71 research outputs found
Observing many researchers using the same data and hypothesis reveals a hidden universe of uncertainty
This study explores how researchersâ analytical choices affect the reliability of scientific findings. Most discussions of reliability problems in science focus on systematic biases. We broaden the lens to emphasize the idiosyncrasy of conscious and unconscious decisions that researchers make during data analysis. We coordinated 161 researchers in 73 research teams and observed their research decisions as they used the same data to independently test the same prominent social science hypothesis: that greater immigration reduces support for social policies among the public. In this typical case of social science research, research teams reported both widely diverging numerical findings and substantive conclusions despite identical start conditions. Researchersâ expertise, prior beliefs, and expectations barely predict the wide variation in research outcomes. More than 95% of the total variance in numerical results remains unexplained even after qualitative coding of all identifiable decisions in each teamâs workflow. This reveals a universe of uncertainty that remains hidden when considering a single study in isolation. The idiosyncratic nature of how researchersâ results and conclusions varied is a previously underappreciated explanation for why many scientific hypotheses remain contested. These results call for greater epistemic humility and clarity in reporting scientific findings
The Crowdsourced Replication Initiative: Investigating Immigration and Social Policy Preferences. Executive Report.
In an era of mass migration, social scientists, populist parties and social movements raise concerns over the future of immigration-destination societies. What impacts does this have on policy and social solidarity? Comparative cross-national research, relying mostly on secondary data, has findings in different directions. There is a threat of selective model reporting and lack of replicability. The heterogeneity of countries obscures attempts to clearly define data-generating models. P-hacking and HARKing lurk among standard research practices in this area.This project employs crowdsourcing to address these issues. It draws on replication, deliberation, meta-analysis and harnessing the power of many minds at once. The Crowdsourced Replication Initiative carries two main goals, (a) to better investigate the linkage between immigration and social policy preferences across countries, and (b) to develop crowdsourcing as a social science method. The Executive Report provides short reviews of the area of social policy preferences and immigration, and the methods and impetus behind crowdsourcing plus a description of the entire project. Three main areas of findings will appear in three papers, that are registered as PAPs or in process
5-Jahres-Ergebnisse nach Handgelenkarthrodese beim Rheumatiker mit winkelstabiler Y-Platte
Mild and Efficient Synthesis of Functionalized Carbazoles via a DBUâAssisted Sequence Involving Cuâ and PdâCatalyzed Coupling Reactions
Pheasant cap master
© Springer Science+Business Media Dordrecht 2015. This presentation first gives an overview of scholarship speculating on Heguanzi as a person and as a book. Then it turns to its textual complexities and its generally considered Daoist content. Finally it moves towards what I would identify as the specific nexus of ideas that characterize the Pheasant Cap Masterâs thought: the vicissitudes of political ambition and frustration, the veneration of the One and its relation to multiplicity, and the nature of Heavenâs order and transcendence.status: publishe
Black Adolescent Femalesâ Perceptions of Racial Discrimination When Accessing Reproductive and General Health Care
Adolescents, like adults, frequently experience discrimination, which can be particularly salient in the context of reproductive health care. We examined urban Black adolescent femalesâ perceived experiences of racial discrimination during reproductive health care encounters. Structured face-to-face interviews were conducted with female African American patients, from age 13 through 20, who obtained reproductive health care services at a single site. Twenty-four participants were enrolled. All were in or graduated from high school, with a mean age of 16.8 years. These young Black women reported infrequent race-based discrimination in the health care setting; however, many reported commonly experiencing discrimination in other places. An awareness of the discrimination that minority young women experience in nonâhealth care settings can help providers demonstrate cultural humility when addressing such concerns with their patients. With this information, providers can provide anticipatory guidance and the tools necessary to navigate complex social systems
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