An airway segmentation method based on coordinate information and multi-scale parallel network is proposed to solve the problem of insufficient accuracy of airway model in surgical navigation.Airway features at different scales are learned separately by a parallel network to address the feature conflict arising from airways of different sizes.Then,a coordinate guided up-sampling module is designed to utilize coordinate information from shallow features for guiding reconstruction of deeper features,thus restricting the spatial location of the target and improving the model accuracy.Finally,a channel guided multi-scale feature aggregation module is constructed to capture semantic details across multiple scales and investigate channel relationships between features at different scales.The proposed method and other models are trained and tested on two public datasets,namely LIDC-IDRI and EXACT'09.Experimental results show that the proposed method achieves an average Dice coefficient of 93.20%which is 2.61%higher than 3D U-Net,a false positive rate of only 0.012%,a tree length detection rate of 88.59%,and a branch detection rate of 97.42%,demonstrating that the method can be applied to lung disease diagnosis or navigation bronchoscopy.

Objective To clarify the bottlenecks in the technology transfer work of public hospitals in China,and try to propose work optimization strategies and suggestions from the perspectives of different stakeholders.Methods The relevant literature about the transformation of scientific and technological achievements in public hospitals was searched on CNKI,and inductively summarize the relevant concepts and categories through the three stages of grounded theory coding.Results Through the three stages of coding,85 initial concepts,29 categories,and 5 main categories were sorted out,and a model attributing the influencing factors of the transformation of scientific and technological achievements in public hospitals was constructed,involving five major entities:public hospitals,medi-cal staff,enterprises,government,and universities.Conclusion The work of transforming scientific and technologi-cal achievements in public hospitals involves multiple stakeholders.It can start from the standardized management of public hospitals,the technological breakthroughs of medical staff,the active leadership of the government,the pro-active integration of enterprises,and the talent cultivation of universities to achieve innovation in talent cultivation mechanisms,industry evaluation mechanisms,profit distribution mechanisms,and intelligent management mecha-nisms.

Objective Understanding the cognitive attitude,influencing factors,and demand elements of medical staff in public hospitals towards the transformation of scientific and technological achievements,and proposing coun-termeasures and suggestions to improve the transformation rate of scientific and technological achievements in pub-lic hospitals.Methods Based on a questionnaire survey of the cognition and needs for the transformation of scientific and technological achievements among medical staff in public hospitals,it investigates medical personnel from 12 public hospitals in Anhui Province.Data processing is conducted using descriptive analysis and moderated mediation effect analysis methods.Results The cognitive attitude is positively correlated with influencing factors(r=0.125,P＜0.01),the degree of cognition is positively correlated with demand elements(r=0.599,P＜0.01),and influencing factors are positively correlated with demand elements(r=0.336,P＜0.01).The impact factors of medical staff in the process of scientific and technological achievement transformation play a partial mediating role between cognitive attitude and demand elements,and the technical title of medical staff has a moderating effect.Conclusion There are bottlenecks in the transformation of scientific and technological achievements by medical staff in public hospitals,in-cluding a weak awareness of transformation,limited transformation capabilities,disconnection between scientific re-search achievements and the market,and an unobvious collaborative effect of"government,education,medical care,production,and research".Public hospitals should improve supporting measures in aspects such as talent cultivation,management systems,professional training,and information construction.

