cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/dj3745p2cy
title: A Multifaceted Approach to Gender Bias Detection in Bengali

description: This project explores the critical issue of gender bias in the Bengali language by taking a multidimensional approach to detection. In a world where language reflects and shapes our social realities, it's essential to identify and address biases that can influence perceptions and reinforce stereotypes.
By combining techniques from natural language processing (NLP), machine learning, and linguistic analysis, the project aims to uncover both overt and subtle forms of gender bias in Bengali texts—ranging from news articles and literature to social media content. It investigates how language use may differ based on gender representation and aims to build tools or models that can flag biased or discriminatory expressions.
The ultimate goal is not only to detect bias but also to raise awareness and contribute to more inclusive and fair language practices in Bengali-speaking communities.

Description of each column:
ID: Serial number
Text: Sentence or phrase in Bengali
Label: "Biased" or "Unbiased"
Gendered_Word: Word or phrase causing bias (if any)
Bias_Type: Stereotype / Occupational Bias / Honorific Bias / Pronoun Bias / Neutral
Source: News, Social Media, Literature, etc.
Correction_Suggestion: Suggestion to neutralize the bias

Structure of the Dataset:
Format: CSV
Rows: 2,451 (individual Detecting gender bias in Bengali language texts.)
Columns: 7 (whether biased or not, the biased word or phrase, type of bias, and the source of the sentence)
DOI: 10.17632/dj3745p2cy.1
title: A Multifaceted Approach to Gender Bias Detection in Bengali

description: This project explores the critical issue of gender bias in the Bengali language by taking a multidimensional approach to detection. In a world where language reflects and shapes our social realities, it's essential to identify and address biases that can influence perceptions and reinforce stereotypes.
By combining techniques from natural language processing (NLP), machine learning, and linguistic analysis, the project aims to uncover both overt and subtle forms of gender bias in Bengali texts—ranging from news articles and literature to social media content. It investigates how language use may differ based on gender representation and aims to build tools or models that can flag biased or discriminatory expressions.
The ultimate goal is not only to detect bias but also to raise awareness and contribute to more inclusive and fair language practices in Bengali-speaking communities.

Description of each column:
ID: Serial number
Text: Sentence or phrase in Bengali
Label: "Biased" or "Unbiased"
Gendered_Word: Word or phrase causing bias (if any)
Bias_Type: Stereotype / Occupational Bias / Honorific Bias / Pronoun Bias / Neutral
Source: News, Social Media, Literature, etc.
Correction_Suggestion: Suggestion to neutralize the bias

Structure of the Dataset:
Format: CSV
Rows: 2,451 (individual Detecting gender bias in Bengali language texts.)
Columns: 7 (whether biased or not, the biased word or phrase, type of bias, and the source of the sentence)
DOI: 10.17632/cwmtcg47m8
title: Numerical experiments: An adaptive conforming mixed method with high-order elements for clustered eigenvalues of the Helmholtz transmission problem with index of refraction n(x) = 1

description: This file contains the source code for reproducing the numerical
experiments from the article "An adaptive conforming mixed method with high-order elements for clustered eigenvalues of the Helmholtz transmission problem with index of refraction $n(x)$=1" 
by Jinhua Feng, Shixi Wang, Hai Bi, and Yidu Yang.
DOI: 10.17632/cwmtcg47m8.1
title: Numerical experiments: An adaptive conforming mixed method with high-order elements for clustered eigenvalues of the Helmholtz transmission problem with index of refraction n(x) = 1

description: This file contains the source code for reproducing the numerical
experiments from the article "An adaptive conforming mixed method with high-order elements for clustered eigenvalues of the Helmholtz transmission problem with index of refraction $n(x)$=1" 
by Jinhua Feng, Shixi Wang, Hai Bi, and Yidu Yang.
DOI: 10.15468/dl.4rzexa
title: Occurrence Download

description: A dataset containing 823 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is one of (China, Chinese Taipei)",
 "TaxonKey is Eothenomys melanogaster"
 ]
}

 The dataset includes 823 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002411-250710112747441/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/b5ckmtm37z
title: NVDA_INTC_ POSTURE ANALYSIS

description: This dataset contains the responses of multiple coders (Coder A, B, C, and D) who independently assessed the strategic posture of two semiconductor companies—NVIDIA (NVDA) and Intel (INTC)—over a 10-year period (2015–2023). The evaluation follows the framework established in Kipley et al.’s Optimal Strategic Performance Position (OSPP) model, based on Ansoff’s Strategic Success Paradigm.

