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Association between availability of medications for opioid use disorder in specialty treatment and use of medications among patients: A state-level trends analysis

Solomon, Keisha T; Bandara, Sachini; Reynolds, Ian S; Krawczyk, Noa; Saloner, Brendan; Stuart, Elizabeth; Connolly, Elizabeth
INTRODUCTION/BACKGROUND:Access to medication for opioid use disorder (MOUD) is a recognized public health challenge to improving the health of people with opioid use disorder (OUD) in many communities. Prior studies have shown that although MOUD availability has increased over time, particularly in some states, many substance use treatment facilities still do not offer medications. The relationship between greater availability of MOUD and use of MOUD among patients in treatment programs is not well understood. METHODS:We used the National Survey of Substance Abuse Treatment Services to calculate the percent of specialty facilities per state providing MOUD from 2007 to 2018 and the Treatment Episode Data Set-Admissions (TEDS-A) to estimate the likelihood that a patient would have MOUD as part of their treatment plan during the same time period. We estimated models with patient-level TEDS-A data as the outcome and state-aggregated one-year lagged availability of MOUD in facilities as the main predictor, stratifying by treatment facility type (intensive outpatient, non-intensive outpatient, and residential). RESULTS:We found that increasing MOUD availability at the facility level was associated with increased MOUD use in non-intensive and residential facilities at the patient level. Specifically, a 10 percentage point increase in MOUD availability was associated with a 4.5 percentage point increase in MOUD use among patients of non-intensive outpatient facilities (p-value = 0.03), and a 2.5 percentage points increase in residential facilities (p-value = 0.02). Non-Whites and patients in the Northeast had greater likelihoods of increased MOUD use in response to increased availability by facilities. CONCLUSION/CONCLUSIONS:Increasing MOUD availability among specialty treatment facilities is likely to promote better access to MOUD for patients seeking treatment for OUD.
PMID: 34144299
ISSN: 1873-6483
CID: 4917842

Measurement of the Fluctuations in the Number of Muons in Extensive Air Showers with the Pierre Auger Observatory

