Improved Fine-Tuning of In-Domain Transformer Model for Inferring COVID-19 Presence in Multi-Institutional Radiology Reports.

"table 1 . it is trained on the full dataset"

"code availability the code will be made available in a github repository upon publication."

"Declarations Ethics Approval and ConsentThis study involves human subjects and was approved by Stanford University and University of Pennsylvania IRBs. The IRBs determined that no consent was necessary. Competing InterestsPersonal financial interests: Board of directors and shareholder, Bunkerhill Health; Option holder, whiterabbit.ai; Advisor and option holder, GalileoCDS; Advisor and option holder, Sirona Medical; Advisor and option holder, Adra; Advisor and option holder, Kheiron; Advisor, Sixth Street; Chair, SIIM Board of Directors; Member at Large, Board of Directors of the Pennsylvania Radiological Society; Member at Large, Board of Directors of the Philadelphia Roentgen Ray Society; Member at Large, Board of Directors of the Association of University Radiologists (term just ended in June); Honoraria, Sectra (webinars); Honoraria, British Journal of Radiology (section editor); Speaker honorarium, Icahn School of Medicine (conference speaker); Speaker honorarium, MGH (conference speaker). Recent grant and gift support paid to academic institutions involved: Carestream; Clairity; GE Healthcare; Google Cloud; IBM; IDEXX; Hospital Israelita Albert Einstein; Kheiron; Lambda; Lunit; Microsoft; Nightingale Open Science; Nines; Philips; Subtle Medical; VinBrain; Whiterabbit.ai; Lowenstein Foundation; Gordon and Betty Moore Foundation; Paustenbach Fund. Grant funding: NIH; Independence Blue Cross; RSNA. Competing Interests Personal financial interests: Board of directors and shareholder, Bunkerhill Health; Option holder, whiterabbit.ai; Advisor and option holder, GalileoCDS; Advisor and option holder, Sirona Medical; Advisor and option holder, Adra; Advisor and option holder, Kheiron; Advisor, Sixth Street; Chair, SIIM Board of Directors; Member at Large, Board of Directors of the Pennsylvania Radiological Society; Member at Large, Board of Directors of the Philadelphia Roentgen Ray Society; Member at Large, Board of Directors of the Association of University Radiologists (term just ended in June); Honoraria, Sectra (webinars); Honoraria, British Journal of Radiology (section editor); Speaker honorarium, Icahn School of Medicine (conference speaker); Speaker honorarium, MGH (conference speaker). Recent grant and gift support paid to academic institutions involved: Carestream; Clairity; GE Healthcare; Google Cloud; IBM; IDEXX; Hospital Israelita Albert Einstein; Kheiron; Lambda; Lunit; Microsoft; Nightingale Open Science; Nines; Philips; Subtle Medical; VinBrain; Whiterabbit.ai; Lowenstein Foundation; Gordon and Betty Moore Foundation; Paustenbach Fund. Grant funding: NIH; Independence Blue Cross; RSNA."

"Funding This research was made possible by the National Institute of Biomedical Imaging and Bioengineering (NIBIB) of the National Institutes of Health under contracts 75N92020C00008 and 75N92020C00021. The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health."