cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.7561126
title: Monthly and annual evapotranspiration maps in Berlin (Germany)

description: Monthly and annual evapotranspiration (ET) maps of Berlin, Germany at a 10-m resolution are provided. This dataset is related to the manuscript "City-wide, high-resolution mapping of evapotranspiration to guide climate-resilient planning" (under review). The monthly and annual ET sums are provided as rasters (.tif files). The monthly ET sums are given in the files named "ETmonthly_2019_(month).tif" The annual ET sum for 2019 is named "ETannual_2019.tif". The coordinate reference system (CRS) is "+proj=longlat +datum=WGS84 +no_defs." For access to daily ET maps in 2019, please contact Stenka Vulova (stenka.vulova@tu-berlin.de). The abstract of the manuscript is given for background information on the dataset: "The impacts of global change, including extreme heat and water scarcity, are threatening an ever-growing urban world population. Evapotranspiration (ET) mitigates the urban heat island, reducing the effect of heat waves. It can also be used as a proxy for vegetation water use, making it a crucial tool to plan resilient green cities. To optimize the trade-off between urban greening and water security, reliable and up-to-date maps of ET for cities are urgently needed. Despite its importance, few studies have mapped urban ET accurately for an entire city in high spatial and temporal resolution. We mapped the ET of Berlin, Germany in high spatial (10-m) and temporal (hourly) resolution for the year of 2019. A novel machine learning (ML) approach combining Sentinel-2 time series, open geodata, and flux footprint modeling was applied. Two eddy flux towers with contrasting surrounding land cover provided the training and testing data. Flux footprint modeling allowed us to incorporate comprehensive land cover types in training the ML models. Open remote sensing and geodata used as model inputs included Normalized Difference Vegetation Index (NDVI) from Sentinel-2, building height, impervious surface fraction, vegetation fraction, and vegetation height. NDVI was used to indicate vegetation phenology and health, as plant transpiration contributes to the majority of terrestrial ET. Hourly reference ET (RET) was calculated and used as input to capture the temporal dynamics of the meteorological conditions. Predictions were carried out using Random Forest (RF) regression. Weighted averages extracted from hourly ET maps using flux footprints were compared to measured ET from the two flux towers. Validation showed that the approach is reliable for mapping urban ET, with a mean R2 of 0.76 and 0.56 and a mean RMSE of 0.0289 mm and 0.0171 mm at the more vegetated site and the city-center site, respectively. Lastly, the variation of ET between Local Climate Zones (LCZs) was analyzed to support urban planning. This study demonstrated the capacity to map urban ET at an unprecedented high spatial and temporal resolution with a novel methodology, which can be used to support the sustainable management of green infrastructure and water resources in an urbanizing world facing climate change."
DOI: 10.5281/zenodo.7561125
title: Monthly and annual evapotranspiration maps in Berlin (Germany)