Aab, A; Abreu, P; Aglietta, M; Albury, J M; Allekotte, I; Almela, A; Alvarez-Muñiz, J; Alves Batista, R; Anastasi, G A; Anchordoqui, L; Andrada, B; Andringa, S; Aramo, C; Araújo Ferreira, P R; Asorey, H; Assis, P; Avila, G; Badescu, A M; Bakalova, A; Balaceanu, A; Barbato, F; Barreira Luz, R J; Becker, K H; Bellido, J A; Berat, C; Bertaina, M E; Bertou, X; Biermann, P L; Bister, T; Biteau, J; Blazek, J; Bleve, C; Boháčová, M; Boncioli, D; Bonifazi, C; Bonneau Arbeletche, L; Borodai, N; Botti, A M; Brack, J; Bretz, T; Briechle, F L; Buchholz, P; Bueno, A; Buitink, S; Buscemi, M; Caballero-Mora, K S; Caccianiga, L; Cancio, A; Canfora, F; Caracas, I; Carceller, J M; Caruso, R; Castellina, A; Catalani, F; Cataldi, G; Cazon, L; Cerda, M; Chinellato, J A; Choi, K; Chudoba, J; Chytka, L; Clay, R W; Cobos Cerutti, A C; Colalillo, R; Coleman, A; Coluccia, M R; Conceição, R; Condorelli, A; Consolati, G; Contreras, F; Convenga, F; Covault, C E; Dasso, S; Daumiller, K; Dawson, B R; Day, J A; de Almeida, R M; de Jesús, J; de Jong, S J; De Mauro, G; de Mello Neto, J R T; De Mitri, I; de Oliveira, J; de Oliveira Franco, D; de Souza, V; De Vito, E; Debatin, J; Del Río, M; Deligny, O; Dembinski, H; Dhital, N; Di Matteo, A; Dobrigkeit, C; D'Olivo, J C; Dos Anjos, R C; Dova, M T; Ebr, J; Engel, R; Epicoco, I; Erdmann, M; Escobar, C O; Etchegoyen, A; Falcke, H; Farmer, J; Farrar, G; Fauth, A C; Fazzini, N; Feldbusch, F; Fenu, F; Fick, B; Figueira, J M; Filipčič, A; Fodran, T; Freire, M M; Fujii, T; Fuster, A; Galea, C; Galelli, C; García, B; Garcia Vegas, A L; Gemmeke, H; Gesualdi, F; Gherghel-Lascu, A; Ghia, P L; Giaccari, U; Giammarchi, M; Giller, M; Glombitza, J; Gobbi, F; Gollan, F; Golup, G; Gómez Berisso, M; Gómez Vitale, P F; Gongora, J P; González, N; Goos, I; Góra, D; Gorgi, A; Gottowik, M; Grubb, T D; Guarino, F; Guedes, G P; Guido, E; Hahn, S; Halliday, R; Hampel, M R; Hansen, P; Harari, D; Harvey, V M; Haungs, A; Hebbeker, T; Heck, D; Hill, G C; Hojvat, C; Hörandel, J R; Horvath, P; Hrabovský, M; Huege, T; Hulsman, J; Insolia, A; Isar, P G; Johnsen, J A; Jurysek, J; Kääpä, A; Kampert, K H; Keilhauer, B; Kemp, J; Klages, H O; Kleifges, M; Kleinfeller, J; Köpke, M; Kukec Mezek, G; Lago, B L; LaHurd, D; Lang, R G; Langner, N; Leigui de Oliveira, M A; Lenok, V; Letessier-Selvon, A; Lhenry-Yvon, I; Lo Presti, D; Lopes, L; López, R; Lorek, R; Luce, Q; Lucero, A; Lundquist, J P; Machado Payeras, A; Mancarella, G; Mandat, D; Manning, B C; Manshanden, J; Mantsch, P; Marafico, S; Mariazzi, A G; Mariş, I C; Marsella, G; Martello, D; Martinez, H; Martínez Bravo, O; Mastrodicasa, M; Mathes, H J; Matthews, J; Matthiae, G; Mayotte, E; Mazur, P O; Medina-Tanco, G; Melo, D; Menshikov, A; Merenda, K-D; Michal, S; Micheletti, M I; Miramonti, L; Mollerach, S; Montanet, F; Morello, C; Mostafá, M; Müller, A L; Muller, M A; Mulrey, K; Mussa, R; Muzio, M; Namasaka, W M; Nellen, L; Niculescu-Oglinzanu, M; Niechciol, M; Nitz, D; Nosek, D; Novotny, V; Nožka, L; Nucita, A; Núñez, L A; Palatka, M; Pallotta, J; Papenbreer, P; Parente, G; Parra, A; Pech, M; Pedreira, F; Pȩkala, J; Pelayo, R; Peña-Rodriguez, J; Perez Armand, J; Perlin, M; Perrone, L; Petrera, S; Pierog, T; Pimenta, M; Pirronello, V; Platino, M; Pont, B; Pothast, M; Privitera, P; Prouza, M; Puyleart, A; Querchfeld, S; Rautenberg, J; Ravignani, D; Reininghaus, M; Ridky, J; Riehn, F; Risse, M; Ristori, P; Rizi, V; Rodrigues de Carvalho, W; Rodriguez Rojo, J; Roncoroni, M J; Roth, M; Roulet, E; Rovero, A C; Ruehl, P; Saffi, S J; Saftoiu, A; Salamida, F; Salazar, H; Salina, G; Sanabria Gomez, J D; Sánchez, F; Santos, E M; Santos, E; Sarazin, F; Sarmento, R; Sarmiento-Cano, C; Sato, R; Savina, P; Schäfer, C M; Scherini, V; Schieler, H; Schimassek, M; Schimp, M; Schlüter, F; Schmidt, D; Scholten, O; Schovánek, P; Schröder, F G; Schröder, S; Schulte, J; Sciutto, S J; Scornavacche, M; Shellard, R C; Sigl, G; Silli, G; Sima, O; Šmída, R; Sommers, P; Soriano, J F; Souchard, J; Squartini, R; Stadelmaier, M; Stanca, D; Stanič, S; Stasielak, J; Stassi, P; Streich, A; Suárez-Durán, M; Sudholz, T; Suomijärvi, T; Supanitsky, A D; Šupík, J; Szadkowski, Z; Taboada, A; Tapia, A; Timmermans, C; Tkachenko, O; Tobiska, P; Todero Peixoto, C J; Tomé, B; Torralba Elipe, G; Travaini, A; Travnicek, P; Trimarelli, C; Trini, M; Tueros, M; Ulrich, R; Unger, M; Vaclavek, L; Vacula, M; Valdés Galicia, J F; Valiño, I; Valore, L; Varela, E; Varma K C, V; Vásquez-Ramírez, A; Veberič, D; Ventura, C; Vergara Quispe, I D; Verzi, V; Vicha, J; Vink, J; Vorobiov, S; Wahlberg, H; Watson, A A; Weber, M; Weindl, A; Wiencke, L; Wilczyński, H; Winchen, T; Wirtz, M; Wittkowski, D; Wundheiler, B; Yushkov, A; Zapparrata, O; Zas, E; Zavrtanik, D; Zavrtanik, M; Zehrer, L; Zepeda, A; ,
We present the first measurement of the fluctuations in the number of muons in extensive air showers produced by ultrahigh energy cosmic rays. We find that the measured fluctuations are in good agreement with predictions from air shower simulations. This observation provides new insights into the origin of the previously reported deficit of muons in air shower simulations and constrains models of hadronic interactions at ultrahigh energies. Our measurement is compatible with the muon deficit originating from small deviations in the predictions from hadronic interaction models of particle production that accumulate as the showers develop.
PMID: 33929235
ISSN: 1079-7114
CID: 5911002

