Medicine and Health Sciences Commons^™

Consultation/Liaison Psychiatry During Covid-19, Robert Frierson, Steven B Lippmann

The University of Louisville Journal of Respiratory Infections

Consultation/liaison psychiatrists care for people with co-existing medical and psychologic difficulties. The coronavirus pandemic is stressful for patients and their psychiatric caregivers. Patients have lost support systems and harbor fears about exposing family to the virus. COVID-19 sometimes exacerbates previous psychiatric conditions, while diminishing intimacy with physicians. Everyone is oversaturated with COVID-19-related news focusing on rising concerns about the illness and about jobs, school, and housing insecurities.

The psychiatrist maintains a hospital presence despite fear of contracting the disease. Challenges include addressing staff morale, evidencing empathy despite telecommunication devices, and treating anxiety, depression, sleep phobias, post intubation flashbacks, COVID-19-induced cognitive …

Assessing Acceptability Of Covid-19 Vaccine Booster Dose Among Adult Americans: A Cross-Sectional Study, Tesfaye Yadete, Kavita Batra, Dale M. Netski, Sabrina Antonio, Michael J. Patros, Johan C. Bester

School of Medicine Faculty Publications

Given the emergence of breakthrough infections, new variants, and concerns of waning immunity from the primary COVID-19 vaccines, booster shots emerged as a viable option to shore-up protection against COVID-19. Following the recent authorization of vaccine boosters among vulnerable Americans, this study aims to assess COVID-19 vaccine booster hesitancy and its associated factors in a nationally representative sample. A web-based 48-item psychometric valid survey was used to measure vaccine literacy, vaccine confidence, trust, and general attitudes towards vaccines. Data were analyzed through Chi-square (with a post hoc contingency table analysis) and independent-sample t-/Welch tests. Among 2138 participants, nearly 62% intended …

Breastfeeding Media Coverage And Beliefs During The Covid-19 Pandemic In Mexico: Implications For Breastfeeding Equity, Mireya Vilar-Compte, P. Gaitán‐Rossi, E. C. Rhodes, V. Cruz‐Villalba, R. Pérez‐Escamilla

Department of Public Health Scholarship and Creative Works

Background: Because breastfeeding offers short- and long- term health benefits to mothers and children, breastfeeding promotion and support is a public health priority. Evidence shows that SARS-CoV-2 is not likely to be transmitted via breastmilk. Moreover, antibodies against SARS-CoV-2 are thought to be contained in breastmilk of mothers with history of COVID-19 infection or vaccination. WHO recommends direct breastfeeding as the preferred infant feeding option during the COVID-19 pandemic, even among women with COVID-19; but conflicting practices have been adopted, which could widen existing inequities in breastfeeding. This study aims to describe how information about breastfeeding was communicated in Mexican …

Community And Provider Acceptability Of The Covid-19 Vaccine: A Systematic Review And Meta-Analysis, Christian Akem Dimala, Benjamin Momo Kadia, Hai Nguyen, Anthony Donato

Advances in Clinical Medical Research and Healthcare Delivery

Background:

The novel coronavirus disease (COVID-19) vaccines may help control the current pandemic but would require immunization levels that would achieve herd immunity. This study aimed to quantify current COVID-19 vaccine acceptance rates, as well as characterize the determinants, enablers and barriers to vaccine acceptability across the globe by synthesizing published evidence.

Methods:

A systematic review and meta-analysis of studies was performed on studies assessing the acceptability of a COVID-19 vaccine published between November 1^st, 2019, and November 30^th, 2020. PubMed, Embase and Cochrane central were searched for eligible studies. Data extracted from retained studies was …

Adapting Global Service-Learning Project And Community Partnership Outcomes Using A “Tele-Engineering” Approach In Response To The Covid-19 Pandemic, Christiane Ley, Danielle Angert, Tessa Hudelson, Jordan Harris

Purdue Journal of Service-Learning and International Engagement

The Water Supply in Developing Countries (WSDC) service-learning course at Purdue University has fostered a strong partnership with the La Vega region in the Dominican Republic since 2012. During this time, an interdisciplinary group of engineering and science students has helped design drinking water treatment systems and the group has developed water, sanitation, and health (WASH) education materials. These WASH education and water safety approaches often have been conducted in person in the past. However, with the state of the COVID-19 pandemic and the inability to travel in the fall and spring semesters of the 2020–2021 academic year, the students …

