Mark Hinton

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medical device artificial intelligence reporting medical imaging mri machine learning image enhancement oncology cancer diagnosis cancer screening ai cancer detection mri technology prostate cancer clinical decision support radiology software image analysis biopsy support diagnostic accuracy patient risk assessment healthcare efficiency surgical planning radiology reporting sensitivity & specificity clinical validation ai integration early cancer diagnosis tumor grading liquid biomarkers treatment personalization multi-disciplinary collaboration patient outcomes radiologist workflow data segmentation heat mapping real-world data automated imaging clinical pathways resource optimization nhs innovation biopsy avoidance advanced imaging techniques clinical trials risk scores multi-centre studies patient stratification biparametric mri multiparametric mri surgical outcomes false positive reduction ai algorithms expert radiologists clinical needs analysis medical imaging technology health inequity quality assurance standards hospital & health care information technology & services health care health wellness & fitness