description: Monthly and annual evapotranspiration (ET) maps of Berlin, Germany at a 10-m resolution are provided. This dataset is related to the manuscript "City-wide, high-resolution mapping of evapotranspiration to guide climate-resilient planning" (under review). The monthly and annual ET sums are provided as rasters (.tif files). The monthly ET sums are given in the files named "ETmonthly_2019_(month).tif" The annual ET sum for 2019 is named "ETannual_2019.tif". The coordinate reference system (CRS) is "+proj=longlat +datum=WGS84 +no_defs." For access to daily ET maps in 2019, please contact Stenka Vulova (stenka.vulova@tu-berlin.de). The abstract of the manuscript is given for background information on the dataset: "The impacts of global change, including extreme heat and water scarcity, are threatening an ever-growing urban world population. Evapotranspiration (ET) mitigates the urban heat island, reducing the effect of heat waves. It can also be used as a proxy for vegetation water use, making it a crucial tool to plan resilient green cities. To optimize the trade-off between urban greening and water security, reliable and up-to-date maps of ET for cities are urgently needed. Despite its importance, few studies have mapped urban ET accurately for an entire city in high spatial and temporal resolution. We mapped the ET of Berlin, Germany in high spatial (10-m) and temporal (hourly) resolution for the year of 2019. A novel machine learning (ML) approach combining Sentinel-2 time series, open geodata, and flux footprint modeling was applied. Two eddy flux towers with contrasting surrounding land cover provided the training and testing data. Flux footprint modeling allowed us to incorporate comprehensive land cover types in training the ML models. Open remote sensing and geodata used as model inputs included Normalized Difference Vegetation Index (NDVI) from Sentinel-2, building height, impervious surface fraction, vegetation fraction, and vegetation height. NDVI was used to indicate vegetation phenology and health, as plant transpiration contributes to the majority of terrestrial ET. Hourly reference ET (RET) was calculated and used as input to capture the temporal dynamics of the meteorological conditions. Predictions were carried out using Random Forest (RF) regression. Weighted averages extracted from hourly ET maps using flux footprints were compared to measured ET from the two flux towers. Validation showed that the approach is reliable for mapping urban ET, with a mean R2 of 0.76 and 0.56 and a mean RMSE of 0.0289 mm and 0.0171 mm at the more vegetated site and the city-center site, respectively. Lastly, the variation of ET between Local Climate Zones (LCZs) was analyzed to support urban planning. This study demonstrated the capacity to map urban ET at an unprecedented high spatial and temporal resolution with a novel methodology, which can be used to support the sustainable management of green infrastructure and water resources in an urbanizing world facing climate change."
DOI: 10.3886/e147021
title: Data and Code for: "Anchored Inflation Expectations"

description: We develop a theory of low-frequency movements in inflation expectations, and use it to interpret joint dynamics of inflation and inflation expectations for the United States and other countries over the post-war period. In our theory long-run inflation expectations are endogenous. They are driven by short-run inflation surprises, in a way that depends on recent forecasting performance and monetary policy. This distinguishes our theory from common explanations of low-frequency properties of inflation. The model, estimated using only inflation and short-term forecasts from professional surveys, accurately predicts observed measures of long-term inflation expectations and identifies episodes of unanchored expectations.<br>
DOI: 10.3886/e147021v1
title: Data and Code for: "Anchored Inflation Expectations"

description: We develop a theory of low-frequency movements in inflation expectations, and use it to interpret joint dynamics of inflation and inflation expectations for the United States and other countries over the post-war period. In our theory long-run inflation expectations are endogenous. They are driven by short-run inflation surprises, in a way that depends on recent forecasting performance and monetary policy. This distinguishes our theory from common explanations of low-frequency properties of inflation. The model, estimated using only inflation and short-term forecasts from professional surveys, accurately predicts observed measures of long-term inflation expectations and identifies episodes of unanchored expectations.<br>
DOI: 10.3886/e183869v1
title: São Lourenço, Minas Gerais, Estância Hidromineral

description: O objetivo deste artigo é investigar, através da historiografia existente, quem foi o primeiro proprietário das terras onde está situado no município de São Lourenço, Minas Gerais. A metodologia adotada neste estudo fundamentou-se no cruzamento das fontes históricas encontradas, sobretudo nos arquivos digitais do IBGE e do Arquivo Público Mineiro - APM, entre outras fontes que compõem a rica literatura historiográfica do município. O resultado esperado é que esta pesquisa estabeleça um levantamento histórico capaz de auxiliar na preservação da memória social e cultural da estância hidromineral de São Lourenço e contribuir para o preenchimento com documentos históricos adicionais ou vazios existentes na história do município.
DOI: 10.3886/e183869v2
title: São Lourenço, Minas Gerais, Estância Hidromineral

description: O objetivo deste artigo é investigar, através da historiografia existente, quem foi o primeiro proprietário das terras onde está situado no município de São Lourenço, Minas Gerais. A metodologia adotada neste estudo fundamentou-se no cruzamento das fontes históricas encontradas, sobretudo nos arquivos digitais do IBGE e do Arquivo Público Mineiro - APM, entre outras fontes que compõem a rica literatura historiográfica do município. O resultado esperado é que esta pesquisa estabeleça um levantamento histórico capaz de auxiliar na preservação da memória social e cultural da estância hidromineral de São Lourenço e contribuir para o preenchimento com documentos históricos adicionais ou vazios existentes na história do município.
DOI: 10.3886/e183868v1
title: Lauro de Oliveira Lima e a Educação Democrática

