cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3886/e195045
title: Data and Code for: Consistent Depth of Reasoning in Level-k Models

description: Level-k models often assume that individuals employ a fixed depth of reasoning across different games. We study this assumption by having subjects make choices in five classes of games chosen to identify inconsistent depth of reasoning. We demonstrate that depth of reasoning is pervasively inconsistent, changing both within and between classes of games. We show that this cannot easily be explained by factors such as subject confusion, changing beliefs about others’ depth of reasoning, stochastic choice, model misspecification, changing incentives, or low cognitive ability. We develop a simple model incorporating ambiguity aversion that predicts inconsistent depth of reasoning.
DOI: 10.3886/e195045v1
title: Data and Code for: Consistent Depth of Reasoning in Level-k Models

description: Level-k models often assume that individuals employ a fixed depth of reasoning across different games. We study this assumption by having subjects make choices in five classes of games chosen to identify inconsistent depth of reasoning. We demonstrate that depth of reasoning is pervasively inconsistent, changing both within and between classes of games. We show that this cannot easily be explained by factors such as subject confusion, changing beliefs about others’ depth of reasoning, stochastic choice, model misspecification, changing incentives, or low cognitive ability. We develop a simple model incorporating ambiguity aversion that predicts inconsistent depth of reasoning.
DOI: 10.3886/icpsr35359.v1
title: Survey of Consumer Attitudes and Behavior, March 2004
title: Version 1

description: The Survey of Consumer Attitudes and Behavior Series (also known as the Surveys of Consumers) was undertaken to measure changes in consumer attitudes and expectations, to understand why such changes occur, and to evaluate how they relate to consumer decisions to save, borrow, or make discretionary purchases. The data regularly include the Index of Consumer Sentiment, the Index of Current Economic Conditions, and the Index of Consumer Expectations. Since the 1940s, these surveys have been produced quarterly through 1977 and monthly thereafter. The surveys conducted in 2004 focused on topics such as evaluations and expectations about personal finances, employment, price changes, and the national business situation. Opinions were collected regarding respondents' appraisals of present market conditions for purchasing houses, automobiles, computers, and other durables. Also explored in this survey, were respondents' types of savings and financial investments, loan use, family income, and retirement planning. Other topics in this series typically include ownership, lease, and use of automobiles, respondents' use of personal computers at home and in the office, and respondents' familiarity with and use of the Internet. Demographic information includes ethnic origin, sex, age, marital status, and education.
description: The purpose of this survey series is to forecast changes in aggregate consumer behavior.
description: The data are not weighted. This collection contains four weight variables: WT_AD (ADULT WEIGHT), WT_HH (HOUSEHOLD WEIGHT), WT_ADHD (ADULT HEAD WEIGHT), and WT (HOUSEHOLD HEAD WEIGHT). For more information on weights and sampling please visit the Surveys of Consumers Web site and refer to the documentation on Sample Design, and the section on Sample Weights.
description: ICPSR data undergo a confidentiality review and are altered when necessary to limit the risk of disclosure. ICPSR also routinely creates ready-to-go data files along with setups in the major statistical software formats as well as standard codebooks to accompany the data. In addition to these procedures, ICPSR performed the following processing steps for this data collection: Created variable labels and/or value labels.; Standardized missing values.; Checked for undocumented or out-of-range codes..
description: Datasets: 
 
 DS1: Dataset
description: Survey of Consumer Attitudes and Behavior Series
description: computer-assisted telephone interview (CATI) 
Information on the Index of Consumer Sentiment, the Index of Current Economic Conditions, and the Index of Consumer Expectations and how they were created can be found in the ICPSR Codebook.
 Additional information on the Surveys of Consumers can be found by visiting the Surveys of Consumers Web site.
description: Persons aged 18 years or older living in households with telephones within the United States. Smallest Geographic Unit: Census Division
description: National sample of dwelling units selected by area probability sampling.
DOI: 10.3886/icpsr35359.v2
title: Survey of Consumer Attitudes and Behavior, March 2004
title: Version 2

