10 research outputs found
The impact of Ethiopian Productive Safety-net Program on children’s educational aspiration
Children’s educational aspirations are important predictors of educational attainment and of occupational success. However, aspirations can be affected by whether an individual is poor or rich. This paper evaluates the impacts of the Ethiopia's Productive Safety Net Program (PSNP), launched by the government of Ethiopia in 2005/06 to support food insecure rural households, on children's educational aspirations. Using a longitudinal data from the Young Lives' survey in Ethiopia and applying a differences-in-differences methodology, we find that the program increases educational aspirations of children. In our preferred specification, the immediate effect of the program is to increase by 0.73 years of education aspirations of children. Furthermore, we find that aspirations are affected also in the long run, even if the point estimates are sensible to model specification. The results point to broad and long lasting positive effects of a program designed to relieve chronically poor households from food insecurity
The Impact of Ethiopian Productive Safety Net Program on Children's Educational Aspirations and Attainments
The Productive Safety Net Program (PSNP) was launched by the government of Ethiopia in 2005 to support food insecure rural households. In this paper we evaluate the impact of PSNP on children's educational aspirations and actual attainments. We use longitudinal data from the Ethiopian sample of the Young Lives' survey and by means of a differences-in-differences, individual fixed effects estimator, we find that the program increases both educational aspirations and actual attainment of children. In our preferred specification, the immediate effect (after 3 years) of the program is to increase by 1.05 years of educational aspirations and by about 0.35 years actual education of children. Furthermore, there is evidence that the program has significant effect even in the long-run (after 6 years). The results point to broad and long lasting positive effects on children education of a program designed primarily to relieve chronically poor households from food insecurity
Lightweight and Scalable Model for Tweet Engagements Predictions in a Resource-constrained Environment
In this paper we provide an overview of the approach we used as team Trial&Error for the ACM RecSys Challenge 2021. The competition, organized by Twitter, addresses the problem of predicting different categories of user engagements (Like, Reply, Retweet and Retweet with Comment), given a dataset of previous interactions on the Twitter platform. Our proposed method relies on efficiently leveraging the massive amount of data, crafting a wide variety of features and designing a lightweight solution. This results in a significant reduction of computational resources requirements, both during the training and inference phase. The final model, an optimized LightGBM, allowed our team to reach the 4th position in the final leaderboard and to rank 1st among the academic teams
Venous and arterial thromboembolic complications in COVID-19 patients admitted to an academic hospital in Milan, Italy
BACKGROUND
Few data are available on the rate and characteristics of thromboembolic complications in hospitalized patients with COVID-19.
METHODS
We studied consecutive symptomatic patients with laboratory-proven COVID-19 admitted to a university hospital in Milan, Italy (13.02.2020-10.04.2020). The primary outcome was any thromboembolic complication, including venous thromboembolism (VTE), ischemic stroke, and acute coronary syndrome (ACS)/myocardial infarction (MI). Secondary outcome was overt disseminated intravascular coagulation (DIC).
RESULTS
We included 388 patients (median age 66Â years, 68% men, 16% requiring intensive care [ICU]). Thromboprophylaxis was used in 100% of ICU patients and 75% of those on the general ward. Thromboembolic events occurred in 28 (7.7% of closed cases; 95%CI 5.4%-11.0%), corresponding to a cumulative rate of 21% (27.6% ICU, 6.6% general ward). Half of the thromboembolic events were diagnosed within 24Â h of hospital admission. Forty-four patients underwent VTE imaging tests and VTE was confirmed in 16 (36%). Computed tomography pulmonary angiography (CTPA) was performed in 30 patients, corresponding to 7.7% of total, and pulmonary embolism was confirmed in 10 (33% of CTPA). The rate of ischemic stroke and ACS/MI was 2.5% and 1.1%, respectively. Overt DIC was present in 8 (2.2%) patients.