Big Events theory and measures may help explain emerging long-term effects of current crises

Friedman, Samuel R; Mateu-Gelabert, Pedro; Nikolopoulos, Georgios K; Cerdá, Magdalena; Rossi, Diana; Jordan, Ashly E; Townsend, Tarlise; Khan, Maria R; Perlman, David C
Big Events are periods during which abnormal large-scale events like war, economic collapse, revolts, or pandemics disrupt daily life and expectations about the future. They can lead to rapid change in health-related norms, beliefs, social networks and behavioural practices. The world is undergoing such Big Events through the interaction of COVID-19, a large economic downturn, massive social unrest in many countries, and ever-worsening effects of global climate change. Previous research, mainly on HIV/AIDS, suggests that the health effects of Big Events can be profound, but are contingent: Sometimes Big Events led to enormous outbreaks of HIV and associated diseases and conditions such as injection drug use, sex trading, and tuberculosis, but in other circumstances, Big Events did not do so. This paper discusses and presents hypotheses about pathways through which the current Big Events might lead to better or worse short and long term outcomes for various health conditions and diseases; considers how pre-existing societal conditions and changing 'pathway' variables can influence the impact of Big Events; discusses how to measure these pathways; and suggests ways in which research and surveillance might be conducted to improve human capacity to prevent or mitigate the effects of Big Events on human health.
PMID: 33843462
ISSN: 1744-1706
CID: 4840682

A Critical Review of the Social and Behavioral Contributions to the Overdose Epidemic

Cerdá, Magdalena; Krawczyk, Noa; Hamilton, Leah; Rudolph, Kara E; Friedman, Samuel R; Keyes, Katherine M
More than 750,000 people in the United States died from an overdose between 1999 and 2018; two-thirds of those deaths involved an opioid. In this review, we present trends in opioid overdose rates during this period and discuss how the proliferation of opioid prescribing to treat chronic pain, changes in the heroin and illegally manufactured opioid synthetics markets, and social factors, including deindustrialization and concentrated poverty, contributed to the rise of the overdose epidemic. We also examine how current policies implemented to address the overdose epidemic may have contributed to reducing prescription opioid overdoses but increased overdoses involving illegal opioids. Finally, we identify new directions for research to understand the causes and solutions to this critical public health problem, including research on heterogeneous policy effects across social groups, effective approaches to reduce overdoses of illegal opioids, and the role of social contexts in shaping policy implementation and impact. Expected final online publication date for the Annual Review of Public Health, Volume 42 is April 1, 2021. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
PMID: 33256535
ISSN: 1545-2093
CID: 4693962

Letter on Rocket's et al., manuscript: Fatal self-injury in the United States, 1999-2018: Unmasking a national mental health crisis

Santaella-Tenorio, Julian; Townsend, Tarlise; Krawczyk, Noa; Frank, David; Friedman, Samuel R
PMCID:8027522
PMID: 33855285
ISSN: 2589-5370
CID: 4840692

Identifying sensitive periods when changes in parenting and peer factors are associated with changes in adolescent alcohol and marijuana use