Objective To evaluate the transformation of scientific and technological achievements in 12 affiliated hospitals of a medical university in Anhui Province,and to provide suggestions for the transformation of scientific and technological achievements in affiliated hospitals of colleges and universities.Methods According to the collected data,entropy weight method was used to assign weights to the index system,and TOPSIS method and rank sum ratio method were used for comprehensive evaluation.Results Among theevaluation indicators,the top 3 weights are the total amount of incoming accounts converted by self-implementation(4.801%),the total amount of incoming accounts earned by cooperating with others(4.801%),and the number of R&D institutions,transfer institutions,and conversion service platforms jointly built with affiliated universities(4.779%).In the fuzzy joint results,the top three hospitals were A,C and G,and the bottom three hospitals were K,H and E.There are obvious differences among hospitals,and there are differences between directly affiliated hospitals and non-directly affiliated hospitals.Conclusion The affiliated hospitals of colleges and universities should explore a development path of the transformation of scientific and technological achievements with their own characteristics and make the transformation from the actual situation.Transform the achievements into the discipline construction,deepen and expand the scientific research advantages;construct transformation consciousness raising system,and promote action with consciousness raising;colleges and universities lead the integration of medical industry to build a new ecology of medical production,study and research.

Objective To clarify the bottlenecks in the technology transfer work of public hospitals in China,and try to propose work optimization strategies and suggestions from the perspectives of different stakeholders.Methods The relevant literature about the transformation of scientific and technological achievements in public hospitals was searched on CNKI,and inductively summarize the relevant concepts and categories through the three stages of grounded theory coding.Results Through the three stages of coding,85 initial concepts,29 categories,and 5 main categories were sorted out,and a model attributing the influencing factors of the transformation of scientific and technological achievements in public hospitals was constructed,involving five major entities:public hospitals,medi-cal staff,enterprises,government,and universities.Conclusion The work of transforming scientific and technologi-cal achievements in public hospitals involves multiple stakeholders.It can start from the standardized management of public hospitals,the technological breakthroughs of medical staff,the active leadership of the government,the pro-active integration of enterprises,and the talent cultivation of universities to achieve innovation in talent cultivation mechanisms,industry evaluation mechanisms,profit distribution mechanisms,and intelligent management mecha-nisms.

Objective Understanding the cognitive attitude,influencing factors,and demand elements of medical staff in public hospitals towards the transformation of scientific and technological achievements,and proposing coun-termeasures and suggestions to improve the transformation rate of scientific and technological achievements in pub-lic hospitals.Methods Based on a questionnaire survey of the cognition and needs for the transformation of scientific and technological achievements among medical staff in public hospitals,it investigates medical personnel from 12 public hospitals in Anhui Province.Data processing is conducted using descriptive analysis and moderated mediation effect analysis methods.Results The cognitive attitude is positively correlated with influencing factors(r=0.125,P＜0.01),the degree of cognition is positively correlated with demand elements(r=0.599,P＜0.01),and influencing factors are positively correlated with demand elements(r=0.336,P＜0.01).The impact factors of medical staff in the process of scientific and technological achievement transformation play a partial mediating role between cognitive attitude and demand elements,and the technical title of medical staff has a moderating effect.Conclusion There are bottlenecks in the transformation of scientific and technological achievements by medical staff in public hospitals,in-cluding a weak awareness of transformation,limited transformation capabilities,disconnection between scientific re-search achievements and the market,and an unobvious collaborative effect of"government,education,medical care,production,and research".Public hospitals should improve supporting measures in aspects such as talent cultivation,management systems,professional training,and information construction.

Objective To evaluate the transformation of scientific and technological achievements in 12 affiliated hospitals of a medical university in Anhui Province,and to provide suggestions for the transformation of scientific and technological achievements in affiliated hospitals of colleges and universities.Methods According to the collected data,entropy weight method was used to assign weights to the index system,and TOPSIS method and rank sum ratio method were used for comprehensive evaluation.Results Among theevaluation indicators,the top 3 weights are the total amount of incoming accounts converted by self-implementation(4.801%),the total amount of incoming accounts earned by cooperating with others(4.801%),and the number of R&D institutions,transfer institutions,and conversion service platforms jointly built with affiliated universities(4.779%).In the fuzzy joint results,the top three hospitals were A,C and G,and the bottom three hospitals were K,H and E.There are obvious differences among hospitals,and there are differences between directly affiliated hospitals and non-directly affiliated hospitals.Conclusion The affiliated hospitals of colleges and universities should explore a development path of the transformation of scientific and technological achievements with their own characteristics and make the transformation from the actual situation.Transform the achievements into the discipline construction,deepen and expand the scientific research advantages;construct transformation consciousness raising system,and promote action with consciousness raising;colleges and universities lead the integration of medical industry to build a new ecology of medical production,study and research.