CONCLUSIONS
The high number of arterial and, in particular, venous thromboembolic events diagnosed within 24Â h of admission and the high rate of positive VTE imaging tests among the few COVID-19 patients tested suggest that there is an urgent need to improve specific VTE diagnostic strategies and investigate the efficacy and safety of thromboprophylaxis in ambulatory COVID-19 patients
Propensity Score-Based Analysis of Percutaneous Closure Versus Medical Therapy in Patients with Cryptogenic Stroke and Patent Foramen Ovale: The IPSYS Registry (Italian Project on Stroke in Young Adults)
Background-We sought to compare the benefit of percutaneous closure to that of medical therapy alone for the secondary prevention of embolism in patients with patent foramen ovale (PFO) and otherwise unexplained ischemic stroke, in a propensity scored study. Methods and Results-Between 2000 and 2012, we selected consecutive first-ever ischemic stroke patients aged 18 to 45 years with PFO and no other cause of brain ischemia, as part of the IPSYS registry (Italian Project on Stroke in Young Adults), who underwent either percutaneous PFO closure or medical therapy for comparative analysis. Primary end point was a composite of ischemic stroke, transient ischemic attack, or peripheral embolism. Secondary end point was brain ischemia. Five hundred and twenty-one patients qualified for the analysis. The primary end point occurred in 15 patients treated with percutaneous PFO closure (7.3%) versus 33 patients medically treated (10.5%; hazard ratio, 0.72; 95% confidence interval, 0.39-1.32; P=0.285). The rates of the secondary end point brain ischemia were also similar in the 2 treatment groups (6.3% in the PFO closure group versus 10.2% in the medically treated group; hazard ratio, 0.64; 95% confidence interval, 0.33-1.21; P=0.168). Closure provided a benefit in patients aged 18 to 36 years (hazard ratio, 0.19; 95% confidence interval, 0.04-0.81; P=0.026) and in those with a substantial right-to-left shunt size (hazard ratio, 0.19; 95% confidence interval, 0.05-0.68; P=0.011). Conclusions-PFO closure seems as effective as medical therapy for secondary prevention of cryptogenic ischemic stroke. Whether device treatment might be more effective in selected cases, such as in patients younger than 37 years and in those with a substantial right-to-left shunt size, deserves further investigation
Association between migraine and cervical artery dissection the Italian project on stroke in young adults
IMPORTANCE Although sparse observational studies have suggested a link between migraine and cervical artery dissection (CEAD), any association between the 2 disorders is still unconfirmed. This lack of a definitive conclusion might have implications in understanding the pathogenesis of both conditions and the complex relationship between migraine and ischemic stroke (IS). OBJECTIVE To investigate whether a history of migraine and its subtypes is associated with the occurrence of CEAD. DESIGN, SETTING, AND PARTICIPANTS A prospective cohort study of consecutive patients aged 18 to 45 years with first-ever acute ischemic stroke enrolled in the multicenter Italian Project on Stroke in Young Adults was conducted between January 1, 2000, and June 30, 2015. In a case-control design, the study assessed whether the frequency of migraine and its subtypes (presence or absence of an aura) differs between patients whose IS was due to CEAD (CEAD IS) and those whose IS was due to a cause other than CEAD (non-CEAD IS) and compared the characteristics of patients with CEAD IS with and without migraine. MAIN OUTCOMES AND MEASURES Frequency of migraine and its subtypes in patients with CEAD IS vs non-CEAD IS. RESULTS Of the 2485 patients (mean [SD] age, 36.8 [7.1] years; women, 1163 [46.8%]) included in the registry, 334 (13.4%) had CEAD IS and 2151 (86.6%) had non-CEAD IS. Migraine was more common in the CEAD IS group (103 [30.8%] vs 525 [24.4%], P = .01), and the difference was mainly due to migraine