Covid-19-Associated Pulmonary Aspergillosis: A Case Report From The Covid-19 Surveillance Program., Mohamad Belal Aldaas, Dylan Goldsmith, Forest W. Arnold

The University of Louisville Journal of Respiratory Infections

A 72-year-old male was brought to the hospital following a motorcycle crash and was admitted for multiple trauma management. His initial course of hospitalization was complicated by mild hypoxemia and altered mental status. Respiratory workup and imaging were consistent with SARS-CoV-2 pneumonia. He completed a five-day course of remdesivir and a ten-day course of dexamethasone. Twenty days later, he developed a low-grade fever. His chest computerized tomography (CT) showed gas and fluid containing parenchymal collection in the anteromedial right middle lobe measuring up to 4.8 cm, most consistent with a pulmonary abscess. Antimicrobial treatment was started.

The patient became hypoxic …

University Of Louisville International Travel Clinic: Pivoting During The Covid-19 Pandemic, Dawn Balcom, Subathra Marimuthu, Leslie A Wolf, Luanne Didelot, Sarah Tan, Daniel Hall, Ruth Carrico

The University of Louisville Journal of Respiratory Infections

No abstract provided.

Impact Of The Covid-19 Pandemic On Loneliness And Social Isolation: A Multi-Country Study, Roger O’Sullivan, Annette Burns, Gerard Leavey, Iracema Leroi, Vanessa Burholt, James Lubben, Julianne Holt-Lunstad, Christina Victor, Brian Lawlor, Mireya Vilar-Compte, Carla M. Perissinotto, Mark A. Tully, Mary Pat Sullivan, Michael Rosato, Joanna Mchugh Power, Elisa Tiilikainen, Thomas R. Prohaska

Department of Public Health Scholarship and Creative Works

The COVID-19 global pandemic and subsequent public health social measures have challenged our social and economic life, with increasing concerns around potentially rising levels of social isolation and loneliness. This paper is based on cross-sectional online survey data (available in 10 languages, from 2 June to 16 November 2020) with 20,398 respondents from 101 different countries. It aims to help increase our understanding of the global risk factors that are associated with social isolation and loneliness, irrespective of culture or country, to support evidence-based policy, services and public health interventions. We found the prevalence of severe loneliness was 21% during …

Sustainable Developmental Goals Interrupted: Overcoming Challenges To Global Child And Adolescent Health, Zulfiqar Ahmed Bhutta, Kathryn M. Yount, Quique Bassat, Caitlin E. Moyer

Woman and Child Health

No abstract provided.

Pulmonary Inflammation And Injury Triggered By Spine Surgery In Recovered Covid-19 Patients Demand Consideration, Luciano Rodrigo Lopes, Silvana Kertzer Kasinski

The University of Louisville Journal of Respiratory Infections

No abstract provided.

Disparities In Covid-19 Rates Among Various Demographics And Lack Of Racial Representation In Medical Texts, Diangelo Gonzalez

Celebration of Learning

The 2019 novel coronavirus (COVID-19) outbreak, which originated in Wuhan, China in December of 2019, has impacted nations all over the globe. Given the health disparities which existed within the United States prior to the COVID-19 pandemic, this pandemic continued to pose a significant challenge to the health of the public. The aims of this research study were twofold: (1) to analyze the incidence rates of COVID-19 among different racial and ethnic groups within the United States and (2) to describe the occurrence of diversity within medical texts. Overall, the COVID-19 pandemic exacerbated health disparities within the United States. Understanding …

Why Should People Use Face Masks In The Time Of Covid? The Jri Position, Jose Bordon, Alex Glynn, Forest W. Arnold

The University of Louisville Journal of Respiratory Infections

No abstract provided.

