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CN103617346B - Postpartum hemorrhage pre-warning system based on epidemiology, biochemistry and placental factors - Google Patents

Postpartum hemorrhage pre-warning system based on epidemiology, biochemistry and placental factors Download PDF

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CN103617346B
CN103617346B CN201310559924.0A CN201310559924A CN103617346B CN 103617346 B CN103617346 B CN 103617346B CN 201310559924 A CN201310559924 A CN 201310559924A CN 103617346 B CN103617346 B CN 103617346B
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postpartum hemorrhage
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张松
王薇薇
杨琳
杨益民
李旭雯
顾冠雄
杨星星
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Beijing University of Technology
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Abstract

基于流行病学、生化和胎盘因素的产后出血预警系统属于产科医疗器械装置领域,其特征在于,是一个由计算机、LED发光二极管面板和报警器组成的产后出血发病预警系统,计算机中设有:孕产妇流行病学、生化和胎盘因素的信息导入、孕产妇产后出血发病风险因素的阵列开关、孕产妇产后出血发病风险的逻辑回归值计算以及孕产妇产后出血的发病危险报警,用逻辑回归形式的危险系数把输入的风险数值转化为产后出血发病的危险数值用以显示孕产妇的产后危险状态,并通过LED发光二极管面板输入的19个风险因素是否转变为单项因素的危险数值及其用半径距离大小表示的相对重要值,转变为光通量后报警,本发明能实时完成孕产妇产后出血发病的危险值估计,并提前预警。

The postpartum hemorrhage early warning system based on epidemiological, biochemical and placental factors belongs to the field of obstetrical medical devices, and is characterized in that it is a postpartum hemorrhage early warning system composed of a computer, LED light-emitting diode panel and an alarm. The computer is equipped with: Information import of maternal epidemiology, biochemical and placental factors, array switch of risk factors for postpartum hemorrhage in pregnant women, calculation of logistic regression value of postpartum hemorrhage in pregnant women and risk alarm of postpartum hemorrhage in pregnant women, in the form of logistic regression The risk coefficient converts the input risk value into the risk value of postpartum hemorrhage to display the postpartum risk status of pregnant women, and whether the 19 risk factors input through the LED light-emitting diode panel are converted into the risk value of a single factor and its radius The relative important value represented by the distance is transformed into luminous flux and then an alarm is given. The present invention can estimate the risk value of postpartum hemorrhage in pregnant women in real time and give an early warning.

Description

基于流行病学、生化和胎盘因素的产后出血预警系统Early warning system for postpartum hemorrhage based on epidemiological, biochemical and placental factors

技术领域technical field

本发明涉及医疗器械装置领域,具体是一种基于流行病学、生化和胎盘因素的产后出血预警系统。The invention relates to the field of medical devices, in particular to an early warning system for postpartum hemorrhage based on epidemiological, biochemical and placental factors.

背景技术Background technique

产科出血是产科最常见和最严重的并发症,是危及孕产妇生命安全的严重疾病,但绝大多数产后出血是可以避免的,因此如何有效预防产后出血已成为目前围产保健工作的重点。Obstetric hemorrhage is the most common and serious complication in obstetrics, and it is a serious disease that threatens the life safety of pregnant women. However, the vast majority of postpartum hemorrhage can be avoided. Therefore, how to effectively prevent postpartum hemorrhage has become the focus of perinatal health care.

引起产后出血的原因主要是子宫收缩乏力:全身因素是由于产妇平素体质衰弱,有慢性、急性病史,滞产,精神紧张使用镇静剂或麻醉剂等,局部因素是由羊水过多、多胎妊娠、巨大儿等引起的子宫过度膨胀、多产妇、反复妊娠分娩;子宫发育不良,如多角子宫,双子宫等;前置胎盘及膀胱直肠过度充盈等,其次是胎盘因素:前置胎盘、胎盘早剥、以及有多种原因引起的胎盘滞留等,最后是软产道损伤、凝血功能异常、子宫内翻等等都是引起产后出血的原因。The cause of postpartum hemorrhage is mainly uterine atony: systemic factors are due to maternal physical weakness, chronic and acute medical history, delayed labor, mental stress and use of sedatives or anesthetics, etc. Local factors are caused by polyhydramnios, multiple pregnancy, macrosomia, etc. Uterine overexpansion, multiparous women, repeated pregnancy and childbirth; uterine dysplasia, such as polygonal uterus, double uterus, etc.; There are many reasons for placental retention, etc., and finally soft birth canal injury, abnormal blood coagulation, uterine inversion, etc. are all causes of postpartum hemorrhage.

