cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7910/dvn/rzp6ns
title: Inflation expectations and macroeconomic data from Brazil

description: This dataset shows consumer inflation expectations and raw macroeconomic data from Brazil. Using this data source it was performed an attribute selection on the macroeconomic data to find the best variables to forecast the 12-month future inflation of Brazil (dependent variable). The dataset also shows what were the forecasts for an interval of 20 months from the following models: AR(1), multiple linear regression, an LSTM neural network with macroeconomic data and the same neural network with the addition of inflation expectations.
description: The following references were used to gather the data presented in this dataset:

https://www3.bcb.gov.br/sgspub/

http://www.ibge.gov.br/home/estatistica/indicadores/precos/inpc_ipca/defaultinpc.shtm

http://portalibre.fgv.br/main.jsp?lumPageId=402880811D8E34B9011D984D9EE23590
DOI: 10.7910/dvn/tvn2rz
title: CCES 2014, Team Module of University of Massachusetts Amherst (UMA)

description: This dataverse contains the data and supporting documents for the CCES 2014 University of Massachusetts Amherst. This project was supported by the National Science Foundation, Grant Number SES-1430505.
DOI: 10.7910/dvn/hcamst
title: Replication Data for: Examining Spatial Mismatch Through a New Geography of Opportunity Index

description: The project introduces a new index of geographic opportunity that improves upon existing measures to analyze the spatial mismatch between job growth and populations in urban settings. Past measures of job accessibility have relied on measures of linear distance between populations and job, actual commute times for those working, or much simpler regional approaches. These past measures suffer from combinations of measurement error and endogeneity due to the fact that linear distance is most relevant if someone has a car and commute times derived from a working population subsumes a set of job market and residential choices for this population. Past measures are most problematic for the most disadvantaged populations that are unlikely to have a car. The new gravity model focus on travel time in public transportation using Generalized Transit Feed Specification (GTFS) data. We compare this measure of job accessibility to measures of auto and walking accessibility in 9 large metropolitan areas to determine the association between job accessibility and employment outcomes at the Census tract level. We find that labor force participation is consistently higher in places with greater transit accessibility between 15-45 minutes away. In contrast, accessibility by automobiles is most consistently associated with jobs that can be reached within 15 minutes.
DOI: 10.7910/dvn/rtb1ol
title: Replication Data for: Social connectedness and mental health

description: Evidence on social stimuli associated with mental health is based mostly on self-reported health measures. These datasets comprise data to examine prospective associations between social connectedness and clinical diagnosis of depression and of anxiety. This dataset was constructed by merging longitudinal observational data with health insurance data comprising medical information on diagnosis of depression and anxiety. Not imputed and imputed [imputations using chained equations (with 10 sets of imputed data)] datasets are provided. Stata script to replicate analyses is attached.
DOI: 10.7910/dvn/tsusi
title: House Unpassed Legislation 1841, Docket 998, SC1/series 230, Petition of William H. Sanford

description: &lt;p&gt;Petition subject: Repeal of interracial marriage, anti-miscegenation laws &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:10956433"&gt;http://nrs.harvard.edu/urn-3:FHCL:10956433&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: Boylston &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: Eli B. Lamson, Boylston; committee on that subject &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;William H. Sanford&lt;/li&gt;&lt;li&gt;Harriet S. Sanford&lt;/li&gt;&lt;li&gt;Louisa Brigham&lt;/li&gt;&lt;li&gt;Mary White&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Actions taken on dates: 1841-01-14 &lt;/p&gt; &lt;p&gt;Legislative action: Received in the House on January 14, 1841 and referred to the committee on that subject &lt;/p&gt; &lt;p&gt;Total signatures: 81 &lt;/p&gt; &lt;p&gt;Legislative action summary: Received, referred &lt;/p&gt; &lt;p&gt;Legal voter signatures (males not identified as non-legal): 26 &lt;/p&gt; &lt;p&gt;Female signatures: 47 &lt;/p&gt; &lt;p&gt;Unidentified signatures: 8 &lt;/p&gt; &lt;p&gt;Female only signatures: No &lt;/p&gt; &lt;p&gt;Identifications of signatories: inhabitants, [females] &lt;/p&gt; &lt;p&gt;Prayer format was &lt;a href="http://en.wikipedia.org/wiki/Printing"&gt;printed&lt;/a&gt; vs. &lt;a href="http://en.wikipedia.org/wiki/Manuscript"&gt;manuscript&lt;/a&gt;: Printed &lt;/p&gt; &lt;p&gt;Signatory column format: not column separated &lt;/p&gt; &lt;p&gt;Additional non-petition or unrelated documents available at archive: no additional documents &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: House Unpassed 1841, Docket 998 &lt;/p&gt; &lt;p&gt;Acknowledgements: Supported by the National Endowment for the Humanities (PW-5105612), Massachusetts Archives of the Commonwealth, Radcliffe Institute for Advanced Study at Harvard University, Center for American Political Studies at Harvard University, Institutional Development Initiative at Harvard University, and Harvard University Library.&lt;/p&gt;
DOI: 10.7910/dvn/upodnl
title: Meteotrentino Weather Station‎ Data