without aura (80 [24.0%] vs 335 [15.6%], P < .001). Compared with migraine with aura, migraine without aura was independently associated with CEAD IS (OR, 1.74; 95%CI, 1.30-2.33). The strength of this association was higher in men (OR, 1.99; 95%CI, 1.31-3.04) and in patients 39.0 years or younger (OR, 1.82; 95%CI, 1.22-2.71). The risk factor profile was similar in migrainous and non-migrainous patients with CEAD IS (eg, hypertension, 20 [19.4%] vs 57 [24.7%], P = .29; diabetes, 1 [1.0%] vs 3 [1.3%], P > .99). CONCLUSIONS AND RELEVANCE In patients with IS aged 18 to 45 years, migraine, especially migraine without aura, is consistently associated with CEAD. This finding suggests common features and warrants further analyses to elucidate the underlying biologic mechanisms
Screening for Fabry disease in patients with ischaemic stroke at young age: the Italian Project on Stroke in Young Adults
reserved85nomixedPoli, L.; Zedde, Marialuisa; Zini, Andrea; Del Sette, Massimo; Lodigiani, Corrado; Spalloni, Alessandra; Di Lisi, Filomena; Toriello, Antonella; Piras, Valeria; Stilo, Cesare; Tomelleri, Giampaolo; Tancredi, Lucia; Paciaroni, Maurizio; Silvestrelli, Giorgio; Adami, Alessandro; Costa, P.; Morotti, A.; De Giuli, V.; Caria, F.; Gamba, Massimo; Malferrari, Giovanni; Simone, Anna Maria; Musolino, Rossella; Giorli, Elisa; Banfi, Elena; Marcheselli, Simona; Rasura, Maurizia; Pugliese, Nicola; Melis, Maurizio; Bovi, Paolo; Padovani, A.; Burlina, A.; Pezzini, A; Del Zotto, Elisabetta; Giossi, Alessia; Sessa, Maria; Gilberti, Nicola; Magoni, Mauro; Ferrazzi, Paola; Librè, Luca; Rota, Lidia Luciana; Patella, Rosalba; Calabrò, Rocco Salvatore; Bramanti, Placido; La Spina, Paolo; Finocchi, Cinzia; Balestrino, Maurizio; Bruno, Chiara; Massucco, Davide; Gandolfo, Carlo; Traverso, Elisabetta; Delodovici, Maria Luisa; Verrengia, Elena Pinuccia; Carimati, Federico; Bono, Giorgio; Dell'Acqua, Maria Luisa; Bigliardi, Guido; Vandelli, Laura; Nichelli, Paolo Frigio; Carletti, Monica; Cerrato, Paolo; Iacoviello, Licia; Di Castelnuovo, Augusto; de Gaetano, Giovanni; Grassi, Mario; Locatelli, Giampiero; Caso, Valeria; D'Amore, Cataldo; Agnelli, Giancarlo; Checcarelli, Nicoletta; Guidotti, Mario; Arnaboldi, Marco; Giacalone, Giacomo; Zanoli, Elisa; Cavallini, Anna; Persico, Alessandra; Micieli, Giuseppe; Chiti, Alberto; Orlandi, Giovanni; Marchi, Piernicola; Lanari, Alessia; Ciccone, Alfonso; Cucurachi, Laura; Bonifati, Marco Domenico; Marcello, NorinaPoli, L.; Zedde, Marialuisa; Zini, Andrea; Del Sette, Massimo; Lodigiani, Corrado; Spalloni, Alessandra; Di Lisi, Filomena; Toriello, Antonella; Piras, Valeria; Stilo, Cesare; Tomelleri, Giampaolo; Tancredi, Lucia; Paciaroni, Maurizio; Silvestrelli, Giorgio; Adami, Alessandro; Costa, P.; Morotti, A.; De Giuli, V.; Caria, F.; Gamba, Massimo; Malferrari, Giovanni; Simone, Anna Maria; Musolino, Rossella; Giorli, Elisa; Banfi, Elena; Marcheselli, Simona; Rasura, Maurizia; Pugliese, Nicola; Melis, Maurizio; Bovi, Paolo; Padovani, A.; Burlina, A.; Pezzini, A; Del Zotto, Elisabetta; Giossi, Alessia; Sessa, Maria; Gilberti, Nicola; Magoni, Mauro; Ferrazzi, Paola; Librè, Luca; Rota, Lidia Luciana; Patella, Rosalba; Calabrò, Rocco Salvatore; Bramanti, Placido; La Spina, Paolo; Finocchi, Cinzia; Balestrino, Maurizio; Bruno, Chiara; Massucco, Davide; Gandolfo, Carlo; Traverso, Elisabetta; Delodovici, Maria Luisa; Verrengia, Elena Pinuccia; Carimati, Federico; Bono, Giorgio; Dell'Acqua, Maria Luisa; Bigliardi, Guido; Vandelli, Laura; Nichelli, Paolo Frigio; Carletti, Monica; Cerrato, Paolo; Iacoviello, Licia; Di Castelnuovo, Augusto; de Gaetano, Giovanni; Grassi, Mario; Locatelli, Giampiero; Caso, Valeria; D'Amore, Cataldo; Agnelli, Giancarlo; Checcarelli, Nicoletta; Guidotti, Mario; Arnaboldi, Marco; Giacalone, Giacomo; Zanoli, Elisa; Cavallini, Anna; Persico, Alessandra; Micieli, Giuseppe; Chiti, Alberto; Orlandi, Giovanni; Marchi, Piernicola; Lanari, Alessia; Ciccone, Alfonso; Cucurachi, Laura; Bonifati, Marco Domenico; Marcello, Norin