description: O objetivo deste trabalho é fortalecer que o analfabetismo e a evasão escolar ocorram por causa da exclusão social, das atitudes antidemocráticas do Estado e da Sociedade e do desamparo em que vivem os mais desfavorecidos. Estudos sobre o desenvolvimento da inteligência demonstram que toda criança pode aprender o ensino formal oferecido nas escolas, exceto nos casos de doença neurológica degenerativa que compromete a memória, o pensamento, o comportamento e a compreensão. O analfabetismo e a evasão escolar são diagnósticos não de deficiência intelectual dos analfabetos, mas da falta de vontade política da Escola, do Estado, da Família e da Sociedade, que não promovem a inclusão e excluem do ensino formal os desfavorecidos. O referencial teórico deste trabalho se sustenta numa conversa que teve com Lauro de Oliveira Lima, o qual desconstruiu,
DOI: 10.25573/data.18610646.v1
title: Yearly Reports_AVA Tower

description: Yearly climate summaries for the Smithsonian Tropical Research Institute's Physical Monitoring Program Barro Colorado Island, AVA tower.<br>Established in Mar, 2011 as part of the ForestGEO Tropical Ecology, Assessment and Monitoring (TEAM) project.The original tower was Located near the center of the island at the north west corner of the 50ha plot (9.1568°, -79.8486°).<br>In 2018 this tower was struck by a tree fall and rendered unusable.<br>In Feb. 2019 a new 45m tower was build close by (9.1568°, -79.8486°).
DOI: 10.25573/data.11799111.v4
title: Yearly Reports_Barro Colorado Island

description: Yearly climate summaries for the Smithsonian Tropical Research Institute's Physical Monitoring Program 'Clearing' and Lutz and Conrad Catchment stations on Barro Colorado Island, located in the middle of Gatun Lake, in the Rep. of Panama.<br><br>This report summarises data taken from two locations: a 48 m walk-up tower located within the Lutz catchment, and a small clearing (‘El Claro’) located among several laboratory buildings. The tower, with sensors at 10 m intervals, provides a vertical meteorological transect through the forest canopy. The Lutz catchment, located on the Northeast lope of BCI, and is probably typical of many small catchment areas on the island. The catchment encompasses 9.73 ha. The Lutz catchment is located immediately southwest of the laboratory clearing and dormitory area. The Clearing is a grass-covered area located near several laboratory buildings. The station is located in the northwest corner of the Clearing in a fenced in area measuring approximately 189cm x 183cm.
DOI: 10.6084/m9.figshare.21593271
title: Supplementary Material for: Long-Term Retention of Young Adult Study Participants with Youth-Onset Type 2 Diabetes: Results from the TODAY2 Study