description: This dataset contains measurements about temperature, precipitation and wind speed/direction taken in 36 Weather Stations.
DOI: 10.7910/dvn/asxxgu
title: Replication data for: Why Process Matters for Causal Inference
DOI: 10.7910/dvn/txb0zo
title: Replication Data for: The Role of Parallel Trends in Event Study Settings: An Application to Environmental Economics.

description: Data and code for "The role of parallel trends in event study settings: An application to environmental economics", by Michelle Marcus and Pedro H. C. Sant'Anna. Look at the README file for details.
DOI: 10.7910/dvn/ujq7zw
title: Immune cells and checkpoints in pancreatic adenocarcinoma: association with clinical and pathological aspects.

description: This research is about the inflamatory aspects that occurs in pancreatic adenocarcinomas (regarding CD4, CD8, FOXP3 and CD163 cells; PD-L1, PD-L2 and HLA-G aspects). Main author: MD, PhD Maria Auxiliadora de Paula Carneiro Cysneiros.
DOI: 10.35078/m2b248
title: Mapeamento das áreas especiais do Programa Nacional de Controle da Malária na Amazônia brasileira

description: A pesquisa da qual os dados que depositarei são fruto está relacionada com o mapeamento das Áreas Especiais do Programa Nacional de Controle da Malária na Amazônia brasileira. É um conjunto de bases de dados que foram organizadas para a análise de suas distribuições pelos estados Amazônicos brasileiros. As áreas especiais são uma primeira etapa da estratificação dos diferentes tipos de ciclos de transmissão da malária no Brasil, e estão relacionadas aos determinantes socioambientais dessa do doença [pt] The research from which the data I will deposit are the result is related to the mapping of the Special Areas of the National Malaria Control Program in the Brazilian Amazon. It is a set of databases that were organized to analyze their distribution across the Brazilian Amazon states. The special areas are a first stage in the stratification of the different types of malaria transmission cycles in Brazil, and are related to the socio-environmental determinants of this disease [en] La investigación de la que resultan los datos que depositaré está relacionada con el mapeo de las Áreas Especiales del Programa Nacional de Control de la Malaria en la Amazonía brasileña. Se trata de un conjunto de bases de datos que fueron organizadas para analizar su distribución en los estados de la Amazonía brasileña. Las áreas especiales son una primera etapa en la estratificación de los diferentes tipos de ciclos de transmisión de la malaria en Brasil y están relacionadas con los determinantes socioambientales de esta enfermedad [es]
DOI: 10.7910/dvn/54b26d
title: Good Potato: An open image dataset of good Potatoes for machine vision enabled automated grading of produce based on visual characteristics

description: Open Image Data Set of Good Potatoes
DOI: 10.7910/dvn/yduteu
title: Petition of Timothy Dwight

description: &lt;p&gt;Petition subject: Property &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:26855815"&gt;http://nrs.harvard.edu/urn-3:FHCL:26855815&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: 1707-11-22 &lt;/p&gt; &lt;p&gt;Petition location: Dedham &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;Timothy Dwight&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Total signatures: 1 &lt;/p&gt; &lt;p&gt;Legal voter signatures (males not identified as non-legal): 1 &lt;/p&gt; &lt;p&gt;Female only signatures: No &lt;/p&gt; &lt;p&gt;Prayer format was &lt;a href="http://en.wikipedia.org/wiki/Printing"&gt;printed&lt;/a&gt; vs. &lt;a href="http://en.wikipedia.org/wiki/Manuscript"&gt;manuscript&lt;/a&gt;: Manuscript &lt;/p&gt; &lt;p&gt;Native American tribe: Nipmuc &lt;/p&gt; &lt;p&gt;Acknowledgements: Supported by the National Endowment for the Humanities (PW-5105612), Massachusetts Archives of the Commonwealth, Radcliffe Institute for Advanced Study at Harvard University, Center for American Political Studies at Harvard University, Institutional Development Initiative at Harvard University, and Harvard University Library.&lt;/p&gt; &lt;p&gt;Additional archivist notes: lands, Dudley, Black James, his mother, corn, provisions, east northeast side of Chaubunagungamaug Pond, Webster Lake, confirmation of land, Woodstock, Connecticut, Josiah Dwight, Joseph Dudley, maps and plans, [additional documents in volumes, see pages 46-48] &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: Massachusetts Archives volume 31, page 46 &lt;/p&gt;
DOI: 10.7910/dvn/zbi7c9
title: Replication data for: Power, Preferences, and Multiple Levels of Interstate Conflict
DOI: 10.7910/dvn/zr4b3j
title: A85_208.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/74bdf563-9bb3-1d5a-7fcf-5e8e3cbea08d'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/74bdf563-9bb3-1d5a-7fcf-5e8e3cbea08d
DOI: 10.7910/dvn/ztd9oh
title: Wright Casebook Edited; Docketed Case: 18,611
DOI: 10.7910/dvn/arcsd1
title: Results of level set based topology optimizations considering the millability with realistic tools

