With the rapid development of artificial intelligence (AI) technology, its application in hospital management is gradually becoming an important means to improve operational efficiency and the quality of patient health care. This article systematically explores the multidimensional applications of AI in hospital management, including medical services, administration, patient engagement and experience. Through in-depth analysis, the paper evaluates the potential of AI in these areas, especially the significant effect in improving operational efficiency and optimising patient healthcare services. However, the application of AI also faces many challenges, such as data privacy issues, algorithmic bias, operational management, and economic factors. This article not only identifies these challenges, but also provides specific inspiration and recommendations for hospital management in China, emphasises the importance of adaptability and continuous learning, and calls on hospital administrators to actively embrace change in order to achieve both improved patient health outcomes and operational efficiency.
Objective To establish standards, methods and processes for evidence-based evaluation and selection of essential medicine that meet the needs of the 8 pilot township health centers in China. Methods A descriptive analysis was conducted to compare the similarities/differences and the advantages/disadvantages of the standards, methods and processes between the World Health Organization (WHO) essential medicines evaluation and selection, and the GRADE evidence quality and recommend intensity. In combination with the former outcomes of this series of study, the standards, methods and processes of evidence-based evaluation and selection of essential medicines in the domestic pilot township health centers were optimized, restructured and improved. Softwares such as GRADEprofiler were used to assess the quality of evidence. Results a) Localized standards, methods and processes for evidence-based evaluation and selection of essential medicine were established, and the evaluation tool was ascertained; and b) Disease and drug names, guidelines and searching processes for evaluation and selection of essential medicine were developed with standardized, systematic and transparent approaches. Conclusion a) Standards, methods and processes for searching, evaluating and recommending the best evidence are preliminarily established, through comparative analysis on the effectiveness, safety, cost-effectiveness and applicability of the candidate medicines for diagnosing, treating and preventing diseases in township health centers in China; b) Following the principle of “utilizing the best existing evidences and developing the urgently-needed but lacking evidence”, a good exploration was done for the localization, standardization and transparency of the standards, methods and processes of evidence-based evaluation and selection of essential medicine for pilot township health centers.
Objective To evaluate and select essential medicine for middle-aged and elderly women with primary osteoporosis using evidence-based methods based on the burden of disease. Methods By means of the approaches, criteria, and workflow set up in the second article of this series, we referred to the recommendations of evidence-based or authority guidelines from inside and outside China, collected relevant evidence from domestic clinical studies, and recommended essential medicine based on evidence-based evaluation. Data were analyzed by Review Manager (RevMan) 5.1 and GRADE profiler 3.6 to evaluate quality of evidence. Results (1) 18 guidelines were included, 14 of which were evidence-based or based on expert consensus. Recommended medicines included bisphosphonates, calcitonin, estrogen, parathyroid hormone, selective estrogen receptor modulator, strontium and Chinese patent drug. (2) A result of one quasi-RCT (very low quality) indicated that caltrate D had a better effect on elderly women with primary osteoporosis than calcium gluconate in improving bone mineral density (BMD) (MD=0.04, 95%CI 0.02 to 0.06) and ameliorating bone ache ( RR=2.64, 95%CI 1.40 to 4.96). A few cases treated by caltrate D presented with adverse reaction such as gastrointestinal discomfort, poor appetite, constipation and nausea which disappeared later. Caltrate D (calcium carbonate D3) with good applicability cost 1.00 yuan daily. (3) A result of one RCT (low quality) indicated that alendronate had a better effect than caltrate D in improving L2-L4 BMD (MD=0.06, 95%CI 0.017 to 0.10) and ameliorating bone ache (RR=1.8, 95%CI 1.40 to 2.52). A result of two RCTs (moderate quality) indicated that alendronate plus calcium carbonate plus vitamin D6 had a better effect than calcium carbonate plus vitamin D in improving L2-L4 BMD (MD=0.05, 95%CI 0.02 to 0.08) and reducing blood alkaline phosphatase (MD=–31.9, 95%CI –54.99 to –8.81). There were slight adverse effects mainly including gastrointestinal reaction. Alendronate with fairly poor applicability cost 2.67 yuan daily. (4) A result of one RCT (moderate quality) indicated that after a 3-month treatment, Xian Ling Gu Bao Jiao Nang (name of a Chinese patent drug, abbreviated as XLGB) plus calcium preparation had a better effect than calcium preparation alone (MD=10, 95%CI 0.05 to 0.15). A result of one RCT (moderate quality) indicated that given for 3 to 6 months, XLGB plus calcium preparation was superior to calcium preparation alone in increasing the density of Ward’s triangle and the great femoral trochanter. A result of one RCT (low quality) indicated that XLGB plus calcitriol had a better effect than calcitriol alone in pain relief (RR=1.26, 95%CI 1.04 to 1.52). There were slight adverse effects mainly including reaction in the digestive system, the circulatory system and the skin. XLGB with good applicability cost 4.58 yuan daily. Conclusion We offer a weak recommendation for alendronate applied to middle-aged and elderly women with primary osteoporosis and pain and fracture caused by primary osteoporosis. We also offer a b recommendation for caltrate D and XLGB applied to middle-aged and elderly women with primary osteoporosis and pain and fracture caused by primary osteoporosis. In addition, we propose that the census on elder people with osteoporosis in rural areas should be carried out. More clinical and pharmacoeconomic studies of large-sample, high-quality on alendronate and its calcium preparation for adult osteoporosis are needed in China.