description: The Survey of Consumer Attitudes and Behavior Series (also known as the Surveys of Consumers) was undertaken to measure changes in consumer attitudes and expectations, to understand why such changes occur, and to evaluate how they relate to consumer decisions to save, borrow, or make discretionary purchases. The data regularly include the Index of Consumer Sentiment, the Index of Current Economic Conditions, and the Index of Consumer Expectations. Since the 1940s, these surveys have been produced quarterly through 1977 and monthly thereafter. The surveys conducted in 2004 focused on topics such as evaluations and expectations about personal finances, employment, price changes, and the national business situation. Opinions were collected regarding respondents' appraisals of present market conditions for purchasing houses, automobiles, computers, and other durables. Also explored in this survey, were respondents' types of savings and financial investments, loan use, family income, and retirement planning. Other topics in this series typically include ownership, lease, and use of automobiles, respondents' use of personal computers at home and in the office, and respondents' familiarity with and use of the Internet. Demographic information includes ethnic origin, sex, age, marital status, and education.
description: The purpose of this survey series is to forecast changes in aggregate consumer behavior.
description: The data are not weighted. This collection contains four weight variables: WT_AD (ADULT WEIGHT), WT_HH (HOUSEHOLD WEIGHT), WT_ADHD (ADULT HEAD WEIGHT), and WT (HOUSEHOLD HEAD WEIGHT). For more information on weights and sampling please visit the Surveys of Consumers Web site and refer to the documentation on Sample Design, and the section on Sample Weights.
description: National sample of dwelling units selected by area probability sampling.
description: Datasets: DS1: Survey of Consumer Attitudes and Behavior, March 2004
description: Persons aged 18 years or older living in households with telephones within the United States. Smallest Geographic Unit: Census Division
description: computer-assisted telephone interview (CATI)Information on the Index of Consumer Sentiment, the Index of Current Economic Conditions, and the Index of Consumer Expectations and how they were created can be found in the ICPSR Codebook.Additional information on the Surveys of Consumers can be found by visiting the Surveys of Consumers Web site.
DOI: 10.3886/icpsr35359.v3
title: Survey of Consumer Attitudes and Behavior, March 2004
title: Version 3

description: The Survey of Consumer Attitudes and Behavior Series (also known as the Surveys of Consumers) was undertaken to measure changes in consumer attitudes and expectations, to understand why such changes occur, and to evaluate how they relate to consumer decisions to save, borrow, or make discretionary purchases. The data regularly include the Index of Consumer Sentiment, the Index of Current Economic Conditions, and the Index of Consumer Expectations. Since the 1940s, these surveys have been produced quarterly through 1977 and monthly thereafter. The surveys conducted in 2004 focused on topics such as evaluations and expectations about personal finances, employment, price changes, and the national business situation. Opinions were collected regarding respondents' appraisals of present market conditions for purchasing houses, automobiles, computers, and other durables. Also explored in this survey, were respondents' types of savings and financial investments, loan use, family income, and retirement planning. Other topics in this series typically include ownership, lease, and use of automobiles, respondents' use of personal computers at home and in the office, and respondents' familiarity with and use of the Internet. Demographic information includes ethnic origin, sex, age, marital status, and education.
description: The purpose of this survey series is to forecast changes in aggregate consumer behavior.
description: The data are not weighted. This collection contains four weight variables: WT_AD (ADULT WEIGHT), WT_HH (HOUSEHOLD WEIGHT), WT_ADHD (ADULT HEAD WEIGHT), and WT (HOUSEHOLD HEAD WEIGHT). For more information on weights and sampling please visit the Surveys of Consumers Web site and refer to the documentation on Sample Design, and the section on Sample Weights.
description: National sample of dwelling units selected by area probability sampling.
description: Datasets: DS1: Survey of Consumer Attitudes and Behavior, March 2004
description: Persons aged 18 years or older living in households with telephones within the United States. Smallest Geographic Unit: Census Division
description: computer-assisted telephone interview (CATI)Information on the Index of Consumer Sentiment, the Index of Current Economic Conditions, and the Index of Consumer Expectations and how they were created can be found in the ICPSR Codebook.Additional information on the Surveys of Consumers can be found by visiting the Surveys of Consumers Web site.
DOI: 10.3886/e193241
title: Data and Code for: "A New Era of Midnight Mergers: Antitrust Risk and Investor Disclosures"