Coders rated each of the model’s core dimensions (Environmental Turbulence, Strategic Aggressiveness, and Internal Responsiveness) using a standardized 5-point Likert scale. Each year-company combination was assessed using 65 items reflecting observable strategic behaviors across the three dimensions. The dataset also includes calculated yearly Strategic Posture scores (X1) derived from the coders’ evaluations.

The purpose of the dataset is to enable empirical testing of whether strategy-based ratings (X1) provide better predictive power for stock performance (X3) than traditional market analyst ratings (X2).

Variables included:

Company: NVDA or INTC

Year: 2015–2023

Coder ID: A, B, C, D

Question Code: Unique identifier for each assessment item

Response: Coder rating (1–5)

Strategic Posture Score (X1): Final aggregated score for each company-year

Analyst Rating (X2): External market-based analyst consensus

Stock Return (X3): Monthly or annual return (depending on structure)

Coders remained anonymous during data collection to reduce bias, and instructions were standardized through a detailed coding manual. Coder D corresponds to the principal investigator and is excluded from inter-rater reliability analysis.
DOI: 10.17632/b5ckmtm37z.1
title: NVDA_INTC_ POSTURE ANALYSIS

description: This dataset contains the responses of multiple coders (Coder A, B, C, and D) who independently assessed the strategic posture of two semiconductor companies—NVIDIA (NVDA) and Intel (INTC)—over a 10-year period (2015–2023). The evaluation follows the framework established in Kipley et al.’s Optimal Strategic Performance Position (OSPP) model, based on Ansoff’s Strategic Success Paradigm.

Coders rated each of the model’s core dimensions (Environmental Turbulence, Strategic Aggressiveness, and Internal Responsiveness) using a standardized 5-point Likert scale. Each year-company combination was assessed using 65 items reflecting observable strategic behaviors across the three dimensions. The dataset also includes calculated yearly Strategic Posture scores (X1) derived from the coders’ evaluations.

The purpose of the dataset is to enable empirical testing of whether strategy-based ratings (X1) provide better predictive power for stock performance (X3) than traditional market analyst ratings (X2).

Variables included:

Company: NVDA or INTC

Year: 2015–2023

Coder ID: A, B, C, D

Question Code: Unique identifier for each assessment item

Response: Coder rating (1–5)

Strategic Posture Score (X1): Final aggregated score for each company-year

Analyst Rating (X2): External market-based analyst consensus

Stock Return (X3): Monthly or annual return (depending on structure)

Coders remained anonymous during data collection to reduce bias, and instructions were standardized through a detailed coding manual. Coder D corresponds to the principal investigator and is excluded from inter-rater reliability analysis.
DOI: 10.17632/3zzg48gpnh.1
title: Intra-industry Corporate Bond Defaults and Analyst Earnings Forecast

description: Our initial sample comprises Chinese A-share listed firms on the Shanghai and Shenzhen stock exchanges from 2010 to 2020. Following Clement and Tse (2005) and accounting for institutional features of Chinese markets, we apply these exclusion criteria: (1) financial sector firms; (2) firms under Special Treatment designation due to abnormal financial conditions; (3) observations with missing variables; (4) firm-years covered by only one analyst; (5) firms experiencing bond defaults themselves; and (6) earnings forecasts issued within 30 calendar days preceding annual report disclosures. The final sample consists of 44,792 firm-year-quarter observations and 340,312 analyst earnings forecasts.
The bond default data are obtained from the Wind database. The earliest year for corporate bond default in China is 2014. At the end of 2020, 810 corporate bonds had defaulted in China, involving 213 companies across 57 industries, where the industry classification is based on the three-digit 2012 China Securities Regulatory Commission classification code. The analyst earnings forecast data and financial data are from the China Stock Market & Accounting Research database. All continuous variables are winsorized at the 1st and 99th percentiles to mitigate outlier influence.
DOI: 10.17632/syx9t89x8m
title: BAF60a governs β-cell identity to control systemic glucose homeostasis

