Machine learning for sociology

M Molina, F Garip - Annual Review of Sociology, 2019 - annualreviews.org
Machine learning is a field at the intersection of statistics and computer science that uses
algorithms to extract information and knowledge from data. Its applications increasingly find …

Propensity score methods in health technology assessment: principles, extended applications, and recent advances

MS Ali, D Prieto-Alhambra, LC Lopes… - Frontiers in …, 2019 - frontiersin.org
Randomized clinical trials (RCT) are accepted as the gold-standard approaches to measure
effects of intervention or treatment on outcomes. They are also the designs of choice for …

[HTML][HTML] Balance diagnostics after propensity score matching

Z Zhang, HJ Kim, G Lonjon, Y Zhu - Annals of translational …, 2019 - ncbi.nlm.nih.gov
Propensity score matching (PSM) is a popular method in clinical researches to create a
balanced covariate distribution between treated and untreated groups. However, the …

Association of initial disease-modifying therapy with later conversion to secondary progressive multiple sclerosis

JWL Brown, A Coles, D Horakova, E Havrdova… - Jama, 2019 - jamanetwork.com
Importance Within 2 decades of onset, 80% of untreated patients with relapsing-remitting
multiple sclerosis (MS) convert to a phase of irreversible disability accrual termed secondary …

[图书][B] Bit by bit: Social research in the digital age

MJ Salganik - 2019 - books.google.com
An innovative and accessible guide to doing social research in the digital age. In just the
past several years, we have witnessed the birth and rapid spread of social media, mobile …

Why propensity scores should not be used for matching

G King, R Nielsen - Political analysis, 2019 - cambridge.org
We show that propensity score matching (PSM), an enormously popular method of
preprocessing data for causal inference, often accomplishes the opposite of its intended …

Is financial inclusion good for bank stability? International evidence

MM Ahamed, SK Mallick - Journal of Economic Behavior & Organization, 2019 - Elsevier
Financial inclusion has become an important public policy priority following the recent global
financial crisis. Yet, we know very little of how it impacts soundness of the providers of …

Early coauthorship with top scientists predicts success in academic careers

W Li, T Aste, F Caccioli, G Livan - Nature communications, 2019 - nature.com
We examined the long-term impact of coauthorship with established, highly-cited scientists
on the careers of junior researchers in four scientific disciplines. Here, using matched pair …

Reductions in deforestation and poverty from decentralized forest management in Nepal

JA Oldekop, KRE Sims, BK Karna, MJ Whittingham… - Nature …, 2019 - nature.com
Since the 1980's, decentralized forest management has been promoted as a way to
enhance sustainable forest use and reduce rural poverty. Rural communities manage …

Association between self-reported prenatal cannabis use and maternal, perinatal, and neonatal outcomes

DJ Corsi, L Walsh, D Weiss, H Hsu, D El-Chaar… - Jama, 2019 - jamanetwork.com
Importance Recent evidence suggests that cannabis use during pregnancy is increasing,
although population-based data about perinatal outcomes following in utero exposure …