description: This workspace contains data and code for the article "A New Era of Midnight Mergers: Antitrust Risk and Investor Disclosures." The article is summarized as follows. <br>Antitrust authorities search public documents to discover anticompetitive mergers. Thus, investor disclosures may alert them to deals that would otherwise escape scrutiny, creating disincentives for managers to divulge transactions. We study this behavior in publicly traded US companies. First, we estimate a regression discontinuity that exploits mandatory disclosure thresholds stipulated by securities law. We find that releasing information to investors poses antitrust risk. Second, we present a method for measuring undisclosed merger activity that relies on financial accounting reporting requirements. We find that undisclosed mergers total $2.3 trillion between 2002 and 2016.
DOI: 10.3886/e193241v1
title: Data and Code for: "A New Era of Midnight Mergers: Antitrust Risk and Investor Disclosures"

description: This workspace contains data and code for the article "A New Era of Midnight Mergers: Antitrust Risk and Investor Disclosures." The article is summarized as follows. <br>Antitrust authorities search public documents to discover anticompetitive mergers. Thus, investor disclosures may alert them to deals that would otherwise escape scrutiny, creating disincentives for managers to divulge transactions. We study this behavior in publicly traded US companies. First, we estimate a regression discontinuity that exploits mandatory disclosure thresholds stipulated by securities law. We find that releasing information to investors poses antitrust risk. Second, we present a method for measuring undisclosed merger activity that relies on financial accounting reporting requirements. We find that undisclosed mergers total $2.3 trillion between 2002 and 2016.
DOI: 10.15468/dl.vtznse
title: Occurrence Download

description: A dataset containing 9727 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tremarctos ornatus (F.G.Cuvier, 1825)"
 ]
}

 The dataset includes 9727 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004552-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbz5g9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Reynoutria",
 "Geometry POLYGON((48.11 16.12, 48.11 16.62, 48.5 16.62, 48.5 16.12, 48.11 16.12))",
 "Year is 2020"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004554-241007104925546/datasets/export for details.
DOI: 10.5519/qd.yc3fi6il
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (883 records)
DOI: 10.15468/dl.casjj5
title: Occurrence Download

description: A dataset containing 1019889 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Eudocimus albus (Linnaeus, 1758))",
 "BasisOfRecord is one of (Human Observation, Observation, Occurrence evidence)",
 "Year is greater than or equal to 1901",
 "Year is less than or equal to 2019",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1019889 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004539-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17909/9d12-3f91
title: Data from RUBIES survey
DOI: 10.15468/dl.uy8em5
title: Occurrence Download

description: A dataset containing 14592 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Iguana Laurenti, 1768"
 ]
}

 The dataset includes 14592 records from 254 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004553-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.24u4d4
title: Occurrence Download

description: A dataset containing 4368 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Microzooplankton-North Adriatic-Gulf of Trieste, C1-LTER time-series 1998-2010"
 ]
}

 The dataset includes 4368 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004556-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zgehd6
title: Occurrence Download

description: A dataset listing the 5228 species recorded in GBIF matching the query:
{
 "InstitutionKey" : [
 "is 4539b7f5-92dc-4d2c-8d65-ca97903828fa"
 ]
}

 The dataset's 5228 records were derived from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004533-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00010155
title: Developing approaches to accelerate clinical trials using real world data (RWD) from electronic health records (EHR)

description: Randomized controlled trials (RCTs) are the standard for generating evidence on new treatments but are costly and time-consuming. If real-world data (RWD) from electronic health records (EHR) could be used to help understand the safety and efficacy of new treatments, it would reduce the need for placebo controls in RCTs, speeding up trials and bringing therapies to patients sooner, thereby enhancing patient care.

RWD can be used in RCTs in a number of ways. For example, RWD external control arms (ECAs), control groups created from data outside the trial, can be used when randomization is not ethical or feasible. Hybrid controlled trials combine clinical trial data with external data to bolster the control group, and can be used for common conditions for which the Food and Drug Administration (FDA) requires RCTs. Predictive models based on RWD can increase the ability to detect the effects of treatments, reducing the number of required participants.

