cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25467583
title: Supplementary Material for: A novel validated real-world dataset for the diagnosis of multi-class serous effusion cytology according to TIS and ground-truth validation data.

description: Introduction: The application of AI algorithms in serous fluid cytology is lacking due to the deficiency in standardized publicly available datasets. Here, we develop a novel public serous effusion cytology dataset. Furthermore, we apply AI algorithms on it to test its diagnostic utility and safety in clinical practice. 
Methods: The work is divided into three phases. Phase 1 entails building the dataset based on the multi-tiered evidence-based classification system proposed by the international system (TIS) of serous fluid cytology along with ground truth tissue diagnosis for malignancy. To ensure reliable results of future AI research on this dataset, we carefully consider all the steps of the preparation and staining from a real-world cytopathology perspective. In Phase 2, we pay special consideration to the image acquisition pipeline to ensure image integrity. Then we utilize the power of transfer learning using the convolutional layers of the VGG16 deep learning model for feature extraction Finally, in Phase 3, we apply the random forest classifier on the constructed dataset. 
Results: The dataset comprises 3731 images distributed among the four TIS diagnostic categories. The model achieves 74 % accuracy in this multiclass classification problem. Using a one versus all classifier, the fall-out rate for images that are misclassified as negative for malignancy despite being a higher risk diagnosis is 0.13. Most of these misclassified images (77%) belong to the atypia of undetermined significance category in concordance with real-life statistics. 
Conclusion: This is the first and largest publicly available serous fluid cytology dataset based on a standardized diagnostic system. It is also the first dataset to include various types of effusions and is the first dataset to include pericardial fluid specimens. In addition, it is the first dataset to include the diagnostically challenging atypical categories. AI algorithms applied on this novel dataset show reliable results that can incorporated in actual clinical practice with minimal risk of missing a diagnosis of malignancy. This work provides a foundation for researchers to develop and test further AI algorithms for the diagnosis of serous effusions.
DOI: 10.5281/zenodo.10866480
title: Mercury and diabetic in car painters
DOI: 10.5281/zenodo.10866481
title: Mercury and diabetic in car painters
DOI: 10.34740/kaggle/dsv/7932095
title: Forex Exchange Rates Since 2004 (Updated Daily)
DOI: 10.5281/zenodo.10866430
title: Data and code for 'Fast and artifact-free excitation multiplexing using synchronized image scanning'

description: Data and source code for the publication 'Fast and artifact-free excitation multiplexing using synchronized image scanning'.
DOI: 10.5281/zenodo.10866431
title: Data and code for 'Fast and artifact-free excitation multiplexing using synchronized image scanning'

description: Data and source code for the publication 'Fast and artifact-free excitation multiplexing using synchronized image scanning'.
DOI: 10.6084/m9.figshare.24564373
title: Data from: Responses in the breeding parameters of the collared flycatcher to the changing climate

description: Global climate change involves various aspects of climate, including precipitation changes and declining surface wind speeds, but studies investigating biological responses have often focused on the impacts of rising temperatures. Additionally, related long-term studies on bird reproduction tend to concentrate on breeding onset, even though other aspects of breeding could also be sensitive to the diverse weather aspects. This study aimed to explore how multiple aspects of breeding (breeding onset, hatching delay, breeding season length, clutch size, fledgling number) were associated with different weather components. We used an almost four-decade-long dataset to investigate the various aspects of breeding parameters of a collared flycatcher (<i>Ficedula albicollis</i>) population in the Carpathian Basin. Analyses revealed some considerable associations, for example, breeding seasons lengthened with the amount of daily precipitation, and clutch size increased with the number of cool days. Parallel and opposing changes in the correlated pairs of breeding and weather parameters were also observed. The phenological mismatch between prey availability and breeding time slightly increased, and fledgling number strongly decreased with increasing mistiming. Our results highlighted the intricate interplay between climate change and the reproductive patterns of migratory birds, emphasizing the need for a holistic approach. The results also underscored the potential threats posed by climate change to bird populations and the importance of adaptive responses to changing environmental conditions.
DOI: 10.6084/m9.figshare.24564373.v5
title: Data from: Responses in the breeding parameters of the collared flycatcher to the changing climate