The outbreak of pneumonia caused by novel coronavirus (COVID-19) at the end of 2019 was a major public health emergency in human history. In a short period of time, Chinese medical workers have experienced the gradual understanding, evidence accumulation and clinical practice of the unknown virus. So far, National Health Commission of the People’s Republic of China has issued seven trial versions of the “Guidelines for the Diagnosis and Treatment of COVID-19”. However, it is difficult for clinicians and laymen to quickly and accurately distinguish the similarities and differences among the different versions and locate the key points of the new version. This paper reports a computer-aided intelligent analysis method based on machine learning, which can automatically analyze the similarities and differences of different treatment plans, present the focus of the new version to doctors, reduce the difficulty in interpreting the “diagnosis and treatment plan” for the professional, and help the general public better understand the professional knowledge of medicine. Experimental results show that this method can achieve the topic prediction and matching of the new version of the program text through unsupervised learning of the previous versions of the program topic with an accuracy of 100%. It enables the computer interpretation of “diagnosis and treatment plan” automatically and intelligently.
Objective To evaluate the performance of emergency medical rescue (EMR) within 1 month after Lushan earthquake, and to prove and enrich the experience from Wenchuan earthquake, so as to provide useful references for global earthquake EMR with regard to decreasing death and disability rates. Methods All the following date published within 1 month after 4.20 Lushan earthquake were collected and analyzed, including official information, public documents, news release, relevant information from websites and victims’ medical records in the West China Hospital, then the relevant domestic and foreign literature about EMR (including EMR of Wenchuan earthquake). And then comparative analysis was conducted to evaluate the performance of EMR in Lushan earthquake. Results a) Being 87 km apart from each other, the main seismic zones of Lushan and Wenchuan located in the south west and middle north of Longmenshan fault zone, respectively. Although only 1 earthquake magnitude differed between them, the disaster area, and the number of affected population, deaths, disappearances, injured, severe injured and migration population in Wenchuan earthquake were 40, 23, 353, 853, 27, 14 and 51 times higher than those in Lushan earthquake, respectively. b) Learned from Wenchuan experience, the manpower scheduling in Lushan earthquake was quicker: the assembled medical personnel peak of Lushan vs. Wenchuan was 87.62% vs. 56.06 % in golden 72 hours post-quake. c) Supplies scheduling was more rational: the utilization rate was higher under the guidance of accurate information of demand. d) Medical treatment was more rational and efficient: the critical injured were treated following “Four concentration treatment principles”; saving life and restoring function at the same time; treatment and physical-mental rehabilitation at the same time; treatment and evidence production and implementation at the same time. e) Medical institutions and service returned to normal in time: 96.7% (440/455) of government owned township medical institutions in 21 affected towns returned to normal and provided medical services at their original sites. Conclusion By learning form Wenchuan experience, the following performance is implemented in Lushan earthquake: medical rescue guided by the accurate information; supplies scheduling guided by the accurate demand; both critical injured treatment,and physical-mental rehabilitation guided by the accurate assessment of injuries. So the medical rescue within 1 month after Lushan earthquake is quicker, more rational and efficient. After 20 days post quake zero death of critical injured was achieved. The early physical-mental rehabilitation fastens the functional reconstruction of the injured and helps them return to the society. So it suggests that the Lushan EMR enriches and develops the reference value of EMR experience of Wenchuan earthquake.