有学者通过高危动态评估判断产后出血风险,该评分方法主要通过判断胎盘因素和个别流行病学因素是否超过标准范围值,只要其中任意一项超标,就需要对该患者进行高度重视与观察。该方法虽然有一定的准确性和针对性,但是评估范围并不全面。Some scholars judge the risk of postpartum hemorrhage through high-risk dynamic assessment. This scoring method mainly judges whether placental factors and individual epidemiological factors exceed the standard range. As long as any of them exceeds the standard, the patient needs to be highly valued and observed. Although this method has certain accuracy and pertinence, the scope of evaluation is not comprehensive.

目前很多对于孕产妇的产后出血更多的是病情发生后的解决措施,很少在妊娠期对孕产妇进行评估并高度重视与观察。并且,根据统计学方法及大量的文献阅读,产后出血涉及到多项高危因素,其中包括孕产妇的流行病学因素、生化因素还有胎盘因素。目前的评估方法多是片面的,单一的,不能将准确分析孕产妇产后出血风险和易于医务人员进行分析与实施很好的结合,尽量使医护工作者对高危因素加以重视,并根据实际高危程度及发病风险,采取一定措施,加以预防,尽量改善不良的妊娠结局。At present, many postpartum hemorrhages for pregnant women are more of a solution after the disease occurs, and few pregnant women are evaluated and paid attention to and observed during pregnancy. Moreover, according to statistical methods and a large number of literature readings, postpartum hemorrhage involves a number of high-risk factors, including maternal epidemiological factors, biochemical factors, and placental factors. The current evaluation methods are mostly one-sided and single, and cannot combine the accurate analysis of the risk of postpartum hemorrhage of pregnant women with the ease of analysis and implementation by medical staff. and the risk of morbidity, take certain measures to prevent and improve the adverse pregnancy outcome as much as possible.

发明内容Contents of the invention

本发明的目的是,设计一种基于流行病学、生化和胎盘因素的产后出血预警系统,该装置涉及流行病学因素、生化因素和胎盘因素,各因素通过阵列式开关导入,并形成相应的逻辑回归值,最终通过数值、地形图和蜂鸣器表达产后出血风险。The object of the present invention is to design a postpartum hemorrhage early warning system based on epidemiological, biochemical and placental factors. The device involves epidemiological factors, biochemical factors and placental factors. Logistic regression values, finally expressing postpartum hemorrhage risk by numerical value, topographic map and buzzer.

本发明的特征在于,是一个由计算机、LED发光二极管面板和蜂鸣报警器组成的用于实时监测、预警孕产妇产后出血发病风险用的危险值计算及预警系统,其中:The present invention is characterized in that it is a dangerous value calculation and early warning system for real-time monitoring and early warning of the risk of postpartum hemorrhage in pregnant women, which is composed of a computer, an LED light-emitting diode panel and a buzzer alarm, wherein:

计算机1,设有:孕产妇的流行病学、生化和胎盘因素的信息导入模块11、孕产妇产后出血的发病风险因素的阵列开关模块12、孕产妇产后出血的发病风险的逻辑回归值计算模块13以及孕产妇产后出血的发病危险报警模块14,其中:The computer 1 is equipped with: an information import module 11 of epidemiology, biochemical and placental factors of pregnant women, an array switch module 12 of risk factors for postpartum hemorrhage in pregnant women, a logic regression value calculation module for the risk of postpartum hemorrhage in pregnant women 13 and the onset risk alarm module 14 of maternal postpartum hemorrhage, in which:

孕产妇的流行病学、生化和胎盘因素的信息导入模块11,包括:孕产妇的流行病学和生化因素信息导入模块111和孕产妇胎盘因素的信息导入模块112,其中:The information import module 11 of epidemiology, biochemical and placental factors of pregnant women includes: the information import module 111 of epidemiological and biochemical factors of pregnant women and the information import module 112 of placental factors of pregnant women, wherein:

