What is necessary for friendship

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Despite the online perpetuation of offline gender inequities, female scholars are increasingly conscious users of social media. In addition to sharing their work online as individuals or as a collective (e. These channels help women to obtain greater visibility and receive more credit for their work (23). The social media Bontril PDM (Phendimetrazine Tartrate Tablets)- Multum patterns uncovered here indicate that the online visibility of female scholars freindship unlikely to establish gender equity in science on its own.

However, it can be a powerful piece in a larger strategy to challenge the bias in visibility of women and underrepresented minorities in science. Our data combine three sources connected by the unique DOI of each research article (1).

We used publication friendshipp data from the Open Academic Graph (OAG) for the period 2007 to 2012 to build the coauthorship network. Given the focus on individual visibility, our analysis centers on articles with 10 or actas urol esp authors. We connected our Altmetric data with all articles published in 2012 in the WoS.

We used WOS data to determine the broad research area of articles (42). The combined data contained wha articles by 537,486 scholars. To be a publishing scientist in a given broad research area, an author needed at least one article published within one of the scientific subfields belonging to the broad research area. Therefore a scientist could belong to multiple broad research areas. See SI Appendix, Table S2 for descriptive statistics of the resulting dataset.

We ran the algorithm developed by Ford et Amethia (Lvonorgestrel/Ethinyl Estradiol and Ethinyl Estradiol Tablets)- Multum. The algorithm uses a conservative heuristic Fycompa (Perampanel Tablets, for Oral Use)- FDA establish gender, leaving unlabeled 19.

To test the accuracy of gender imputation, we took a random sample of 100 scientists Indomethacin (Indocin)- Multum the Altmetric data and manually checked their gender based on information available about them online.

Then, we validated the gender imputation algorithm using the manually confirmed genders as the baseline. This score reaches 1 when what is necessary for friendship precision and recall are perfect (SI Appendix, Fig.

To evaluate the resulting conditional probabilities, we took a random sample from the lower what is necessary for friendship category (e. Then, we calculated the fraction of women from the lower success category who are also successful in the higher success category.

We repeated the process 10,000 times and computed the fraction of trials that resulted in what is necessary for friendship higher female ratio than in the lower success category. If this fraction is lower than 0. We conducted principal component analysis (PCA) on each variable group separately for each broad research what is necessary for friendship producing components for scientific impact, social capital, and network maleness and femaleness.

In SI Appendix, Figs. S5 what is necessary for friendship S6 show the correlation between individual variables and the resulting factors. To tackle the binary classification problem of whether a scholar is successful online or not, we employ a logistic regression classifier, which is what is necessary for friendship out-of-the-box supervised learning approach.

We run the models what is necessary for friendship each broad research area separately and we exclude from all models authors with unknown gender. Each of our models contains the factors capturing scientific impact, social capital, what is necessary for friendship femaleness and friiendship, their interactions with gender (i.

On the same link, we also provide aggregate and anonymized data at the level of individual scholars that are required to reproduce our findings and figures. We thank Altmetric for generously providing data from their platform. This project also uses Web what is necessary for friendship Science data by Clarivate Analytics provided by the Indiana University Network Science Institute and the Cyberinfrastructure necesxary Network Science Center at Indiana University.

This work was also enabled by a doctoral research support grant from Central European University that funded O. This work has been partially funded by NSF Faculty Early Career Development Program Grant IIS-1943506, the European Research Council Grant ERC-ADG-2015-695256, and the Air Force Office wht What is necessary for friendship Research feiendship Award FA9550-19-1-0391. ResultsWe started by examining the gender composition of authors whose work is tracked in Altmetric, i.

Presence in Increasingly Selective Success Categories. Model Specification and Robustness. AcknowledgmentsWe thank Altmetric for generously providing data from their platform.



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