No Difference In Clinical Outcomes For African American And White Patients Hospitalized With Sars-Cov-2 Pneumonia In Louisville, Kentucky, Julio A. Ramirez, Stephen P. Furmanek, Thomas Chandler, Stephen S. Hanson, Dawn Balcom, Subathra Marimuthu, Sathya Krishnasamy, Jose Bordon, Rodrigo Cavallazzi, Amr Aboelnasr, Mahder A. Tella, William A. Mattingly, Ashley M. Wilde, Daisy Sangroula, Demetra Antimisiaris, Donghoon Chung, Guillermo Cabral, Gabino R Fernandez-Botran, Jiapeng Huang, Martin Gnoni, Ozan Akca, Paul Schulz, Phillip F. Bressoud, Priya Krishnan, Sally Suliman, William P. Mckinney, Bryan Moffett, Leslie A Wolf, Mark Burns, Alex Glynn, Ruth Carrico, Forest W. Arnold

The University of Louisville Journal of Respiratory Infections

Introduction: Current literature indicates that African American individuals are at increased risk of becoming infected with the SARS-CoV-2 virus and suffer higher SARS-CoV-2-related mortality rates. However, there is a lack of consensus as to how the clinical outcomes of African American patients differ from those of other groups. The objective of this study was to define the clinical outcomes of African American and White hospitalized patients with SARS-CoV-2 community-acquired pneumonia (CAP) in Louisville, Kentucky.

Methods: This was a retrospective cohort study of hospitalized patients with SARS-CoV-2 CAP at eight hospitals in Louisville, Kentucky. Severity of CAP at time of hospitalization …

Baricitinib In The Treatment Of A Critical Patient With Covid-19 Pneumonia: A Case Report, Nishant Patel, Dylan Goldsmith, Forest W. Arnold

The University of Louisville Journal of Respiratory Infections

A 72-year-old male presented to the emergency department with a chief complaint of diarrhea after having tested positive for COVID-19 two days prior. He initially had minimal respiratory complaints, but was eventually transferred to the intensive care unit for acute hypoxic respiratory failure. In addition to dexamethasone, remdesivir, and antibiotics, the patient was treated with baricitinib, a Janus kinase inhibitor that was recently granted emergency use authorization by the Food and Drug Administration for treatment of hospitalized patients with COVID-19. He had an extensive and complicated hospital course and had to be placed on mechanical ventilation, ultimately undergoing tracheostomy. After …

Comparing The Health And Welfare Of Refugees And Non-Refugees At The Outset Of The Covid-19 Pandemic: The Results Of A Community Needs Assessment., Matthew J. Lyons, Mary Helen O'Connor, Iris Feinberg, Daniel J. Whitaker, Michael Eriksen, Ashli Owen-Smith, Saiza Jivani, Mohammad Tamer, Esther Kim, Ganaro Makor

Journal of Refugee & Global Health

Refugees are a vulnerable population who experience significant health disparities. They may also be at disproportionately high risk of adverse outcomes due to the COVID-19 pandemic. This paper presents the results of a community needs assessment to investigate the impact of the pandemic on health and welfare in a refugee relocation community in the United States. A multilingual data collection team made up of refugees surveyed 179 participants (128 refugees vs. 51 non-refugees). Only 55.9% of refugee respondents said they would be able to provide enough food for their family this week, compared with 84.0% of non-refugees (p < 0.01), and this difference was even greater for food next week …

The Population Affected By The Syndemic Of Covid-19 And Poverty Is More Likely To Be Hospitalized With Sars-Cov-2 Pneumonia, Julio A. Ramirez, Stephen P. Furmanek, Meredith Cahill, Stephen S. Hanson, Ruth Carrico, Forest W. Arnold

The University of Louisville Journal of Respiratory Infections

Background

Lockdown measures to control COVID-19 have exacerbated the poverty epidemic. We hypothesized that the synergistic interaction of COVID-19 and poverty epidemics favors the development of more severe forms of COVID-19 in the population living in poverty. To test this hypothesis, we assessed whether an ecological association exists between the geographic distribution of hospitalized patients with SARS-CoV-2 pneumonia and markers of poverty in the city of Louisville, KY.