description: Global climate change involves various aspects of climate, including precipitation changes and declining surface wind speeds, but studies investigating biological responses have often focused on the impacts of rising temperatures. Additionally, related long-term studies on bird reproduction tend to concentrate on breeding onset, even though other aspects of breeding could also be sensitive to the diverse weather aspects. This study aimed to explore how multiple aspects of breeding (breeding onset, hatching delay, breeding season length, clutch size, fledgling number) were associated with different weather components. We used an almost four-decade-long dataset to investigate the various aspects of breeding parameters of a collared flycatcher (<i>Ficedula albicollis</i>) population in the Carpathian Basin. Analyses revealed some considerable associations, for example, breeding seasons lengthened with the amount of daily precipitation, and clutch size increased with the number of cool days. Parallel and opposing changes in the correlated pairs of breeding and weather parameters were also observed. The phenological mismatch between prey availability and breeding time slightly increased, and fledgling number strongly decreased with increasing mistiming. Our results highlighted the intricate interplay between climate change and the reproductive patterns of migratory birds, emphasizing the need for a holistic approach. The results also underscored the potential threats posed by climate change to bird populations and the importance of adaptive responses to changing environmental conditions.
DOI: 10.5281/zenodo.10866468
title: the computed composition of hetero-oligomeric ferritins
DOI: 10.5281/zenodo.10866469
title: the computed composition of hetero-oligomeric ferritins
DOI: 10.34740/kaggle/dsv/7932146
title: Full TMDB Movies Dataset 2024 (1M Movies)
DOI: 10.34740/kaggle/dsv/7932150
title: Trending Youtube Video Statistics (113 Countries)
DOI: 10.5281/zenodo.10866454
title: CEC EPC-19-056 Long-Duration Energy Storage Modeling Dataset

description: Modeling dataset to study the value of long-duration energy storage (LDES) as part of the California bulk electricity system. Based on California Public Utilities Commission (CPUC) Integrated Resource Planning (IRP) proceeding 2019-2020 cycle data.
DOI: 10.5281/zenodo.10866455
title: CEC EPC-19-056 Long-Duration Energy Storage Modeling Dataset

description: Modeling dataset to study the value of long-duration energy storage (LDES) as part of the California bulk electricity system. Based on California Public Utilities Commission (CPUC) Integrated Resource Planning (IRP) proceeding 2019-2020 cycle data.
DOI: 10.34740/kaggle/dsv/7932192
title: Top Spotify Songs in 73 Countries (Daily Updated)
DOI: 10.6084/m9.figshare.4681324
title: Dynamic chemical expansion of thin film non-stoichiometric oxides at extreme temperatures

description: Supporting data for the paper with this title published in Nature Materials, 2017. The document "Explanation of figshare Data Repository Contents" gives a detailed explanation of the contents of each text file.<br>
DOI: 10.6084/m9.figshare.4681324.v1
title: Dynamic chemical expansion of thin film non-stoichiometric oxides at extreme temperatures

description: Supporting data for the paper with this title published in Nature Materials, 2017. The document "Explanation of figshare Data Repository Contents" gives a detailed explanation of the contents of each text file.<br>
DOI: 10.6084/m9.figshare.4688512
title: Code and Data for Potential for natural evaporation as reliable renewable energy resource

description: <b>See ReadMe.docx for more details.</b><b>dBmTMY3</b>This csv file is a 21 column by 340910 row database that stores 365
days of mean meteorological conditions for 934 weather stations identified in
the Typical Meteorological Year (TMY) 3 dataset provided by the DOE/NREL [1].
The first 14 columns are a re-processing product of the daily averaging across
the TMY for that specific location. The last 7 columns are the result of
calculations using a model of an evaporation driven engine operating at
steady-state<br><b>dBGLWDTMY3</b>This csv is a 14 column by 11049 row database that stores the locations
and sizes of 11048 lakes and reservoirs larger than 0.1 km2 across the
contiguous US as identified by Lehner and Döll [2]. At each location, we
interpolate the annual mean power density, reduced evaporation rate, and
surface temperature elevation possible due to using evaporation driven engines
from the dBmTMY3 dataset. Using the surface area, we calculate the total power
available and annual water savings. We also note the distance to the nearest
TMY3 weather station and the USAF Code of the station. The first 7 rows are extracted
from Lehner and Döll [2], columns 8 – 12 are calculated at each location, and
columns 13 & 14 are determined between Lehner and Döll [2] and the TMY3
database [1].<br><b>dBCAv2010</b>, <b>dBTXv2010</b>, and <b>dBNYv2010</b> Each csv file is a 159 column by 26281 row databases that stores 26280
hours of meteorological conditions for three respective Class 1 weather
stations (USAF Codes 723815, 722650, 725020) identified in the Typical
Meteorological Year 3 dataset provided by the DOE/NREL [1]. Each database uses
an annual normalized demand curve of 2010 provided by the respective
Independent System Operator (CAISO [3], ERCOT[4], and NYISO[5]). The first 6
columns are created from the respective TMY3 database [1], columns 7 – 9 are
calculated for no engine conditions, columns 10 – 35 are normalized power load
for 2010 reported by the respective Independent System Operator, and columns 36
– 159 are calculated with a PI control method.
DOI: 10.6084/m9.figshare.4688512.v1
title: Code and Data for Potential for natural evaporation as reliable renewable energy resource

