利用人工智能进行多模态数据分析：健康、科学和研究中的实际应用.pdf

1、Harnessing AI for Multimodal Data AnalyticsHelia Mohammadi,PhDChief AI&Precision Health OfficerWW Health&Life SciencesMicrosoftPRACTICAL APPLICATIONS IN HEALTH,SCIENCE,AND RESEARCH“That it will ever come into general use,notwithstanding its value,I am extremely doubtful;because its beneficial applic

2、ation requires much time,and gives a good deal of trouble both to the patient and the practitioner;and because its whole hue and character is foreign,and opposed to all our habits and associations.”John Forbes MD,1821stethoscope-Ken Olson,President DEC,1977There is no need for an individual to have

3、a computer in their home”The Era of Copilots and Agents is HereFor every$1 a company invests in AI,it is realizing an average return ofAverage time it takes for organizations to realize a return on their AI investment.Average implementation time is less than 8 months$3.713 monthsHealth and life scie

4、nces organizations report having an AI strategy in place,or are planning one98%of health systems see generative AI as reshaping the industry75%Source:Circle Square Digital Health TrendsSource:Forrester Artificial Intelligent Market Insights,2023The potential of AI is clearSource:IDC Business Opportu

5、nity of Al,November 2024Memory&ContextNatural languageAsk me anythingReasoning&PlanningUniversal Interface Responsible AI Principles FairnessReliability&SafetyPrivacy&SecurityInclusivenessTransparencyAccountabilityGuard against biases in training data(e.g.,demographic biases)Ensure results are accur

6、atee.g.,patient chart summarizationPatient data used during training or fine-tuning cant be revealedEnsure that AI is accessible and sensitive to all population segmentsClinical information is from verifiable sources and auditable Legal,regulatory compliance,along with fairness,safety,and so onMicro