Methods

Using the geomasked home addresses of hospitalized patients with SARS-CoV-2 pneumonia in the city of Louisville, a kernel density heatmap was created. Kuldorff’s spatial scan statistic was used to calculate areas …

Neurosurgical Praxis Guidelines During The Covid-19 Outbreak. Consensus-Based On Currently Available Literature., José Antonio Soriano Sánchez, Bárbara Nettel Rueda, José Alberto Israel Romero Rangel, Armando Alpizar Aguirre, Miguel Ángel Andrade-Ramos, Ulises García Dr., Diego Mendez Rosito, Jorge A. Santos, Sara Patricia Pérez Reyes, Julian Eduardo Soto Abraham, Jose E. Valerio Pascua, Marco Antonio Barajas Romero, Eduardo Díaz Juárez, Alma Griselda Ramírez Reyes, Maria Elena Gonzalez, Claudia Katiutska González Valdez, Félix Domínguez Cortinas, Noé Santiago Ramírez, Tenoch Herrada Pineda, Manuel Eduardo Soto García, Edgar Nathal Vera, Gustavo Melo Guzmán

Archives of Neurosurgery

INTRODUCTION: The World Health Organization recommended several strategies to contain the COVID-19 pandemic, including optimization of care for all patients, especially the seriously ill. Given the strain, the pandemic has posed on healthcare systems around the world, many neurosurgical associations have provided triage recommendations for patients to save resources for the pandemic. We aimed to provide practical recommendations based on specific illnesses requiring surgical procedures commonly performed by neurosurgeons on a life-threatening basis of patient illness. We consider this guideline will help neurosurgeons for the appropriate triage of patients on a daily-situation basis during this pandemic.

METHODS: The Mexican Society …

The Efficacy Of A Communication Guide On Stress Experienced By Family Members Of Patients Admitted In The Intensive Care Unit With Covid-19, Kandace Williams

The Eleanor Mann School of Nursing Student Works

Coronavirus disease (COVID-19), first introduced in the United States on January 20, 2020, has created worldwide panic due insufficient research and understanding of the nature of this new disease. Patients suffering from COVID-19 often require intensive care unit (ICU) admissions, resulting in stress and confusion amongst patients and their families. The high transmissibility of the disease has caused hospitals to adopt firm visitor restrictions to protect the public from exposure and spread. Families experience increased anxiety and stress due to ineffective communication with staff and restricted access to their hospitalized loved ones. A needs assessment revealed a gap in care …

International Respiratory Infections Society Covid Research Conversations: Podcast 3 With Dr. Antoni Torres, Julio A. Ramirez, Antoni Torres

The University of Louisville Journal of Respiratory Infections

Section(s) Topics

1–4 Introductions

5 “Spanish” influenza

6–9 Dr. Torres’ personal thoughts and experiences

10 COVID-19 hospitalizations in Barcelona

11 A threatening phone call

12–13 Origin of the CIBERESUCICOVID project

14 Baseline characteristics

15 Bloodwork at hospital admission; ICU admission vs. day 3

16 Treatments

17 Complications

18 Outcomes related to interventions

19 Viral RNA load in plasma associated with critical illness and dysregulated response

20 Follow-up with health care workers

21 Medical education

22 Conclusions

23–26 Interleukin 6

27–29 Ventilatory approach

30–33 Post-COVID syndrome

34–38 Impact on health care workers

39–41 Holidays and COVID-19 infection

42–43 New paradigm for …

International Respiratory Infections Society Covid Research Conversations: Podcast 2 With Dr. Michael S. Niederman And Dr. Edward J. Schenck, Julio A. Ramirez, Michael S. Niederman, Edward J. Schenck

The University of Louisville Journal of Respiratory Infections

Section(s) Topics

1–4 Introductions

5 COVID-19 in New York City

6–7 Telemedicine, long-term sequelae

8 Development of a multi-disciplinary ICU team

9–10 Treatment of ARDS, COVID-19 pathogenesis

11–12 Prioritizing treatment at research

13 Challenges in tracing the natural history of severe COVID-19

14–15 Experience with mechanically ventilated patients; non-pulmonary organ failure

16–17 Mapping COVID-19 trajectories by SOFA score

18–20 Findings: additive organ dysfunction, improving vs. worsening trajectory

21 ARDS therapeutic approaches

22 Clinical trials involving Cornell

23–25 Lessons learned: patient care, research, education, caring for critical care workers

26–30 2021 predictions: improved therapies and research, endemic COVID-19, vaccines

31–33 Prioritizing …

Defining Early And Late Clinical Outcomes In Patients With Sars-Cov-2 Pneumonia, Julio A. Ramirez, Jose Bordon, Rodrigo Cavallazzi, Stephen P. Furmanek, Jiapeng Huang, Timothy L. Wiemken, Forest W. Arnold

The University of Louisville Journal of Respiratory Infections

No abstract provided.