description: In this study, we employed multiple sequencing techniques to investigate the role of BAF60a in maintaining systemic glucose homeostasis. This dataset comprises processed RNA-Seq, scRNA-Seq, and ATAC-Seq data from islets of flox/flox and β-cell specific BAF60a knockout (BaBKO) mice, revealing alterations in chromatin configuration, transcriptional networks, cell identity, and cellular metabolism resulting from BAF60a loss-of-function. Additionally, we provide a CUT&Tag-Seq dataset showing BAF60a binding sites on chromatin in chow and high-fat diet (HFD) fed mouse islets, along with the BAF60a interactome study shown in the manuscript. Detailed procedures for sample collection and data analysis are included in the Experimental Section of the manuscript.
DOI: 10.17632/syx9t89x8m.1
title: BAF60a governs β-cell identity to control systemic glucose homeostasis

description: In this study, we employed multiple sequencing techniques to investigate the role of BAF60a in maintaining systemic glucose homeostasis. This dataset comprises processed RNA-Seq, scRNA-Seq, and ATAC-Seq data from islets of flox/flox and β-cell specific BAF60a knockout (BaBKO) mice, revealing alterations in chromatin configuration, transcriptional networks, cell identity, and cellular metabolism resulting from BAF60a loss-of-function. Additionally, we provide a CUT&Tag-Seq dataset showing BAF60a binding sites on chromatin in chow and high-fat diet (HFD) fed mouse islets, along with the BAF60a interactome study shown in the manuscript. Detailed procedures for sample collection and data analysis are included in the Experimental Section of the manuscript.
DOI: 10.17632/79w8tk5nmf
title: HLdata

description: Loess sedimentology data and mechanical index data
DOI: 10.17632/79w8tk5nmf.1
title: HLdata

description: Loess sedimentology data and mechanical index data
DOI: 10.17026/ss/4zexar
title: Nederland in Beeld 2021-2022 (NIB2021)

description: Nederland in Beeld (NIB) is een doorlopend en groot enquêteonderzoek van het SCP in samenwerking met het CBS. Onderwerpen die in de vragenlijst aan bod komen zijn onder meer wat de inwoners van Nederland belangrijk vinden in hun leven, hoe ze over de toekomst denken, hoe wordt aangekeken tegen maatschappelijke vraagstukken en hoe mensen maatschappelijk meedoen. 
De enquête bestaat uit twee delen. De tweede vragenlijst wordt alleen voorgelegd aan mensen die de eerste hebben ingevuld. Een klein deel van de vragen wijzigt periodiek. Jaarlijks vullen ongeveer 5000 respondenten de (eerste) vragenlijst in. Meer informatie over de representativiteit van de data is te vinden in de onderzoeksdocumentatie.

Om de kwaliteit van NIB-data te waarborgen worden in de vragenlijst vragen opgenomen die bij voorkeur gevalideerd zijn en is de vragenlijst opgesteld in samenwerking met de afdeling vragenlijstontwerp van het CBS. Daarnaast is tijdens de ontwikkeling van de vragenlijst Stichting ABC betrokken om de vragen ook begrijpelijk te maken voor laaggeletterden.
description: De dataset is niet beschikbaar voor commerciële doeleinden en wordt uitsluitend beschikbaar gesteld aan onderzoekers die een aanstelling hebben bij een door het CBS gemachtigde instelling (zie CBS site, zoeken op: gemachtigde instelling).
DOI: 10.17632/yrm43dm569
title: RNA-seq data

description: The effect of polysaccharides from Dictyophora indusiata volva colloid on UVB-induced skin photoaging.
DOI: 10.17632/yrm43dm569.1
title: RNA-seq data

description: The effect of polysaccharides from Dictyophora indusiata volva colloid on UVB-induced skin photoaging.
DOI: 10.17026/ss/2ipl8g
title: Nederland in Beeld 2022-2023 (NIB2022)

description: Nederland in Beeld (NIB) is een doorlopend en groot enquêteonderzoek van het SCP in samenwerking met het CBS. Onderwerpen die in de vragenlijst aan bod komen zijn onder meer wat de inwoners van Nederland belangrijk vinden in hun leven, hoe ze over de toekomst denken, hoe wordt aangekeken tegen maatschappelijke vraagstukken en hoe mensen maatschappelijk meedoen. 