Objective To provide baseline datum for further evidence-based selecting essential health technology or essential medicine by comparing the top 15 inpatient diseases in the three pilot township clinics in western China from 2008 to 2010. Methods With the key words as disease spectrum, constitution of disease, inpatient disease category, inpatient diseases and so on, such databases as CBM, CNKI, VIP, WanFang and official websites of Ministry of Health were searched on computer, and the manual search was also conducted in combination to extract the related datum of provinces where the pilot township health centers were situated. The Excel software was used for data classification and analyses. Results (1) Among the 16 included literatures including 15 journal papers and 1 master thesis, 4 scored from zero to 3.5, 9 scored from 3.5 to 6.75, and the left 3 scored 7 or more than 7; (2) The common inpatient diseases in the township health centers in eastern, central and western regions in China were different. The upper respiratory tract infection, acute/chronic bronchitis, acute/chronic gastritis and appendicitis were the common inpatient diseases in the township health centers throughout China. The pneumonia, emphysema, cholelithiasis, cholecystitis, and acute/chronic gastroenteritis were the common inpatient diseases in the township health centers in southwest and northwest regions. The top 15 inpatient diseases in the three pilot township clinics in this study covered all the common inpatient diseases in the township health centers in southwest and northwest regions in China; (3) The total number of the top 15 inpatient diseases of the three pilot township health centers in western China between 2008 and 2010 was 35, including 20 chronic and 15 acute diseases. The chronic diseases were chronic bronchitis, chronic gastritis, hypertension, lumbar/cervical disease, cholelithiasis or cholecystitis, coronary heart disease, chronic pulmonary heart disease, urinary calculi, pelvic inflammation, vertebrobasilar insufficiency, arthritis, acute exacerbation of chronic bronchitis, Meniere’s disease, chronic obstructive emphysema, myocardial ischemia, prostatitis, etc.. The acute diseases were upper respiratory tract infection, pulmonary infection, fracture, superficial injury, acute appendicitis, acute bronchitis, urinary tract infection, acute gastritis, acute gastroenteritis, delivery amp; cesarean section, soft tissue injury, acute urticaria, etc.; and (4) While the common inpatient disease categories were relatively centralized and stable, but some of them were different in regions, inpatients’ age and sex structure. Conclusion (1) There are some differences in the common inpatient diseases in the township health centers among eastern, central and western regions in China, thus it is necessary to select essential health technology and essential medicine according to local conditions; (2) As a good representation, the common inpatients diseases in the three pilot township health centers in western China can provide the baseline evidence for selecting essential health technology and essential medicine for the township health centers in western China; (3) There are lack of national/regional statistics, survey data and evidence-based research on disease spectrum of the township health centers currently. While the investigation methods or statistics measurements/quality of these included studies are variable without standard regulation; and (4) It suggests that the state and every provinces should implement and improve the statistic analysis of disease spectrum of the township health centers, train staffs and fulfill the construction of information system.