International Respiratory Infections Society Covid Research Conversations: Podcast 1 With Dr. Francesco Blasi, Julio A. Ramirez Md, Francesco Blasi Md, Phd

The University of Louisville Journal of Respiratory Infections

Section(s) Topics

1–2 Introductions

3 Foundations of best practice

4 COVID-19 as stimulus for innovation

5 Adapting and evolving therapeutic approach

6 Age and comorbidities as risk factors

7 Over-capacity ICU

8 Adapting the ER for COVID-19

9 Training personnel for COVID-19

10 Psychological support, healthcare heroes, and COVID fatigue

11 Increased oxygen requirement

12–13 Milan’s multi-disciplinary unit

14 Standardizing respiratory support measures

15 Nutrition, sedation, and life support

16 CPAP successes and failures

17 Prone and lateral positioning of patients on CPAP

18 Different COVID-19 phenotypes?

19 Thromboembolism risk score, age, and comorbidities

20 Cardiorespiratory considerations: hypertension, echocardiography

21 …

An Update On The Leading Covid-19 Vaccines, Ahmed A. Eladely, Javaria Anwer Mbbs, Ashwini Gotimukul Mbbs, Manish Kc Mbbs, Jessica Petrey Msls, Alex Glynn Ma, Ruth M. Carrico Phd, Dnp, Julio A. Ramirez Md

The University of Louisville Journal of Respiratory Infections

We reviewed the COVID-19 vaccines that reached phase III of clinical development. For each of the 10 vaccines identified, we described the technology used for vaccine development, the available data from phase III clinical trials, data on vaccine safety, and the role of new SARS-CoV-2 variants on vaccine efficacy.

Predictive Modeling And Estimation Of The Doubling Time Of Confirmed Cases Of Covid-19 In Niger, Ibrahim Sidi Zakari, Hadiza Galadima

Community & Environmental Health Faculty Publications

Modeling is increasingly used to assess scenarios and make projections on the future course of new coronavirus disease. This allows for better planning of care as well as a relaxation or tightening of the restrictive measures decreed by the government and the health authorities. The data analyzed in this study covers the period from March 19 to June 05, 2020 and allowed predictions of new cases of COVID-19 based on a growth model with a growth rate that changes linearly over time. In addition, we calculated and predicted the doubling time of the number of positive cases in each region …

Sars-Cov-2 Early Infection Signature Identified Potential Key Infection Mechanisms And Drug Targets, Yue Li, Ashley Duche, Michael R. Sayer, Don Roosan, Farid G. Khalafalla, Rennolds S. Ostrom, Jennifer Totonchy, Moom Roosan

Pharmacy Faculty Articles and Research

Background

The ongoing COVID-19 outbreak has caused devastating mortality and posed a significant threat to public health worldwide. Despite the severity of this illness and 2.3 million worldwide deaths, the disease mechanism is mostly unknown. Previous studies that characterized differential gene expression due to SARS-CoV-2 infection lacked robust validation. Although vaccines are now available, effective treatment options are still out of reach.

Results

To characterize the transcriptional activity of SARS-CoV-2 infection, a gene signature consisting of 25 genes was generated using a publicly available RNA-Sequencing (RNA-Seq) dataset of cultured cells infected with SARS-CoV-2. The signature estimated infection level accurately in …

Food Insecurity Measurement And Prevalence Estimates During The Covid-19 Pandemic In A Repeated Cross-Sectional Survey In Mexico, Pablo Gaitán-Rossi, Mireya Vilar-Compte, Graciela Teruel, Rafael Pérez-Escamilla

Department of Public Health Scholarship and Creative Works

Objective: To validate the telephone modality of the Latin American and Caribbean Food Security Scale (ELCSA) included in three waves of a phone survey to estimate the monthly household food insecurity prevalence during the COVID-19 pandemic in Mexico. Design: We examined the reliability and internal validity of the ELCSA scale in three repeated waves of cross-sectional surveys with Rasch models. We estimated the monthly prevalence of food insecurity in the general population and in households with and without children and compared them with a national 2018 survey. We tested concurrent validity by testing associations of food insecurity with socio-economic status …