Prins, Seth J; Kajeepeta, Sandhya; Pearce, Robin; Beardslee, Jordan; Pardini, Dustin; Cerdá, Magdalena
PURPOSE/OBJECTIVE:There are well-established associations between parental/peer relationships and adolescent substance use, but few longitudinal studies have examined whether adolescents change their substance use in response to changes in their parents' behavior or peer networks. We employ a within-person change approach to address two key questions: Are changes in parenting and peer factors associated with changes in adolescent marijuana and alcohol use? Are there sensitive periods when changes in parenting and peer factors are more strongly associated with changes in adolescent marijuana and alcohol use? METHODS:We analyzed longitudinal data collected annually on 503 boys, ages 13-19, recruited from Pittsburgh public schools. Questionnaires regarding parental supervision, negative parenting practices, parental stress, physical punishment, peer delinquency, and peer drug use were administered to adolescents and their caretakers. Alcohol and marijuana use were assessed by a substance use scale adapted from the National Youth Survey. RESULTS:Reductions in parental supervision and increases in peer drug use and peer delinquency were associated with increases in marijuana frequency, alcohol frequency, and alcohol quantity. Increases in parental stress were associated with increases in marijuana and alcohol frequency. The magnitudes of these relationships were strongest at ages 14-15 and systematically decreased across adolescence. These associations were not due to unmeasured stable confounders or measured time-varying confounders. CONCLUSIONS:Reducing or mitigating changes in parenting and peer risk factors in early adolescence may be particularly important for preventing substance use problems as adolescents transition into young adulthood.
PMID: 32915245
ISSN: 1433-9285
CID: 4589632

Socially-supportive norms and mutual aid of people who use opioids: An analysis of Reddit during the initial COVID-19 pandemic

Bunting, Amanda M; Frank, David; Arshonsky, Joshua; Bragg, Marie A; Friedman, Samuel R; Krawczyk, Noa
BACKGROUND:Big events (i.e., unique historical disruptions) like the COVID-19 epidemic and its associated period of social distancing can transform social structures, social interactions, and social norms. Social distancing rules and the fear of infection have greatly reduced face-to-face interactions, increased loneliness, reduced ties to helping institutions, and may also have disrupted the opioid use behaviors of people who use drugs. This research used Reddit to examine the impact of COVID-19 on the social networks and social processes of people who use opioids. METHODS:Data were collected from the social media forum, Reddit.com. At the beginning of the COVID-19 pandemic in the U.S. (March 5, 2020, to May 13, 2020), 2,000 Reddit posts were collected from the two most popular opioid subreddits (r/OpiatesRecovery, r/Opiates). Posts were reviewed for relevance to COVID-19 and opioid use resulting in a final sample of 300. Thematic analysis was guided by the Big Events framework. RESULTS:The COVID-19 pandemic was found to create changes in the social networks and daily lives among persons who use opioids. Adaptions to these changes shifted social networks leading to robust social support and mutual aid on Reddit, including sharing and seeking advice on facing withdrawal, dealing with isolation, managing cravings, and accessing recovery resources. CONCLUSIONS:Reddit provided an important source of social support and mutual aid for persons who use opioids. Findings indicate online social support networks are beneficial to persons who use opioids, particularly during big events where isolation from other social support resources may occur.
PMID: 33757708
ISSN: 1879-0046
CID: 4822642

Validation of molecular clock inferred HIV infection ages: Evidence for accurate estimation of infection dates

Kostaki, Evangelia Georgia; Limnaios, Stefanos; Roussos, Sotirios; Psichogiou, Mina; Nikolopoulos, Georgios K; Friedman, Samuel R; Antoniadou, Anastasia; Chini, Maria; Hatzakis, Angelos; Sypsa, Vana; Magiorkinis, Gkikas; Seguin-Devaux, Carole; Paraskevis, Dimitrios
BACKGROUND:Improving HIV diagnosis, access to care and effective antiretroviral treatment provides our global strategy to reduce HIV incidence. To reach this goal we need to increase our knowledge about local epidemics. HIV infection dates would be an important information towards this goal, but they are largely unknown. To date, methods to estimate the dates of HIV infection are based mainly on laboratory or molecular methods. Our aim was to validate molecular clock inferred infection dates that were estimated by analysing sequences from 145 people living with HIV (PLHIV) with known transmission dates (clinically estimated infection dates). METHODS:All HIV sequences were obtained by Sanger sequencing and were previously found to belong to well-established molecular transmission clusters (MTCs). RESULTS:Our analysis showed that the molecular clock inferred infection dates were correlated with the clinically estimated ones (Spearman's Correlation coefficient = 0.93, p < 0.001) and that there was an agreement between them (Lin's concordance correlation coefficient = 0.92, p < 0.001). For most cases (61.4%), the molecular clock inferred preceded the clinically estimated infection dates. The median difference between clinically and molecularly estimated dates of infection was of 0.18 (IQR: -0.21, 0.89) years. The lowest differences were identified in people who inject drugs of our study population. CONCLUSIONS:) of nodes within clusters provides a reliable approximation of HIV infections for PLHIV infected within MTCs. Next-generation sequencing data and molecular clock estimates based on heterochronous sequences provide, probably, more reliable methods for inferring infection dates. However, since these data are not available in most of the HIV clinical laboratories, our approach, under specific conditions, can provide a reliable estimation of HIV infection dates and can be used for HIV public health interventions.
PMID: 33677110
ISSN: 1567-7257
CID: 4840672