Objective To clarify the bottlenecks in the technology transfer work of public hospitals in China,and try to propose work optimization strategies and suggestions from the perspectives of different stakeholders.Methods The relevant literature about the transformation of scientific and technological achievements in public hospitals was searched on CNKI,and inductively summarize the relevant concepts and categories through the three stages of grounded theory coding.Results Through the three stages of coding,85 initial concepts,29 categories,and 5 main categories were sorted out,and a model attributing the influencing factors of the transformation of scientific and technological achievements in public hospitals was constructed,involving five major entities:public hospitals,medi-cal staff,enterprises,government,and universities.Conclusion The work of transforming scientific and technologi-cal achievements in public hospitals involves multiple stakeholders.It can start from the standardized management of public hospitals,the technological breakthroughs of medical staff,the active leadership of the government,the pro-active integration of enterprises,and the talent cultivation of universities to achieve innovation in talent cultivation mechanisms,industry evaluation mechanisms,profit distribution mechanisms,and intelligent management mecha-nisms.

Objective Understanding the cognitive attitude,influencing factors,and demand elements of medical staff in public hospitals towards the transformation of scientific and technological achievements,and proposing coun-termeasures and suggestions to improve the transformation rate of scientific and technological achievements in pub-lic hospitals.Methods Based on a questionnaire survey of the cognition and needs for the transformation of scientific and technological achievements among medical staff in public hospitals,it investigates medical personnel from 12 public hospitals in Anhui Province.Data processing is conducted using descriptive analysis and moderated mediation effect analysis methods.Results The cognitive attitude is positively correlated with influencing factors(r=0.125,P＜0.01),the degree of cognition is positively correlated with demand elements(r=0.599,P＜0.01),and influencing factors are positively correlated with demand elements(r=0.336,P＜0.01).The impact factors of medical staff in the process of scientific and technological achievement transformation play a partial mediating role between cognitive attitude and demand elements,and the technical title of medical staff has a moderating effect.Conclusion There are bottlenecks in the transformation of scientific and technological achievements by medical staff in public hospitals,in-cluding a weak awareness of transformation,limited transformation capabilities,disconnection between scientific re-search achievements and the market,and an unobvious collaborative effect of"government,education,medical care,production,and research".Public hospitals should improve supporting measures in aspects such as talent cultivation,management systems,professional training,and information construction.

Objective To evaluate the transformation of scientific and technological achievements in 12 affiliated hospitals of a medical university in Anhui Province,and to provide suggestions for the transformation of scientific and technological achievements in affiliated hospitals of colleges and universities.Methods According to the collected data,entropy weight method was used to assign weights to the index system,and TOPSIS method and rank sum ratio method were used for comprehensive evaluation.Results Among theevaluation indicators,the top 3 weights are the total amount of incoming accounts converted by self-implementation(4.801%),the total amount of incoming accounts earned by cooperating with others(4.801%),and the number of R&D institutions,transfer institutions,and conversion service platforms jointly built with affiliated universities(4.779%).In the fuzzy joint results,the top three hospitals were A,C and G,and the bottom three hospitals were K,H and E.There are obvious differences among hospitals,and there are differences between directly affiliated hospitals and non-directly affiliated hospitals.Conclusion The affiliated hospitals of colleges and universities should explore a development path of the transformation of scientific and technological achievements with their own characteristics and make the transformation from the actual situation.Transform the achievements into the discipline construction,deepen and expand the scientific research advantages;construct transformation consciousness raising system,and promote action with consciousness raising;colleges and universities lead the integration of medical industry to build a new ecology of medical production,study and research.