De enquête bestaat uit twee delen. De tweede vragenlijst wordt alleen voorgelegd aan mensen die de eerste hebben ingevuld. Een klein deel van de vragen wijzigt periodiek. Jaarlijks vullen ongeveer 5000 respondenten de (eerste) vragenlijst in. Meer informatie over de representativiteit van de data is te vinden in de onderzoeksdocumentatie.

Om de kwaliteit van NIB-data te waarborgen worden in de vragenlijst vragen opgenomen die bij voorkeur gevalideerd zijn en is de vragenlijst opgesteld in samenwerking met de afdeling vragenlijstontwerp van het CBS. Daarnaast is tijdens de ontwikkeling van de vragenlijst Stichting ABC betrokken om de vragen ook begrijpelijk te maken voor laaggeletterden.
description: De dataset is niet beschikbaar voor commerciële doeleinden en wordt uitsluitend beschikbaar gesteld aan onderzoekers die een aanstelling hebben bij een door het CBS gemachtigde instelling
(zie CBS site, zoeken op: gemachtigde instelling)
DOI: 10.15468/dl.4p673q
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cryptosula pallasiana",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 44 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002412-250710112747441/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gfjeg5
title: Occurrence Download

description: A dataset containing 1786 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Echium vulgare",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1786 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002413-250710112747441/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/7zmw4hbv5y
title: Determination of Specific Absorbance (A¦) of Five Calcium Channel Blocker Anti-Hypertensive Drugs Using UV-Visible Spectroscopy

description: This study focuses on determining the Specific absorbance A¦, and Molar absorptivity (ε) of five standard Anti-Hypertensive drugs sourced from the Indian Pharmacopoeia Reference Standard (IPRS) using a simple and accessible analytical technique, UV-Visible Spectroscopy. The drugs analysed were Nifedipine (ND), Felodipine (FD), Amlodipine Besylate (AB), Verapamil HCl (VP), and Diltiazem HCl (DT). Absorbance measurements were conducted at concentrations of 0.01 mg/mL, 0.02 mg/mL, and 0.04 mg/mL over three consecutive days. ND and FD were dissolved in methanol, while AB, VP, and DT were
dissolved in 0.1N HCl aqueous solution.
The parameters examined in this study hold significant importance in pharmaceutical quality control. A¦ is a key indicator of a drug’s identity and helps in quantitative analysis by providing reproducible reference values. Molar absorptivity (ε) indicates how much a substance absorbs light at a specific wavelength, reflecting the drug’s purity and concentration, ensuring whether the drug meets pharmacopeia standards and contains minimal impurities. Together, these parameters play a crucial role in monitoring the quality and efficacy of medications, ensuring that medicines consumed daily by patients maintain safety, reliability, and therapeutic effectiveness.
By employing a straightforward yet effective method like UV-visible spectrophotometry, this research provides an accessible approach to routine pharmaceutical analysis, promoting better drug validation practices in laboratories.
DOI: 10.17632/7zmw4hbv5y.1
title: Determination of Specific Absorbance (A¦) of Five Calcium Channel Blocker Anti-Hypertensive Drugs Using UV-Visible Spectroscopy