However, there are major challenges in using EHR data in clinical trials. EHR data, originally compiled for financial and operational purposes, must undergo complex processing to ensure it is ready for analysis and to ensure accuracy and reliability for research. Data errors can create biases that compromise the validity of findings. The FDA has been rejecting submissions using RWD because data reliability – accuracy, completeness, and traceability. For RWD to be reliable, traceability to raw data is required to quantify data accuracy.
Droice Labs developed SuperLineage, an RWD traceability solution specifically designed to solve this challenge. SuperLineage is used to both find and fix data processing errors to improve RWD quality and to measure data accuracy. Droice Labs’ discussed SuperLineage with the FDA, where both FDA and Droice agreed that accuracy, completeness, and traceability are necessary for regulatory use of RWD. Furthermore, Droice and Clinical Data Interchange Standards Consortium (CDISC), the body responsible for developing regulatory data submission standards for FDA, are building an RWD lineage metadata standard based on SuperLineage for FDA regulatory submissions

In this project, Droice Labs is validating RWD by matching patient-level data from multiple RCTs with cohorts from its US hospital partners. SuperLineage will be used by the research team to validate the data by measuring the accuracy and completeness of RWD variables. For each selected RCT, the primary analysis will be replicated across the RCT and RWD study arms to evaluate whether the conclusions of the RCT are reproducible in the RWD with and without considering the error bounds measured using SuperLineage. This research will add to medical science by developing methods to reduce the number of participants required in clinical trials through the use of RWD, which can ultimately improve patient care by speeding up the development of new therapies.
DOI: 10.15468/dl.yehry4
title: Occurrence Download

description: A dataset containing 190 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Dominican Republic, Haiti)",
 "TaxonKey is Podocarpus L'Hér. ex Pers."
 ]
}

 The dataset includes 190 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004561-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e209528
title: Pepperell Piecerates

description: This data was collected from account books of Pepperell Manufacturing Company held at Harvard Business School's Baker Library. It covers weavers in the Mill 3 weaving room in 1883. <br>
DOI: 10.15468/dl.ssgtbk
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is South Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Harrisia pomanensis (F.A.C.Weber ex K.Schum.) Britton & Rose",
 "Year 1000-2024"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004563-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48324/dandi.000541/0.241009.1457
title: NeuroPAL Microfluidic Chip Images and GCaMP activity

description: NeuroPAL Microfluidic chip images and GCaMP activity from "NeuroPAL: A Multicolor Atlas for Whole-Brain Neuronal Identification in C. elegans" and "Extracting neural signals from semi-immobilized animals with deformable non-negative matrix factorization."
DOI: 10.15468/dl.atycaj
title: Occurrence Download

description: A dataset containing 908 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galax aphylla L."
 ]
}

 The dataset includes 908 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004566-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mk59up
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oxygyne triandra Schltr."
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004565-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5519/qd.xs69e88g
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1001 records)
DOI: 10.15468/dl.74mg6s
title: Occurrence Download

description: A dataset containing 2539999777 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 1994-2024"
 ]
}

 The dataset includes 2539999777 records from 55058 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004404-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sctnzr
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Peropteryx pallidoptera Lim, Engstrom, Reid, Simmons, Voss & Fleck, 2010"
 ]
}

 The dataset includes 29 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0364678-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/ng3cg0
title: Système d'Information sur la Nature et les Paysages d'Ile de France - Inventaire faune flore de l'étang d'Abbecourt à Orgeval

description: Jeux de données provenant de la base de données CETTIA du Système d'Information sur la Nature et les Paysages d'Ile de France. Il concerne la faune à l'exception des insectes.
DOI: 10.15468/dl.tbzrmd
title: Occurrence Download

description: A dataset containing 239 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceropegia rubella (E.Mey.) Bruyns"
 ]
}

 The dataset includes 239 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099612-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zxuhjz
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Epapterus dispilurus Cope, 1878)"
 ]
}

 The dataset includes 111 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014289-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5rb3a2
title: Occurrence Download

description: A dataset containing 19242394 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 1000-2023"
 ]
}

 The dataset includes 19242394 records from 3022 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099616-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.