description: As additional information to our work "Level-set-based topology optimization of threedimensional structures considering the manufacturing process with realistic milling tools“, we provide with the attached files the convergence histories for all numerical experiments performed.
DOI: 10.7910/dvn/tw8cej
title: A90_3718.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/32d485da-074e-c2aa-8442-a08d9af46b82'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/32d485da-074e-c2aa-8442-a08d9af46b82
DOI: 10.7910/dvn/urmbd
title: Senate Unpassed Legislation 1851, Docket 13162, SC1/series 231, Petition of Leonard Parker

description: &lt;p&gt;Petition subject: To protect rights and liberties of Commonwealth inhabitants &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:11858384"&gt;http://nrs.harvard.edu/urn-3:FHCL:11858384&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: West Brookfield &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: James M. Stone, Charlestown; special committee on the subject of slavery &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;Leonard Parker&lt;/li&gt;&lt;li&gt;Avery Keep&lt;/li&gt;&lt;li&gt;Mary H. Farnham&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Actions taken on dates: 1851-03-05,1851-03-06 &lt;/p&gt; &lt;p&gt;Legislative action: Received in the House on March 5, 1851 and referred to the special committee on the subject of slavery and sent for concurrence and received in the Senate on March 6, 1851 and concurred &lt;/p&gt; &lt;p&gt;Total signatures: 82 &lt;/p&gt; &lt;p&gt;Legislative action summary: Received, referred, sent, received, concurred &lt;/p&gt; &lt;p&gt;Legal voter signatures (males not identified as non-legal): 55 &lt;/p&gt; &lt;p&gt;Female signatures: 18 &lt;/p&gt; &lt;p&gt;Other male signatures: 4 &lt;/p&gt; &lt;p&gt;Unidentified signatures: 5 &lt;/p&gt; &lt;p&gt;Female only signatures: No &lt;/p&gt; &lt;p&gt;Identifications of signatories: inhabitants, legal voters, other persons, [females], [other males], ["others"] &lt;/p&gt; &lt;p&gt;Prayer format was &lt;a href="http://en.wikipedia.org/wiki/Printing"&gt;printed&lt;/a&gt; vs. &lt;a href="http://en.wikipedia.org/wiki/Manuscript"&gt;manuscript&lt;/a&gt;: Printed &lt;/p&gt; &lt;p&gt;Signatory column format: column separated &lt;/p&gt; &lt;p&gt;Additional non-petition or unrelated documents available at archive: no additional documents &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: Senate Unpassed 1851, Docket 13162 &lt;/p&gt; &lt;p&gt;Acknowledgements: Supported by the National Endowment for the Humanities (PW-5105612), Massachusetts Archives of the Commonwealth, Radcliffe Institute for Advanced Study at Harvard University, Center for American Political Studies at Harvard University, Institutional Development Initiative at Harvard University, and Harvard University Library.&lt;/p&gt;
DOI: 10.7910/dvn/aqx9t
title: House Unpassed Legislation 1843, Docket 1286, SC1/series 230, Petition of Cyrus Peirce