description: This study focuses on determining the Specific absorbance A¦, and Molar absorptivity (ε) of five standard Anti-Hypertensive drugs sourced from the Indian Pharmacopoeia Reference Standard (IPRS) using a simple and accessible analytical technique, UV-Visible Spectroscopy. The drugs analysed were Nifedipine (ND), Felodipine (FD), Amlodipine Besylate (AB), Verapamil HCl (VP), and Diltiazem HCl (DT). Absorbance measurements were conducted at concentrations of 0.01 mg/mL, 0.02 mg/mL, and 0.04 mg/mL over three consecutive days. ND and FD were dissolved in methanol, while AB, VP, and DT were
dissolved in 0.1N HCl aqueous solution.
The parameters examined in this study hold significant importance in pharmaceutical quality control. A¦ is a key indicator of a drug’s identity and helps in quantitative analysis by providing reproducible reference values. Molar absorptivity (ε) indicates how much a substance absorbs light at a specific wavelength, reflecting the drug’s purity and concentration, ensuring whether the drug meets pharmacopeia standards and contains minimal impurities. Together, these parameters play a crucial role in monitoring the quality and efficacy of medications, ensuring that medicines consumed daily by patients maintain safety, reliability, and therapeutic effectiveness.
By employing a straightforward yet effective method like UV-visible spectrophotometry, this research provides an accessible approach to routine pharmaceutical analysis, promoting better drug validation practices in laboratories.
DOI: 10.20350/digitalcsic/17410
title: Additional file 10 of Heterochrony in orthodenticle expression is associated with ommatidial size variation between Drosophila species [Dataset]

description: Additional file 10: Fig. S5. otd expression in pupal eyes. (a) D. mauritiana pupal eye (48 h APF) stained with Phalloidin (Actin, a’), anti-Elav marks photoreceptors (a”) and Otd is expressed in all ommatidia (a”’). (b) Otd is present in all ommatidia in D. simulans pupal eyes, (b’) Actin (Phalloidin) highlights ommatidia area, (b”) anti-Elav marks photoreceptors and Otd protein is shown in b”’.
DOI: 10.17632/ycdpvtnsky
title: Mapping the Impact of Social Media on Student Performance: A Bibliometric Study

description: The impact of social media on student performance has garnered significant attention, influencing academic achievement, mental health, and social interaction.
DOI: 10.17632/ycdpvtnsky.1
title: Mapping the Impact of Social Media on Student Performance: A Bibliometric Study

description: The impact of social media on student performance has garnered significant attention, influencing academic achievement, mental health, and social interaction.
DOI: 10.17632/vr87wcnnbd.2
title: Beyond Belief: A Study of Non-believers in an Ethnic and Prosocial Context

description: Given the significant secularization of Czech society and the prevalence of non-belief Czechs, the question arises whether that perspective can also be considered a factor influencing attitudes towards other ethnic groups and willingness to help them when needed. 
Czech society is one of the least open countries towards otherness (Stafford & Gittu, 2017), prompting us to expand our original research to include a study of self-identified non-belief participants. Our focus was on understanding the influence of this factor on Czech society as a whole.
Our objective was to procure the most comprehensive dataset possible. To achieve this, we captured (1) physiological data using the Tobii eye-tracker, which monitored participants' eye movements while presenting pre-prepared vignettes. Subsequently, to assess altruism, prosocial behavior, and personal attitudes toward otherness, we implemented (2) an economic game known as The Dictator (Shariff & Norenzayan, 2007). It was followed by (3) psychological data collection using The Portrait Values Questionnaire (PVQ 21+3) (Schwartz & Bilsky, 1990), consisting of statements exploring principles and values that participants may find influential in their lives.
DOI: 10.17632/mptrjw4t79
title: Allegorical representation of Kuntilanak in Rizal Mantovani’s films

description: The table summarizes description of the monster kuntilanak as seen from some Indonesian horror films from different period. The table also shows the relation between such portrayal with the context of socio-political and historical condition of Indonesia when the films were released, to show the kuntilanak's allegorical function.
DOI: 10.17632/mptrjw4t79.1
title: Allegorical representation of Kuntilanak in Rizal Mantovani’s films

description: The table summarizes description of the monster kuntilanak as seen from some Indonesian horror films from different period. The table also shows the relation between such portrayal with the context of socio-political and historical condition of Indonesia when the films were released, to show the kuntilanak's allegorical function.