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Providing online non-downloadable medical software for providing situational awareness of pertinent factors relating to diagnosis and treatment, in real-time validating or expanding differential diagnosis considerations, and providing suggestions to help optimize the current clinical workflow and downstream healthcare pathway for diagnosis and treatment; providing online non-downloadable medical software for augmenting review of patient data including patient chart by highlighting diagnostic and treatment related factors and connecting to relevant evidence; providing online non-downloadable medical software for enabling users to run scenarios based on their hypotheses against the patient data and mapping to medical evidence; providing online non-downloadable medical software applications for helping determine medical diagnosis, predicting response to treatment, and next-best-treatment; providing online non-downloadable real-time recommendation engine software based on artificial intelligence and algorithms for medical diagnosis and treatment; providing an online non-downloadable software database in the field of medical diagnosis and treatment; providing online non-downloadable computer software for medical diagnosis and treatment via a computer or communication network; providing online non-downloadable software featuring real-time recommendation engines based on artificial intelligence and algorithms for medical diagnosis and treatment; providing online non-downloadable software using automated algorithms, artificial intelligence, and computational evidence to provide situational awareness and next-best-action suggestions for the understanding, diagnosis, treatment and prevention of medical conditions; providing an Internet recommendation engine service based on artificial intelligence and algorithms featuring medical information in the field of augmented intelligence for medical decision support across all health fields