OBJECTIVES: To construct an intelligent analysis model for classifying fetal orientation during intrapartum ultrasound videos based on multi-feature fusion. METHODS: The proposed model consists of the Input, Backbone Network and Classification Head modules. The Input module carries out data augmentation to improve the sample quality and generalization ability of the model. The Backbone Network was responsible for feature extraction based on Yolov8 combined with CBAM, ECA, PSA attention mechanism and AIFI feature interaction module. The Classification Head consists of a convolutional layer and a softmax function to output the final probability value of each class. The images of the key structures (the eyes, face, head, thalamus, and spine) were annotated with frames by physicians for model training to improve the classification accuracy of the anterior occipital, posterior occipital, and transverse occipital orientations. RESULTS: The experimental results showed that the proposed model had excellent performance in the tire orientation classification task with the classification accuracy reaching 0.984, an area under the PR curve (average accuracy) of 0.993, and area under the ROC curve of 0.984, and a kappa consistency test score of 0.974. The prediction results by the deep learning model were highly consistent with the actual classification results. CONCLUSIONS The multi-feature fusion model proposed in this study can efficiently and accurately classify fetal orientation in intrapartum ultrasound videos.
Humans ; Female ; Ultrasonography, Prenatal/methods* ; Pregnancy ; Fetus/diagnostic imaging* ; Neural Networks, Computer ; Video Recording

Microsurgery is a surgical technique that applies fine instruments to perform precise operations on tiny tissues and organs under optical magnification devices. Digital and intelligent technologies, such as digital imaging, virtual reality (VR), augmented reality (AR), mixed reality (MR), 3D design and reconstruction, 3D printing, digital navigation, mixed perception of multi-source heterogeneous information, automatic control, digital twins, Internet of Things, cloud computing, machine learning, deep learning, large-scale AI models, generative artificial intelligence and so on, have been enabling the innovative development in microsurgery. It will make significant changes in disease diagnosis and monitoring, treatment decision-making and surgical planning, precise and individualised surgery, doctor-patient interaction and healthcare, team collaboration and professional education, and will drive the innovative development in microsurgery.

Hand degloving injury represents one of the most severe forms of hand trauma, characterised by challenging treatment and a complex prognostic outcome. It is crucial to effectively utilise the degloved tissues in emergency or primary repair of a hand degloving injury. This consensus provides a comprehensive review of the existing literature on definition, classification, emergency assessment, debridement, judgment of skin viability, in situ repair of the degloved skin, and adjunctive treatment for degloving injury of hand. Based on conclusion of both domestic and international experiences, this expert consensus on the classification of hand degloving injury and the emergency repair with the avulsed skin is established, aiming to provide a guidance to surgeons on standardised treatment strategy and improve the management of hand degloving injury.

Standardised emergency management protocols for hand injury in microsurgery is critical, as it directly determines ultimate clinical outcomes. This consensus consolidates expert insights regarding diagnostic and treatment procedure for hand injury in microsurgery, emergency support protocols and key points of emergency workflow optimisation. It summarises the opinions of experts and puts forward standardised recommendations to guide clinical practice in microsurgical treatment process, so as to further improve the quality of treatment for hand injury in microsurgery and maximise the protection of limb function and quality of life of patients.

Hand degloving injury represents one of the most severe forms of hand trauma, characterised by challenging treatment and a complex prognostic outcome. It is crucial to effectively utilise the degloved tissues in emergency or primary repair of a hand degloving injury. This consensus provides a comprehensive review of the existing literature on definition, classification, emergency assessment, debridement, judgment of skin viability, in situ repair of the degloved skin, and adjunctive treatment for degloving injury of hand. Based on conclusion of both domestic and international experiences, this expert consensus on the classification of hand degloving injury and the emergency repair with the avulsed skin is established, aiming to provide a guidance to surgeons on standardised treatment strategy and improve the management of hand degloving injury.

Microsurgery is a surgical technique that applies fine instruments to perform precise operations on tiny tissues and organs under optical magnification devices. Digital and intelligent technologies, such as digital imaging, virtual reality (VR), augmented reality (AR), mixed reality (MR), 3D design and reconstruction, 3D printing, digital navigation, mixed perception of multi-source heterogeneous information, automatic control, digital twins, Internet of Things, cloud computing, machine learning, deep learning, large-scale AI models, generative artificial intelligence and so on, have been enabling the innovative development in microsurgery. It will make significant changes in disease diagnosis and monitoring, treatment decision-making and surgical planning, precise and individualised surgery, doctor-patient interaction and healthcare, team collaboration and professional education, and will drive the innovative development in microsurgery.

Standardised emergency management protocols for hand injury in microsurgery is critical, as it directly determines ultimate clinical outcomes. This consensus consolidates expert insights regarding diagnostic and treatment procedure for hand injury in microsurgery, emergency support protocols and key points of emergency workflow optimisation. It summarises the opinions of experts and puts forward standardised recommendations to guide clinical practice in microsurgical treatment process, so as to further improve the quality of treatment for hand injury in microsurgery and maximise the protection of limb function and quality of life of patients.

Microsurgery is not only a technology, but also a science. Microsurgery was enlisted as a tier-three discipline in the Classification of National Clinical Medicine Disciplines (Discipline code 320.2715) in 1992. In the new era, the discipline development of microsurgery should be inherited, innovated, realistic and pragmatic, and it also relies on the other surgical specialties to expand the applications of microsurgery. Microsurgery technology should firmly adhere to its core competitiveness and hold high the banner of microsurgical characteristics by offering the best possible serves to all the clinical surgical disciplines; Pay equal attention to medicine, teaching and scientific researches; Unite, collaborate and strengthen academic exchanges at home and abroad; Focus on talent training (i.e. exports of great country, leading figures, etc.) and support the development of private hospitals specialised in microsurgery. The supportive roles of the Chinese Journal of Microsurgery shall be further enforced to facilitate the discipline development of microsurgery and promoting high-quality development of microsurgery.

The polyfoliate perforator flap is a new type of flap that was developed on the basis of the traditional polyfoliate myocutaneous flap, polyfoliate fascial flap and perforator flap. It overturns the traditional idea that the deep fascial vascular network is the fundamental for a survival of the flap, and enables the flaps to achieve the best profile and function of the recipient areas with minimal damage to the donor area. In order to improve the understanding of the polyfoliate perforator flap and further standardise its clinical application, this paper forms a consensus on the definition, classification, indications, operative points and precautions of the polyfoliate perforator flap, so as to provide references in diagnosis and treatment process and practical application for the surgeons.

The polyfoliate perforator flap is a new type of flap that was developed on the basis of the traditional polyfoliate myocutaneous flap, polyfoliate fascial flap and perforator flap. It overturns the traditional idea that the deep fascial vascular network is the fundamental for a survival of the flap, and enables the flaps to achieve the best profile and function of the recipient areas with minimal damage to the donor area. In order to improve the understanding of the polyfoliate perforator flap and further standardise its clinical application, this paper forms a consensus on the definition, classification, indications, operative points and precautions of the polyfoliate perforator flap, so as to provide references in diagnosis and treatment process and practical application for the surgeons.