description: <b>See ReadMe.docx for more details.</b><b>dBmTMY3</b>This csv file is a 21 column by 340910 row database that stores 365
days of mean meteorological conditions for 934 weather stations identified in
the Typical Meteorological Year (TMY) 3 dataset provided by the DOE/NREL [1].
The first 14 columns are a re-processing product of the daily averaging across
the TMY for that specific location. The last 7 columns are the result of
calculations using a model of an evaporation driven engine operating at
steady-state<br><b>dBGLWDTMY3</b>This csv is a 14 column by 11049 row database that stores the locations
and sizes of 11048 lakes and reservoirs larger than 0.1 km2 across the
contiguous US as identified by Lehner and Döll [2]. At each location, we
interpolate the annual mean power density, reduced evaporation rate, and
surface temperature elevation possible due to using evaporation driven engines
from the dBmTMY3 dataset. Using the surface area, we calculate the total power
available and annual water savings. We also note the distance to the nearest
TMY3 weather station and the USAF Code of the station. The first 7 rows are extracted
from Lehner and Döll [2], columns 8 – 12 are calculated at each location, and
columns 13 & 14 are determined between Lehner and Döll [2] and the TMY3
database [1].<br><b>dBCAv2010</b>, <b>dBTXv2010</b>, and <b>dBNYv2010</b> Each csv file is a 159 column by 26281 row databases that stores 26280
hours of meteorological conditions for three respective Class 1 weather
stations (USAF Codes 723815, 722650, 725020) identified in the Typical
Meteorological Year 3 dataset provided by the DOE/NREL [1]. Each database uses
an annual normalized demand curve of 2010 provided by the respective
Independent System Operator (CAISO [3], ERCOT[4], and NYISO[5]). The first 6
columns are created from the respective TMY3 database [1], columns 7 – 9 are
calculated for no engine conditions, columns 10 – 35 are normalized power load
for 2010 reported by the respective Independent System Operator, and columns 36
– 159 are calculated with a PI control method.
DOI: 10.6084/m9.figshare.25467619
title: completed_SPIRIT_checklist.docx

description: SPIRIT CHECKLIST
DOI: 10.6084/m9.figshare.4714552
title: Intermediate states and structure evolution in the free-falling process of the dislocation in graphene

description: This paper investigated the intermediate states and the structure evolution of the dislocation in graphene when it falls freely from the saddle point of the energy landscape. The <i>O</i>-type dislocation, an unstable equilibrium structure located at the saddle point, is obtained from the lattice theory of the dislocation structure and improved by the <i>ab</i> <i>initio</i> calculation to take the buckling into account. Intermediate states along the kinetics path in the falling process are obtained from the <i>ab</i> <i>initio</i> simulation. Once the dislocation falls from the saddle point to the energy valley, this <i>O</i>-type dislocation transforms into the stable structure that is referred to as the <i>B</i>-type dislocation, and in the meantime, it moves a distance that equals half a Burgers vector. The structure evolution and the energy variation in the free-falling process are revealed explicitly. It is observed that rather than smooth change, a platform manifests itself in the energy curve. The unusual behaviour in the energy curve is mainly originated from symmetry breaking and bond formation in the dislocation core. The results can provide deep insight in the mechanism of the brittle feature of covalent materials.
DOI: 10.6084/m9.figshare.4714552.v1
title: Intermediate states and structure evolution in the free-falling process of the dislocation in graphene

