| Title |
Opportunities and obstacles for deep learning in biology and medicine
|
|---|---|
| Published in |
bioRxiv
|
| DOI | 10.1101/142760 |
| Authors |
Ching, Travers, Himmelstein, Daniel S., Beaulieu-Jones, Brett K., Kalinin, Alexandr A., Do, Brian T., Way, Gregory P., Ferrero, Enrico, Agapow, Paul-Michael, Zietz, Michael, Hoffman, Michael M., Xie, Wei, Rosen, Gail L., Lengerich, Benjamin J., Israeli, Johnny, Lanchantin, Jack, Woloszynek, Stephen, Carpenter, Anne E., Shrikumar, Avanti, Xu, Jinbo, Cofer, Evan M., Lavender, Christopher A., Turaga, Srinivas C., Alexandari, Amr M., Lu, Zhiyong, Harris, David J., DeCaprio, Dave, Qi, Yanjun, Kundaje, Anshul, Peng, Yifan, Wiley, Laura K., Segler, Marwin H.S., Boca, Simina M., Swamidass, S. Joshua, Huang, Austin, Gitter, Anthony, Greene, Casey S. |
| Country | Count | As % |
|---|---|---|
| United States | 257 | 30% |
| United Kingdom | 58 | 7% |
| Canada | 48 | 6% |
| Japan | 30 | 4% |
| Spain | 25 | 3% |
| India | 23 | 3% |
| Germany | 22 | 3% |
| France | 21 | 2% |
| Switzerland | 11 | 1% |
| Other | 113 | 13% |
| Unknown | 240 | 28% |
| Type | Count | As % |
|---|---|---|
| Members of the public | 487 | 57% |
| Scientists | 336 | 40% |
| Practitioners (doctors, other healthcare professionals) | 14 | 2% |
| Science communicators (journalists, bloggers, editors) | 7 | <1% |
| Unknown | 4 | <1% |
| Country | Count | As % |
|---|---|---|
| Canada | 2 | <1% |
| United Kingdom | 2 | <1% |
| United States | 2 | <1% |
| Spain | 1 | <1% |
| Uruguay | 1 | <1% |
| Unknown | 1220 | 99% |
| Readers by professional status | Count | As % |
|---|---|---|
| Student > Ph. D. Student | 222 | 18% |
| Researcher | 203 | 17% |
| Student > Master | 117 | 10% |
| Student > Bachelor | 69 | 6% |
| Other | 54 | 4% |
| Other | 145 | 12% |
| Unknown | 418 | 34% |
| Readers by discipline | Count | As % |
|---|---|---|
| Computer Science | 240 | 20% |
| Biochemistry, Genetics and Molecular Biology | 144 | 12% |
| Agricultural and Biological Sciences | 141 | 11% |
| Engineering | 72 | 6% |
| Medicine and Dentistry | 46 | 4% |
| Other | 147 | 12% |
| Unknown | 438 | 36% |