description: Introduction: The Treatment Options for type 2 Diabetes in Adolescents and Youth (TODAY) trial examined the effects of three treatment arms in a group of racially and ethnically diverse adolescents and youth with type 2 diabetes mellitus. TODAY2 was an observational follow-up study reporting outcomes and complications in these participants after having diabetes for approximately 13 years. Participant retention was essential to fulfill this objective. This report describes motivations and problems participants self-reported related to continuing in this study. Methods: The TODAY2 retention survey was administered to participants, mean age 27 years, 36% non-Hispanic Black, 18% non-Hispanic white, 39% Hispanic, 52% public and 35% private healthcare coverage, who completed the last study visit (63.8% of original TODAY cohort). The survey listed potential benefits and barriers to staying in the trial. Participants indicated agreement or disagreement with each statement using a four point Likert-type scale. Results: More than 93% of survey responders agreed with benefits listed for staying in TODAY2. The most cited reason for staying in the study was related to the strong relationship that participants had with study staff. The common barriers to attending trial visits were: tending to other medical problems, fear of disappointing study staff, and school/work scheduling conflicts. Participants with public healthcare coverage were more likely to endorse benefits related to diabetes care (e.g. getting latest test results, staying motivated to care for my diabetes) and monetary compensation, whereas participants with poor glycemic control cited that a barrier to attending study visits was “fear of disappointing” study staff. Discussion/Conclusion: In a racially and ethnically diverse population of youth-onset type 2 diabetes, benefits and barriers associated with long-term retention are described. These findings can be used to help inform future retention strategies for young adults in clinical trials.
DOI: 10.3886/icpsr35373.v1
title: Survey of Consumer Attitudes and Behavior, May 2005
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 2005 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, 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 include 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, however, this collection contains four weights; WT (HOUSEHOLD HEAD WEIGHT), WT_HH (HOUSEHOLD WEIGHT), WT_ADHD (ADULT HEAD WEIGHT), and WT_AD (ADULT WEIGHT) that must be used in any analysis. For more information on weights and sampling, please visit the Surveys of Consumers Web site.
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.; 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) 
 Additional information on the Survey 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 divison
description: National sampling of dwelling units selected by area probability sampling.
DOI: 10.3886/icpsr35373.v2
title: Survey of Consumer Attitudes and Behavior, May 2005
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 2005 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, 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 include 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, however, this collection contains four weights; WT (HOUSEHOLD HEAD WEIGHT), WT_HH (HOUSEHOLD WEIGHT), WT_ADHD (ADULT HEAD WEIGHT), and WT_AD (ADULT WEIGHT) that must be used in any analysis. For more information on weights and sampling, please visit the Surveys of Consumers Web site.
description: National sampling of dwelling units selected by area probability sampling.
description: Datasets: DS1: Survey of Consumer Attitudes and Behavior, May 2005
description: Persons aged 18 years or older living in households with telephones within the United States. Smallest Geographic Unit: Census divison
description: computer-assisted telephone interview (CATI) Additional information on the Survey of Consumers can be found by visiting the Surveys of Consumers Web site.
DOI: 10.3886/icpsr35373.v3
title: Survey of Consumer Attitudes and Behavior, May 2005
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 2005 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, 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 include 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, however, this collection contains four weights; WT (HOUSEHOLD HEAD WEIGHT), WT_HH (HOUSEHOLD WEIGHT), WT_ADHD (ADULT HEAD WEIGHT), and WT_AD (ADULT WEIGHT) that must be used in any analysis. For more information on weights and sampling, please visit the Surveys of Consumers Web site.
description: National sampling of dwelling units selected by area probability sampling.
description: Datasets: DS1: Survey of Consumer Attitudes and Behavior, May 2005
description: Persons aged 18 years or older living in households with telephones within the United States. Smallest Geographic Unit: Census divison
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 P.I. Codebook. Additional information on the Survey of Consumers can be found by visiting the Surveys of Consumers Web site.
DOI: 10.6084/m9.figshare.20756672
title: Impact of Clinical Pharmacist Practitioner-Driven High Opioid Dose Reevaluation in Veterans with Chronic Non-Cancer Pain

description: Veterans Health Administration implemented the Opioid Safety Initiative (OSI) in 2013 to promote safe/rational opioid prescribing. West Palm Beach VA Healthcare System (WPBVAHCS) has been an outlier for the percentage of Veterans with chronic non-cancer pain receiving ≥90 mg Morphine Equivalent Daily Dosing (MEDD) in Veterans Integrated Service Networks (VISN) 8 since the 2016 fiscal year. The purpose was to determine the utility of a Pain Clinical Pharmacist Practitioner (CPP) identifying, reviewing, and approaching Veterans utilizing high-dose opioids for dose reevaluation and the impact on OSI metric post-opioid reevaluation. Pain CPP opioid education resulted in 28% (11/39) of Veterans undergoing an average 17.7 mg MEDD opioid dose reduction. For Veterans evaluated by Pain CPP, 83% (15/18) reported no change or improvement in average pain and PEG score. Pain CPP’s implemented 48 interventions outside of opioid dose reduction, the most common related to naloxone. No documented opioid overdose events, hospitalizations for uncontrolled pain or mental health, suicide attempts or pain-related crisis interventions were reported. Pain CPP’s are equipped to provide opioid education, address risk mitigation strategies, reassess pain regimens, and refer for non-pharmacologic modalities. Utilization of Pain CPP resources helps improve OSI metrics while providing safe comprehensive medication management (CMM) for chronic pain.