Objective To investigate the inpatient’s disease and cost constitution of the Third People’s Hospital of Chengdu in 2009, so as to provide baseline data for further research. Methods The case records of inpatients in the Third People’s Hospital of Chengdu in 2009 were collected, and based on the first diagnose, the diseases were classified according to the International Classification of Diseases (ICD-10). The data including general information of the inpatients, discharge diagnosis and hospitalization expense etc. were rearranged and analyzed using Excel software. Results a) The total number of inpatients was 1 220, and male was more than female. The disease spectrum included 12 categories. b) A total of 1 093 inpatients suffered from the top 3 systematic diseases as follows: trauma and toxicosis, musculoskeletal system and connective tissue disorders, and the factors affecting health and resulting from contact with health care institutions. Except the musculoskeletal system and connective tissue disorders, the other 2 systematic diseases were mostly seen in male rather than in female. c) According to ICD-10, the top 9 diseases of trauma and toxicosis were injuries to the wrist and hand, injuries to the hip and thigh, injuries to the knee and lower leg, injuries to the shoulder and upper arm, injuries to the lower back, lumbar spine and pelvis, injuries to the elbow and forearm, injuries to the thorax, injuries to the neck and injuries to the ankle and foot; the top 4 diseases in musculoskeletal system and connective tissue disorders were dorsopathies, soft tissue disorders, arthrosis, and osteopathies and chondropathies; among the factors affecting health and resulting from contact with health care institutions, removal of fracture fixation device. d) According to ICD-10 (list of three-digit catalogue and four-digit sub-catalogue), the top 5 single diseases in trauma and toxicosis were muscle and tendon injuries of the wrist and hand, intertrochanteric frature, fracture of the femoral neck, fracture of the tibia and fibula, and fracture of the lumbar spine; the top 5 single diseases in musculoskeletal system and connective tissue disorders were lumbar disc herniation, spondylosis, arthrosis of the knee, osteoporosis with pathological fracture, and osteonecrosis. e) The average hospital stay were 23.55 days, and the average cost per capita were 13 073.73 yuan which were constituted by material cost, drug cost including western and Chinese medicines, treatment expenses including blood transfusion fee, operation expenses including anesthetic fee, examination expenses including radiation fee and laboratory fee, bed fee and others. The inpatient costs were mainly at patient’s own expense, nearly a half of those expenses were paid by social security, and public medical care only accounted for less than 3% of the total payment. Conclusion In 2009: a) The male inpatients were mainly the young and middle-aged, and the female were the elderly. The main 3 systematic diseases were trauma and toxicosis, musculoskeletal system and connective tissue disorders, and the factors affecting health and resulting from contact with health care institutions. Except the musculoskeletal system and connective tissue disorders, the other 2 systematic diseases were mostly seen in male rather than in female. b) The top 3 single diseases were lumbar disc herniation, muscle and tendon injuries of the wrist and hand, and intertrochanteric fracture. Except lumbar disc herniation, the other 2 single diseases were mostly seen in male rather than in female. c) The average hospital stay was 23.55 days. The overall costs were mainly constituted by material and drug cost (59.25%), with rationality worthy of attention. d) Inpatient costs were mainly at patient’s own expense or paid by social security, and the proportion of public medical care was low in the payment.
Objective To evaluate and select essential medicine for acute exacerbation of chronic bronchitis (AECB) using evidence-based methods based on the burden of disease. Methods By means of the approaches, criteria, and workflow set up in the second article of this series, we referred to the recommendations of evidence-based or authority guidelines from inside and outside China, collected relevant evidence from domestic clinical studies, and recommended essential medicine based on evidence-based evaluation. Data were analyzed by Review Manager (RevMan) 5.1 and GRADE profiler 3.6 to evaluate quality of evidence. Results (1) Five guidelines were included (four foreign guidelines, one domestic guideline; three based on evidence, two based on expert consensus). (2) Medicines recommended at least twice by the National Essential Medicine List (NEML, 2009 version) and Chinese National Formulary (CNF) contained: ipratropium bromide (four times), amoxicillin amp; clavulanate potassium (three times), and corticosteroid (three times), cefuroxime (twice), ciprofloxacin (twice), levofloxacin (twice), salbutamol (twice) and dextromethorphan (twice). (3) As for domestic study evidence, a result of one RCT indicated that amoxicillin amp; clavulanate potassium had efficiencies of 92.3% to 94.7% (n=77, low quality). A result of three RCTs (n=275, low quality) indicated that cefuroxime had efficiencies of 67.6% to 90% and an incidence of 5% as to adverse reaction that mainly included skin rashes, diarrhea, etc. A result of two RCTs (n=120, low quality) indicated that ciprofloxacin had efficiencies of 78.3% to 86.6%, bacterial clearance rates of 72.7% to 86.5% and the incidences of 8.7% to 16.2% as to adverse reaction that mainly included gastrointestinal reaction, skin rashes, etc. A result of seven RCTs (n=523, low quality) indicated that levofloxacin had efficiencies of 72.5% to 94.5%, bacterial clearance rates of 82.1% to 95.8% and the incidences of 5% to 7.5% as to adverse reaction. A result of two RCTs (n=239, low quality) indicated that salbutamol had efficiencies of 85.4% to 96.7%. A result of one RCT (n=95, low quality) indicated that ipratropium bromide had efficiencies of 98%. A result of five RCTs (n=466, low quality) indicated that the combined use of budesonide and bronchodilators had efficiencies of 93.4% to 97.8%. Conclusion (1) We offer a b recommendation for cefuroxime, amoxicillin amp; clavulanate potassium, ciprofloxacin and levofloxacin used in the treatment of AECB. (2) We offer a b recommendation for glucocorticoid (budesonide, aerosol) and anticholinergic bronchodilator (ipratropium bromide) and a weak recommendation for short-acting β2-agonist bronchodilator (salbutamol) and antitussive agent (dextromethorphan) for alleviating symptoms due to AECB. (3) We make a recommendation against mucolytic agents and theophylline as routine use. (4) More large-scale, multi-center, double-blinded RCTs are needed in clinical and pharmacoeconomic studies on AECB and outcome indicator should be improved in order to produce high-quality local evidence.