Epidemiology And Outcomes Of Hospitalized Adults With Sars-Cov-2 Community-Acquired Pneumonia In Louisville, Kentucky, Julio A. Ramirez, T'Shura Ali, Thomas Chandler, Stephen P. Furmanek, Daniya Sheikh, Vidyulata Salunkhe, Steven Gootee, Mohammad Tahboub, William A. Mattingly, Demetra Antimisiaris, Jiapeng Huang, Jose Bordon, Rodrigo Cavallazzi, Paul Schulz, William P. Mckinney, Dawn Balcom, Mark Burns, Ruth Carrico, Forest W. Arnold, Cerid Covid-19 Study Group

The University of Louisville Journal of Respiratory Infections

Background: During the ongoing pandemic of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), SARS-CoV-2 community-acquired pneumonia (CAP) has been the primary cause of hospitalization. The objective of this study was to evaluate the clinical characteristics and outcomes of 1,013 patients hospitalized with SARS-CoV-2 CAP from September 2020 through March 2021 in Louisville, Kentucky.

Methods: This was a retrospective observational study of 1,013 patients hospitalized with SARS-CoV-2 CAP at eight of the adult hospitals in the city of Louisville from September 2020 through March 2021. Patients with 1) a positive reverse transcriptase-polymerase chain reaction (RT-PCR) for SARS-CoV-2, 2) fever, cough, or …

Pre-Covid-19 Social Determinants Of Health Among Mexican Migrants In Los Angeles And New York City And Their Increased Vulnerability To Unfavorable Health Outcomes During The Covid-19 Pandemic, Mireya Vilar-Compte, Pablo Gaitán‐Rossi, Lucía Félix‐Beltrán, Arturo V. Bustamante

Department of Public Health Scholarship and Creative Works

COVID-19 has disproportionally affected underrepresented minorities (URM) and low-income immigrants in the United States. The aim of the study is to examine the underlying vulnerabilities of Mexican immigrants in New York City (NYC) and Los Angeles (LA), its correspondence with area-level COVID-19 morbidity and mortality, and to document the role of trusted and culturally sensitive services offered during the pandemic through the Ventanillas de Salud (i.e. VDS, Health Windows) program. The study uses a mixed-methods approach including a cross-sectional survey of Mexican immigrants in LA and NYC collected in the Mexican Consulates at the onset of the pandemic, complemented with …

Antibiotics And Antimicrobial Resistance In The Covid-19 Era: Perspective From Resource-Limited Settings, Mentor Ali Ber Lucien, Michael F. Canarie, Paul E. Kilgore, Gladzin Jean-Denis, Natael Fénélon, Manise Pierre, Mauricio Cerpa, Gerard A. Joseph, Gina Maki, Marcus J. Zervos, Patrick Dely, Jacques Boncy, Hatim Sati, Ana Del Rio, Pilar Ramon-Pardo

Department of Pharmacy Practice

The dissemination of COVID-19 around the globe has been followed by an increased consumption of antibiotics. This is related to the concern for bacterial superinfection in COVID-19 patients. The identification of bacterial pathogens is challenging in low and middle income countries (LMIC), as there are no readily-available and cost-effective clinical or biological markers that can effectively discriminate between bacterial and viral infections. Fortunately, faced with the threat of COVID-19 spread, there has been a growing awareness of the importance of antimicrobial stewardship programs, as well as infection prevention and control measures that could help reduce the microbial load and hence …

Income-Related Health Inequality Among Chinese Adults During The Covid-19 Pandemic: Evidence Based On An Online Survey, Peng Nie, Lanlin Ding, Zhou Chen, Shiyong Liu, Qi Zhang, Zumin Shi, Lu Wang, Hong Xue, Gordon G. Liu, Youfa Wang

Community & Environmental Health Faculty Publications

BACKGROUND: Partial- or full-lockdowns, among other interventions during the COVID-19 pandemic, may disproportionally affect people (their behaviors and health outcomes) with lower socioeconomic status (SES). This study examines income-related health inequalities and their main contributors in China during the pandemic.

METHODS: The 2020 China COVID-19 Survey is an anonymous 74-item survey administered via social media in China. A national sample of 10,545 adults in all 31 provinces, municipalities, and autonomous regions in mainland China provided comprehensive data on sociodemographic characteristics, awareness and attitudes towards COVID-19, lifestyle factors, and health outcomes during the lockdown. Of them, 8448 subjects provided data for …