description: &lt;p&gt;Petition subject: Repeal of anti-miscegenation and all laws making distinction on color &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:11029529"&gt;http://nrs.harvard.edu/urn-3:FHCL:11029529&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: Nantucket &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: Loring Moody, Harwich &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;Cyrus Peirce&lt;/li&gt;&lt;li&gt;Nathaniel Barney&lt;/li&gt;&lt;li&gt;Ebenezer W. Allen&lt;/li&gt;&lt;li&gt;Joseph Mitchell&lt;/li&gt;&lt;li&gt;Robert Gardner&lt;/li&gt;&lt;li&gt;Jane Hewes&lt;/li&gt;&lt;li&gt;Anna Gardner&lt;/li&gt;&lt;li&gt;Andrew Macy&lt;/li&gt;&lt;li&gt;Isaac Austin&lt;/li&gt;&lt;li&gt;Absalom F. Boston&lt;/li&gt;&lt;li&gt;David Joy&lt;/li&gt;&lt;li&gt;Edward J. Pompey&lt;/li&gt;&lt;li&gt;Lydia Mitchell&lt;/li&gt;&lt;li&gt;Wesley Berry&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Legislative action: Laid on the table &lt;/p&gt; &lt;p&gt;Total signatures: 98 &lt;/p&gt; &lt;p&gt;Legislative action summary: Laid on the table &lt;/p&gt; &lt;p&gt;Legal voter signatures (males not identified as non-legal): 49 &lt;/p&gt; &lt;p&gt;Female signatures: 26 &lt;/p&gt; &lt;p&gt;Unidentified signatures: 23 &lt;/p&gt; &lt;p&gt;Female only signatures: No &lt;/p&gt; &lt;p&gt;Identifications of signatories: undersigned, [females], [males of color], [females of color], ["others"], ["inhabitants"] &lt;/p&gt; &lt;p&gt;Prayer format was &lt;a href="http://en.wikipedia.org/wiki/Printing"&gt;printed&lt;/a&gt; vs. &lt;a href="http://en.wikipedia.org/wiki/Manuscript"&gt;manuscript&lt;/a&gt;: Printed &lt;/p&gt; &lt;p&gt;Signatory column format: not column separated &lt;/p&gt; &lt;p&gt;Additional non-petition or unrelated documents available at archive: no additional documents &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: House Unpassed 1843, Docket 1286 &lt;/p&gt; &lt;p&gt;Acknowledgements: Supported by the National Endowment for the Humanities (PW-5105612), Massachusetts Archives of the Commonwealth, Radcliffe Institute for Advanced Study at Harvard University, Center for American Political Studies at Harvard University, Institutional Development Initiative at Harvard University, and Harvard University Library.&lt;/p&gt;
DOI: 10.7910/dvn/atggjr
title: Replication Data : Twitter and the Projection of Political Personalities in India

description: Data with codes
DOI: 10.7910/dvn/ficktk
title: Gender and generational dynamics in land restoration amid male outmigration – Evidence from Burkina Faso

description: The purpose of the study is evidence base to support or debunk current understandings of the feminization of agriculture and its impact on women’s agency in rural agricultural systems. Main research questions: 1. Are/how are patterns of decision-making, labour, knowledge and capacities that underpin the restoration of degraded lands shifting across gender, age, and socio-economic groups as a result of seasonal male out-migration in central Burkina Faso? 2. To what extent does household structure influence land restoration practices, constraints to the adoption of different restoration options, and the distribution and control of benefits from restored lands? 3. Do/how do the aspirations of migrating and non-migrating household members (migrants and those left behind) differ from those of women and men from households without migrants? How do these aspirations influence the adoption of land restoration practices?
The study adopts a mixed-methods approach. The survey data here included focuses on decision-making, labour, knowledge and capacities, and benefits related to restoration among migrant and non-migrant households. Household and respondent characteristics are recorded to enable an intersectional analysis that sheds light on how social factors such as gender and age. Questions and response options offer an opportunity to explore jointness in decision-making, labour patterns, and other processes using relevant categories adopted from the Women’s Empowerment in Agriculture Index.&lt;br&gt;&lt;br&gt;
description: <i>Acknowledgements</i><br>
CGIAR Research Program on Policies, Institutions, and Markets (PIM)<br>
CGIAR Collaborative Platform for Gender Research<br>
CGIAR Research Program on Forests, Trees and Agroforestry (FTA)<br>
CGIAR Research Program on Water, Land and Ecosystems (WLE)<br>
CGIAR Trust Fund Donors<br>
Austrian Development Agency
DOI: 10.7910/dvn/lxmyv6
title: Replication Data for: On Event Studies and Distributed-Lags in Two-Way Fixed Effects Models: Identification, Equivalence, and Generalization

description: This archive contains the replication files for the paper “On Event Studies and Distributed-Lags in Two-Way Fixed Effects Models: Identification, Equivalence, and Generalization”. The included data and code can be used to replicate all results presented in our the study. We provide replication code for both STATA and R. We thank Jakob Miethe (LMU Munich) for collaborating on programming the R code.
description: STATA, 17.0
description: R, 4.2.2.
description: Replication Steps:

1. Download data and code (STATA or R) and save it in one folder, your working directory.

2. Open eventstudy.do or eventstudy.R and set the path of the working directory.

3. Run eventstudy.do or eventstudy.R.

4. All graphs will be saved to your working directory.
DOI: 10.7910/dvn/pljnnq
title: Wright Casebook Edited; Docketed Case: 73-1167
DOI: 10.7910/dvn/tuxwcq
title: Replication data for: Teaching Entrepreneurship: Impact of Business Training on Microfinance Clients and Institutions

description: Volume 93, Issue 2
DOI: 10.7910/dvn/zrqzvs
title: Cut to the Bone? Hospital Takeovers and Nurse Employment Contracts

description: This paper uses data from the 1990s to examine changes in the wages, employment, and effort of nurses in California hospitals following takeovers by large chains. The market for nurses has been described as a classic monopsony, so that one might expect increases in firm market power to be associated with declines in wages. However, we show that if one extends the monopsony model to consider effort, or if we apply a basic contracting model to the data, then we would expect to see effects on effort rather than on wages. This prediction is bourne out by the data Â— nurses see few declines in wages following takeovers, but see increases in the number of patients per nurse, our measure of effort. We also find that these changes are similar in the largest for-profit and non-profit chains, suggesting that market forces are more important than institutional form.
DOI: 10.7910/dvn/51b6nk
title: CDISC-SDTM sample study

description: This is a sample study dataset containing CDISC-SDTM formatted data files created originally by CDISC for demo purposes.

This dataset can be used by anyone who is interested in CDISC-SDTM formatted dataset. This version is used to demonstrate loading standard clinical datasets into PlatformTM: a data custodianship platform for translational research data.
Live demo here: https://platformtm.cloud/app/#/projects/15/main
DOI: 10.7910/dvn/eftyvk
title: Replication Data for: Resisting Broken Windows: The Effect of Neighborhood Disorder on Political Behavior

description: This repository contains data and code which replicate the results and produces the figures and tables in the article "Resisting Broken Windows: The Effect of Neighborhood Disorder on Political Behavior."
DOI: 10.7910/dvn/zvhrcz
title: Scaling up interventions: Findings and lessons learned from an external evaluation of Niger’s National Initiative to reduce postpartum hemorrhage

description: Data used to evaluate Niger's National PPH Initiative
DOI: 10.7910/dvn/h1mv6u
title: A97_8360e.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/f918c505-ed62-4e72-b52f-64544a8f5929'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/f918c505-ed62-4e72-b52f-64544a8f5929
DOI: 10.7910/dvn/mrvkir
title: Replication Data for: Using Word Order in Political Text Classification with Long Short-term Memory Models

description: These are the supplementary files for "Using Word Order in Political Text Classification with Long Short-term Memory Models" by Charles Chang and Michael Masterson. They contain the code and scripts needed to replicate the paper. They also contain code templates to facilitate the use of LSTM models.
description: Volume #, Issue #
DOI: 10.7910/dvn/pmpswj
title: Replication Data for: "Policy Design and Domestic Support for International Bailouts"

description: Bechtel, Michael M./Hainmueller, Jens/Margalit, Yotam. 
"Policy Design and Domestic Support for International Bailouts"
European Journal of Political Research (2017) 56 (4): 864–886.
First posted: October 2012, https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2163594
description: Bechtel, Michael M./Hainmueller,Jens/Margalit, Yotam: 
"Policy Design and Domestic Support for International Bailouts"
European Journal of Political Research (2017) 56 (4): 864–886.
First posted: October 2012
https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2163594
DOI: 10.7910/dvn/tvczfu
title: An empirical approach to assessing training needs for emergency department management of intentional self-harm and related behaviors in the United States

description: Two domains were assessed: residents’ self-reported confidence and competence/accuracy of answering knowledge-based questions. Participants were first, second, and third post-graduate year (PGY1-3) emergency medicine residents of Geisinger Medical Center in a United States training program (PGY1 n = 17; PGY2/3 n = 13). Items 1-10 consisted of questions pertaining to demographics and training history; Items 11-14 consisted of residents’ self-reported confidence in four domains rated on a Likert-type scale 1-10 (1 = not at all confident to 10 = very confident); Item 15 was an open-ended question asking residents what they would like to learn more about to effectively address psychiatric issues. Items 16-19 consisted of open-ended questions regarding competence in mental health-related issues.