photoconductivity modulation of these nanostructures when hydrazine hydrate (HH) thins out the structure itself, resulting in faster carrier trapping time. HH is expected to reduce the number of deep traps resulting in slow initial decay, and also induce narrow tail states, higher mobility, and also suppressed thermal hopping mechanism in the sample. TRmmWC is more sensitive to the charge carriers than the excitons; Zero-bias Schottky diode (ZBD) with a responsivity ~ 1.6 V/W and 3.2V/mW are used for signal detection in transmission and reflection arrangements, respectively. Stimulus of Bi2O2S is provided using a 532 nm DPSS laser with a pulse-width of 0.69 ns repeated every millisecond. Intensity of this laser provides a fluence 10.1µJ/cm2 with a spot size ~ 23.75 square mm and probed with D-band signal with a pot size approximately 6.6 square mm (ratio: ~4:1). The idea of performing this experiment was to collect probe data that denotes changes in photoemission induced transmission voltages (RF transients) and dark (no laser stimulus) dc responses of Bi2O2S transmitted through sample at 120 GHz. An Elva-1 cavity-stabilized IMPATT diode oscillator (CIDO) was operated to provide the probe signal to the open-air TRmmWC system2. The RF output files comprise three data files: one on the data obtained when the nanosheet sample has no HH, another with the sample having HH, and a background file. The background file needs to be subtracted from the signal file each time any numerical analysis is performed. These files are ASCII-delimited comma-separated variable (.csv) files obtained after low noise amplification (LNA) with a gain of 35.7 and averaging about 10,000 times. Column 1 represents the delay (seconds), and column 2 is the RF voltage (Volts) after amplification. The DC transmission voltages (120 GHz) through sample when laser is off/on for sample with HH -327.7mV/-289mV, and without HH: -326.4mV/-326.6mV. Due to the presence of HH in these nanosheets, crystallinity is boosted, and the fitted parameters (in Ref. 1) suggest that HH induces rapid carrier trapping. A refined modeling study might be useful for a comparison.
DOI: 10.3535/34z-4cp-cz7
title: Exaeretia ciniflonella Zeller, 1846

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dbw-866-dn5
title: Phycitodes albatella Ragonot, 1887

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/k9p-cag-nt0
title: Agrochola (Anchoscelis) Guenée, 1839

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ves-pax-wzx
title: Parastichtis suspecta Hübner, 1809

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/9cfb4r7tbb
title: High serum extracellular vesicle lncRNA AC073912.1 predicts IR in pediatric obesity

description: 1.Characterization of Extracellular Vesicles (EVs): The study isolated and characterized EVs from the serum of lean and obese children with insulin resistance (IR). The EVs had similar morphological characteristics, and there were no significant differences between the groups in terms of size or markers.

2.Upregulation of LncRNA AC073912.1: The study found that lncRNA AC073912.1 is significantly upregulated and enriched in the EVs of obese children with IR. This lncRNA was highly protected from degradation and was primarily encapsulated in EVs, suggesting its role in the pathogenesis of obesity and IR.

3.Correlation Between AC073912.1 and IR: The levels of AC073912.1 in serum EVs were positively correlated with obesity and IR. It was found to correlate with BMI, fasting insulin, HOMA-IR, and triglyceride levels, which are indicative of metabolic dysfunction.

4.Diagnostic Value of AC073912.1: ROC analysis showed that AC073912.1 alone has moderate diagnostic value for IR in obese children. However, when combined with insulin measurements, it improved diagnostic accuracy, especially in identifying IR in children with confirmed IR.

5.Functional Role of AC073912.1 in Hepatic IR: Overexpression of AC073912.1 in hepatocytes impaired insulin signaling and glucose uptake, contributing to hepatic insulin resistance.
DOI: 10.3535/j8n-scb-0n8
title: Agriphila inquinatella [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/e7l-122-cvd
title: Euphydryas Scudder, 1872

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/9cfb4r7tbb.1
title: High serum extracellular vesicle lncRNA AC073912.1 predicts IR in pediatric obesity

description: 1.Characterization of Extracellular Vesicles (EVs): The study isolated and characterized EVs from the serum of lean and obese children with insulin resistance (IR). The EVs had similar morphological characteristics, and there were no significant differences between the groups in terms of size or markers.

2.Upregulation of LncRNA AC073912.1: The study found that lncRNA AC073912.1 is significantly upregulated and enriched in the EVs of obese children with IR. This lncRNA was highly protected from degradation and was primarily encapsulated in EVs, suggesting its role in the pathogenesis of obesity and IR.

3.Correlation Between AC073912.1 and IR: The levels of AC073912.1 in serum EVs were positively correlated with obesity and IR. It was found to correlate with BMI, fasting insulin, HOMA-IR, and triglyceride levels, which are indicative of metabolic dysfunction.

4.Diagnostic Value of AC073912.1: ROC analysis showed that AC073912.1 alone has moderate diagnostic value for IR in obese children. However, when combined with insulin measurements, it improved diagnostic accuracy, especially in identifying IR in children with confirmed IR.

5.Functional Role of AC073912.1 in Hepatic IR: Overexpression of AC073912.1 in hepatocytes impaired insulin signaling and glucose uptake, contributing to hepatic insulin resistance.
DOI: 10.3535/vnc-h2t-8tv
title: Crypsedra gemmea Treitschke, 1825

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/hbb-lw4-y3w
title: Lasionycta Aurivillius, 1892

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/ryh-w9t-gx5
title: Cyaniris semiargus (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/dwr-3wd-49x
title: Scopariinae

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/znw-xmz-3p3
title: Euphydryas Scudder, 1872

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/bkc-tma-wb7
title: Lasionycta Aurivillius, 1892

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/yem-hfz-j4b
title: Cucullia gnaphalii (Hübner, 1813)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/vjxhh2n9jy
title: neair-neighbor_aware_inductive_reasoning_for_kgc

description: paper code
DOI: 10.3535/4rk-z6b-04q
title: Euphydryas Scudder, 1872

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/whz-qza-95y
title: Dypterygia scabriuscula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/c2v-tx4-7cf
title: Exaeretia ciniflonella Zeller, 1846

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/wty-qw0-enn
title: Cyaniris semiargus (von Rottemburg, 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.17632/vjxhh2n9jy.1
title: neair-neighbor_aware_inductive_reasoning_for_kgc

description: paper code
DOI: 10.3535/4qe-fa4-p78
title: Conistra (Conistra) vaccinii (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/2zh-wts-96h
title: Orgyia (Telochurus) recens (Hübner, 1819)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/9kd-aa8-dcf
title: Lycaena phlaeas (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.