description: This paper investigated the intermediate states and the structure evolution of the dislocation in graphene when it falls freely from the saddle point of the energy landscape. The <i>O</i>-type dislocation, an unstable equilibrium structure located at the saddle point, is obtained from the lattice theory of the dislocation structure and improved by the <i>ab</i> <i>initio</i> calculation to take the buckling into account. Intermediate states along the kinetics path in the falling process are obtained from the <i>ab</i> <i>initio</i> simulation. Once the dislocation falls from the saddle point to the energy valley, this <i>O</i>-type dislocation transforms into the stable structure that is referred to as the <i>B</i>-type dislocation, and in the meantime, it moves a distance that equals half a Burgers vector. The structure evolution and the energy variation in the free-falling process are revealed explicitly. It is observed that rather than smooth change, a platform manifests itself in the energy curve. The unusual behaviour in the energy curve is mainly originated from symmetry breaking and bond formation in the dislocation core. The results can provide deep insight in the mechanism of the brittle feature of covalent materials.
DOI: 10.6084/m9.figshare.25467418
title: COMPACT Source Data

description: Here includes the Source Data for main Figures 1-4.
DOI: 10.3886/e116339v1-147221
title: Replication data for: The Impact of High School Financial Education: Evidence from a Large-Scale Evaluation in Brazil

description: We study the impact of a comprehensive high school financial education program spanning 6 states, 892 schools, and approximately 25,000 students in Brazil through a randomized control trial. The program increased student financial proficiency by a quarter of a standard deviation and raised grade-level passing rates. Short-term financial behaviors, however, show mixed results with significant improvements in students' savings and budgeting as well as positive spillovers to parents, but also an increase in students' use of expensive credit to make consumer purchases.
description: High School students in Brazil.
DOI: 10.6084/m9.figshare.25467634
title: SPIRIT Checklist for Effect of Diaphragm Manual Therapy on Trunk Impairments and Trunk Kinetics Using X Sens Inertial Technology in Hemiplegic Stroke: A Protocol for Randomized Controlled.docx

description: SPIRIT CHECKLIST
DOI: 10.6084/m9.figshare.25467634.v1
title: SPIRIT Checklist for Effect of Diaphragm Manual Therapy on Trunk Impairments and Trunk Kinetics Using X Sens Inertial Technology in Hemiplegic Stroke: A Protocol for Randomized Controlled.docx

description: SPIRIT CHECKLIST
DOI: 10.6084/m9.figshare.4729708
title: Kisspeptin: a new marker for human pre-ovulation

description: Kisspeptin is a polypeptide that plays an important role in reproductive endocrine regulation. The aim of present study was to investigate the dynamic trend of kisspeptin levels during the menstrual cycle and to elucidate the relationship between kisspeptin ovulation. First, 15 female volunteers with regular menstrual cycles were recruited to detect the change in serum and urine kisspeptin levels over one menstrual cycle within each individual. Subsequently, 114 serum samples and 79 urine samples from 114 individuals were randomly collected at the outpatient department to better ascertain the results. Kisspeptin levels showed a distinctive stage-specific pattern during the normal menstrual cycle in both serum and urine. It was low during the first 5 days, while the first surge appeared on the 11th day (the diameter of the dominant follicle was approximately 1.2 cm). Later, a second smaller surge appeared around the 14th day and the same changes were identified in serum and urine. Furthermore, serum kisspeptin levels were positively related to 17-β estradiol (E<sub>2</sub>) level increase. Thus, kisspeptin surge in serum and urine may be used as a marker for dominant follicle development and pre-ovulation. Moreover, kisspeptin may also play a vital role in female reproduction through regulating hormonal state.
DOI: 10.6084/m9.figshare.4729708.v1
title: Kisspeptin: a new marker for human pre-ovulation

description: Kisspeptin is a polypeptide that plays an important role in reproductive endocrine regulation. The aim of present study was to investigate the dynamic trend of kisspeptin levels during the menstrual cycle and to elucidate the relationship between kisspeptin ovulation. First, 15 female volunteers with regular menstrual cycles were recruited to detect the change in serum and urine kisspeptin levels over one menstrual cycle within each individual. Subsequently, 114 serum samples and 79 urine samples from 114 individuals were randomly collected at the outpatient department to better ascertain the results. Kisspeptin levels showed a distinctive stage-specific pattern during the normal menstrual cycle in both serum and urine. It was low during the first 5 days, while the first surge appeared on the 11th day (the diameter of the dominant follicle was approximately 1.2 cm). Later, a second smaller surge appeared around the 14th day and the same changes were identified in serum and urine. Furthermore, serum kisspeptin levels were positively related to 17-β estradiol (E<sub>2</sub>) level increase. Thus, kisspeptin surge in serum and urine may be used as a marker for dominant follicle development and pre-ovulation. Moreover, kisspeptin may also play a vital role in female reproduction through regulating hormonal state.
DOI: 10.5281/zenodo.10866510
title: Replication Package for Data Quality Assessment in the Wild: Findings from GitHub