Objective To understand the demands on portable medicine kit of rural residents in well-off township hospitals, and to provide the basis for scientifically designing portable medicine kit for rural residents. Methods The methods of combining simple random sampling and cluster sampling were used to investigate and analyze the demands on portable medicine kit for 162 households from three well-off township hospitals in Shanghai, Zhejiang, and Sichuan province, respectively. Results The demand rate of 162 rural households on portable medicine kit was 75.3% (122/162). The main drugs that demanders expected in the portable medicine kit were cold medicine (86.1%), wound paste (82.0%), cooling oil (61.5%), essential balm (54.9%) and antihypertensive (34.4%); and the main medical devices that demanders expected were thermometer (82%), cotton swab (73%) and sphygmomanometer (32.8%). The sizes of portable medicine kit that demanders expected were 23.7±8.5 cm in length, 17.1±6.4 cm in width, and 14.1±6.5 cm in height. The main function characteristics of portable medicine kit that demanders expected were applicability (74.6%), safety (60.7%), light weight (68.0%), economics (60.7%), and waterproof (46.7%). A total of 72.1% of demanders expected the price of less than 15 yuan, and 91.8% expected kit made of hard materials as plastic as the first choice. Conclusion The demand rate of rural residents on portable medicine kit is higher in well-off township hospital. The design and production of portable medicine kit should fully meet the demands of rural residents. Only when sufficiant respect for the market demand is paid, can the promotion and application of portable kits will be ensured.
Objective To provide basic data for further application of national essential medicine list (EML) in Chengdu, through a survey of key-workers or persons, who attended the lecture of EML, in charge of village town hospitals or community medical service centers, and to find out their awareness of and attitudes to the essential medicine and requirements and suggestions for EML training. Methods Based on principles and methods of modern cognitive psychology, we designed the questionnaire and carried out the survey face to face. Two people input the data independently and verified them. Proportions were used to analyze the data through the Excel software. Results (1) The proportions ofcorrect answers to the questions of essential medicine conception, use range of EML and the relationship between EML and essential insurance medicines list were 89%, 91% and 87%, respectively. (2) 46% of the persons investigated (117 persons) chose “always consider preferentially using the essential medicine when prescribing”, 31% (81 persons) “consider using the essential medicine in most cases”. (3) 41% of the persons investigated (103 persons) chose “comparatively welcome” for the EML. (4) Problems of implementing EML in village town hospitals or community medical service centers, in the order of importance decreasing, were: “income and compensation”, “awareness of the essential medicine and prescribing habit of the doctor”, “patient’s cognition of essential medicine and preference to drug use”, “safety and effectiveness of the essential medicine”, “the applicability of essential medicine ” and “the purchase and delivery of essential medicine”, respectively. (5) The ways of getting information of essential medicine were 19.6% (187 person-time) through documents, 18.6% (177 persontime) through conferences and 15.3% (146 person-time) through lectures. (6) 60% of the persons investigated (154 persons) attended training of the essential medicine once or twice. (7) 77% of the persons investigated (196 persons) were trained for less than one week for essential medicine. (8) Requirements and suggestions on the training of essential medicine: 42% (71 person-time) enlarging the targeted people, 22% (38 person-time) increasing the training time,16% (27 person-time) improving practicability and specificity of training contents, 11% (18 person-time) diversifying training ways, 9% (15 persontime) requiring “training according to needs ” which addresses specific problems after investigation. Conclusion Training of essential medicine should be strengthened for medical workers in the village town hospitals or community medical service centers, and researches should be carried out on evaluation of EML applicability, performance of EML implementation, financial aiding, income of medical worker, procurement and reimburse, etc.