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Novotny et al. Art Int Surg 2024;4:376-86  https://dx.doi.org/10.20517/ais.2024.52                                                       Page 378

               The ability to import intraoperative imaging in the form of 3D images directly to the surgical site increases
                                                                  [10]
               anatomical accuracy, provided that the imaging is up-to-date . With regard to the intraoperative use of AI,
               three categories can again be defined: intraoperative guidance, operative use of robotic devices, education
                          [7]
               and training . Image-guided surgery (IGS) systems improve orientation in the surgical field and, thus,
               patient outcomes. IGS can help the surgeon to identify anatomical structures quickly and reliably, thus
               reducing the duration of the operation and the workload . Before IGS can be used, a precise plan must be
                                                               [11]
               drawn up, starting with the creation of a 3D model based on available imaging (CT, MRI). Detailed 3D
               planning of the prevailing conditions supports the surgical planning. VR-assisted planning uses VR to
               enable precise preparation for surgery using a patient-specific model. VR-based surgical navigation often
               combines augmented reality (AR) technology to assist during surgery by displaying additional information,
                                                                        [12]
               such as anatomical details of the patient of the planned procedure . The ability to import intraoperative
               imaging in the form of 3D images directly to the surgical site increases anatomical accuracy, provided that
               the imaging is upto-date . Using VR systems such as ImmersiveView VR, surgeons can analyze 3D
                                     [10]
               representations of the patient’s anatomy before surgery. An algorithm detects subcutaneous fat and muscle
               and displays the anatomical structures . All the necessary landmarks, structures, surgical steps, and
                                                 [12]
               positional control points are incorporated into this model or plan. These virtual landmarks are
               imperceptible to the naked eye and do not require physical attachment to the patient. Instead, they are
                                               [13]
               digitally integrated into the 3D model .
               The FDA-cleared AI tool “Cydar EV Maps (Cydar Medical, UK)” can use preoperative and intraoperative
               fluoroscopic imaging to create an anatomical map and update it in real time during surgery. This
               anatomical map helps to identify and address complex conditions in a more patient-specific way. Having an
               up-to-date picture of the situation at all times can be a huge advantage in complex and lengthy operations,
               as conditions can change, and preoperative images are no longer sufficient for assessment. To make this
               map more usable for the surgeon, it is sent to head-mounted displays or glasses. The current market-leading
               system is HoloLens (Microsoft Corporation, Redmond, WA, USA) . Furthermore, in complex resections
                                                                        [14]
               of facial tumors and reconstructions of the head and neck, wearing video goggles allows the surgeon to
               superimpose three-dimensional X-rays over the patient so that the pathology can be clearly seen and
               identified. This gives the surgeon more options and helps them make a better decision. Inevitably, the result
                                        [15]
               is a reduction in human error .

               Mixed reality with HoloLens
               VR submerges the user completely in a virtual world, blending out the real world. AR combines the virtual
               and real worlds by inserting virtual content into the real image. This factor gives AR a major advantage over
               VR and allows it to be used in medicine. Mixed reality (MR) is a specific form of AR. MR is an environment
               where users can interact with both real and virtual objects in real time [14,16] . One of the leading providers of
               such MR devices is Microsoft, with its HoloLens . HoloLens is a head-mounted display similar to typical
                                                         [17]
               smart glasses. It allows the user to extend their real world and interact with the virtual world using
               holograms . HoloLens  enhances  surgical  outcomes  by  optimizing  the  surgeon’s  visual-motor
                        [18]
               coordination, addressing the misalignment that currently exists between the surgeon’s line of sight and
               hand placement caused by monitor positioning. This misalignment can be eliminated by using HoloLens
               glasses . Another success was achieved in the differentiation of tissue layers. Using HoloLens, the
                     [19]
               individual tissue layers could be clearly labeled and identified by the surgeon . Conventionally experienced
                                                                               [18]
               surgeons differentiate the tissue macroscopically to confirm or exclude cancer cells; the incisions are sent
               intraoperatively to the pathologist to ensure that the resection is inside the healthy tissue border.
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