Preexposure prophylaxis strategies for African-American women affected by mass incarceration

Adams, Joëlla W; Khan, Maria R; Bessey, S E; Friedman, Samuel R; McMahon, James M; Lurie, Mark N; Galea, Sandro; Marshall, Brandon D L
OBJECTIVE:We aimed to determine the effectiveness of various preexposure prophylaxis (PrEP) prescription strategies for African-American women impacted by mass incarceration within an urban setting. DESIGN/METHODS:An agent-based model was utilized to evaluate prevention strategies in an efficient, ethical manner. By defining agents, their characteristics and relationships, we assessed population-level effects of PrEP on HIV incidence. METHODS:We tested hypothetical PrEP prescription strategies within a simulation representing the African-American population of Philadelphia, Pennsylvania. Four strategies were evaluated: PrEP for women meeting CDC indicators regarding partner characteristics, PrEP for women with a recently incarcerated male partner, PrEP for women with a recently released male partner and couples-based PrEP at time of release. Interventions occurred alongside scale-up of HAART. We evaluated reductions in HIV transmissions, the number of persons on PrEP needed to avert one HIV transmission (NNT) and the resulting proportions of people on PrEP. RESULTS:Scenarios prescribing PrEP based on criminal justice system involvement reduced HIV transmissions. The NNT ranged from 147 (couples-based scenario) to 300 (recently released scenario). The percentage of the female population covered by PrEP at any one time ranged from 0.14% (couples-based) to 10.8% (CDC-based). CDC-guideline scenarios were consistently less efficient compared to the justice-involved interventions. CONCLUSION/CONCLUSIONS:Expanding PrEP for African-American women and their male partners affected by incarceration should be considered in national HIV prevention goals and correctional facilities leveraged as intervention sites. Partner characteristics in the current CDC indications may be more effective and efficient if guidelines considered criminal justice involvement.
PMCID:7855567
PMID: 33170818
ISSN: 1473-5571
CID: 4793582

Methodological Challenges and Proposed Solutions for Evaluating Opioid Policy Effectiveness

Schuler, Megan S; Griffin, Beth Ann; Cerdá, Magdalena; McGinty, Emma E; Stuart, Elizabeth A
Opioid-related mortality increased by nearly 400% between 2000 and 2018. In response, federal, state, and local governments have enacted a heterogeneous collection of opioid-related policies in an effort to reverse the opioid crisis, producing a policy landscape that is both complex and dynamic. Correspondingly, there has been a rise in opioid-policy related evaluation studies, as policymakers and other stakeholders seek to understand which policies are most effective. In this paper, we provide an overview of methodological challenges facing opioid policy researchers when evaluating the effects of opioid policies using observational data, as well as some potential solutions to those challenges. In particular, we discuss the following key challenges: (1) Obtaining high-quality opioid policy data; (2) Appropriately operationalizing and specifying opioid policies; (3) Obtaining high-quality opioid outcome data; (4) Addressing confounding due to systematic differences between policy and non-policy states; (5) Identifying heterogeneous policy effects across states, population subgroups, and time; (6) Disentangling effects of concurrent policies; and (7) Overcoming limited statistical power to detect policy effects afforded by commonly-used methods. We discuss each of these challenges and propose some ways forward to address them. Increasing the methodological rigor of opioid evaluation studies is imperative to identifying and implementing opioid policies that are most effective at reducing opioid-related harms.
PMCID:8057700
PMID: 33883971
ISSN: 1387-3741
CID: 4847272