description: This contains the data and code used in the EASE 2014 paper "Data Quality Assessment in the Wild: Findings from GitHub."
DOI: 10.5281/zenodo.10866511
title: Replication Package for Data Quality Assessment in the Wild: Findings from GitHub

description: This contains the data and code used in the EASE 2014 paper "Data Quality Assessment in the Wild: Findings from GitHub."
DOI: 10.34740/kaggle/dsv/7932133
title: Supermarket Data For Customer Segmentation
DOI: 10.6084/m9.figshare.4733230
title: Second standard analyzed in the in-situ analysis of zircon U–Pb isotopic compositions. Zircon U–Pb age and Hf isotope evidence for an Eoarchaean crustal remnant and episodic crustal reworking in response to supercontinent cycles in NW India

description: Table S2: Second standard analyzed in the in-situ analysis of zircon U–Pb isotopic compositions.
DOI: 10.6084/m9.figshare.4733230.v1
title: Second standard analyzed in the in-situ analysis of zircon U–Pb isotopic compositions. Zircon U–Pb age and Hf isotope evidence for an Eoarchaean crustal remnant and episodic crustal reworking in response to supercontinent cycles in NW India

description: Table S2: Second standard analyzed in the in-situ analysis of zircon U–Pb isotopic compositions.
DOI: 10.6084/m9.figshare.4733233
title: LA-ICM-MS U–Pb data. Zircon U–Pb age and Hf isotope evidence for an Eoarchaean crustal remnant and episodic crustal reworking in response to supercontinent cycles in NW India

description: Table S1. Metadata of LA-ICM-MS U–Pb data used in this study.
DOI: 10.6084/m9.figshare.4733233.v1
title: LA-ICM-MS U–Pb data. Zircon U–Pb age and Hf isotope evidence for an Eoarchaean crustal remnant and episodic crustal reworking in response to supercontinent cycles in NW India

description: Table S1. Metadata of LA-ICM-MS U–Pb data used in this study.
DOI: 10.6084/m9.figshare.4733236
title: Results of U–Pb LA-ICP-MS analyses. Zircon U–Pb age and Hf isotope evidence for an Eoarchaean crustal remnant and episodic crustal reworking in response to supercontinent cycles in NW India

description: Table S3. Results of U–Pb LA-ICP-MS analyses of detrital zircons from sedimentary rocks from the Delhi Supergroup, NW India.
DOI: 10.6084/m9.figshare.4733236.v1
title: Results of U–Pb LA-ICP-MS analyses. Zircon U–Pb age and Hf isotope evidence for an Eoarchaean crustal remnant and episodic crustal reworking in response to supercontinent cycles in NW India

description: Table S3. Results of U–Pb LA-ICP-MS analyses of detrital zircons from sedimentary rocks from the Delhi Supergroup, NW India.
DOI: 10.6084/m9.figshare.4733239
title: Primary and second standards analyzed in the in-situ analysis of zircon Lu–Hf isotopic compositions. Zircon U–Pb age and Hf isotope evidence for an Eoarchaean crustal remnant and episodic crustal reworking in response to supercontinent cycles in NW India

description: Table S4: Primary and second standards analyzed in the in-situ analysis of zircon Lu–Hf isotopic compositions.
DOI: 10.6084/m9.figshare.4733239.v1
title: Primary and second standards analyzed in the in-situ analysis of zircon Lu–Hf isotopic compositions. Zircon U–Pb age and Hf isotope evidence for an Eoarchaean crustal remnant and episodic crustal reworking in response to supercontinent cycles in NW India

description: Table S4: Primary and second standards analyzed in the in-situ analysis of zircon Lu–Hf isotopic compositions.
DOI: 10.6084/m9.figshare.4733242
title: LA-MC-ICP-MS Lu–Hf isotope data of detrital zircons. Zircon U–Pb age and Hf isotope evidence for an Eoarchaean crustal remnant and episodic crustal reworking in response to supercontinent cycles in NW India

description: Table S5. LA-MC-ICP-MS Lu–Hf isotope data of detrital zircons