孕产妇的流行病学和生化因素信息导入模块111,设有:用x’1~x’13标志的共13个流行病学信息输入项,所述13个流行病学信息顺序依次为:年龄、孕期体重指数、多胎妊娠、高血压家族史、不良孕产史、腹部手术史、妊娠期高血压疾病、孕早期出血、巨大儿、羊水过多、子宫卵巢肌瘤、先兆早产和骨盆软产道异常,其中:Maternal epidemiology and biochemical factor information import module 111 is provided with: a total of 13 epidemiological information input items marked with x' 1 ~ x' 13 , and the order of the 13 epidemiological information is: age , pregnancy body mass index, multiple pregnancy, family history of hypertension, history of adverse pregnancy, history of abdominal surgery, hypertensive disorder of pregnancy, first trimester bleeding, macrosomia, polyhydramnios, uterine ovarian fibroids, threatened premature labor and pelvic soft birth canal exception, where:

年龄,大于或等于临界值A1时,输入信息x’1=1,年龄小于所述临界值A1时,x’1=0,A1=35岁,Age, when greater than or equal to the critical value A 1 , input information x' 1 =1, when the age is less than the critical value A 1 , x' 1 =0, A 1 =35 years old,

孕期体重指数,大于或等于临界值A2时,输入信息x’2=1,年龄小于所述临界值A2时,x’2=0,A2=25,When the body mass index during pregnancy is greater than or equal to the critical value A 2 , input information x' 2 =1; when the age is less than the critical value A 2 , x' 2 =0, A 2 =25,

其余11个信息依顺序用x’3~x’13表示,其中,有任何一个信息存在时,对应的流行病学输入信号值为1,不存在时对应的流行病学输入信号值为0;还设有用x’14~x’15标志的两个生化信息输入项,其中包括:血红蛋白信息x’14和血小板计数信息x’15,其中:The remaining 11 pieces of information are represented by x' 3 ~ x' 13 in sequence, among them, when any piece of information exists, the corresponding epidemiological input signal value is 1, and when it does not exist, the corresponding epidemiological input signal value is 0; There are also two biochemical information input items marked with x' 14 ~ x' 15 , including: hemoglobin information x' 14 and platelet count information x' 15 , wherein:

血红蛋白信息x’14,小于或等于临界值A3时,对应的流行病学输入信号值为1,大于所述临界值A3时所述流行病学输入信号值为0,A3=100c1,c1为浓度单位,用克每升表示,When the hemoglobin information x' 14 is less than or equal to the critical value A 3 , the corresponding epidemiological input signal value is 1, and when it is greater than the critical value A 3 , the epidemiological input signal value is 0, A 3 =100c1, c1 is the concentration unit, expressed in grams per liter,

血小板计数信息x’15,小于临界值A4时,对应的流行病学输入信号值为1,大于或等于所述临界值A4时,所述流行病学输入信号值为0,A4=100×109个/L;When the platelet count information x' 15 is less than the critical value A 4 , the corresponding epidemiological input signal value is 1, and when it is greater than or equal to the critical value A 4 , the epidemiological input signal value is 0, A 4 = 100×10 9 pieces/L;

孕产妇胎盘因素的信息导入模块112,设有:用x’16~x’19标志的4个胎盘因素信息的输入项,所述4个胎盘因素信息依顺序表示为:前置胎盘信息x’16、胎盘早剥信息x’17、胎盘滞留信息x’18和胎盘粘连信息x’19,其中:任何一个所述的胎盘因素信息存在时,其输入信号值为1,不存在时输入信号值为0,The information import module 112 of maternal placental factors is provided with: input items of 4 placental factor information marked with x' 16 ~ x' 19 , and the 4 placental factor information is expressed in sequence as: placenta previa information x' 16. Placental abruption information x' 17 , placental retention information x' 18 and placental adhesion information x' 19 , wherein: when any one of the placental factor information exists, its input signal value is 1, and if it does not exist, the input signal value is 0,

所述的孕产妇的流行病学、生化和胎盘因素的信息导入模块11,当输入信号值x’i中的任何一个输入信号存在时,对应的输出信号x”i值为1,若不存在时,对应的输出信号x”i值为0,i=1,2,3…i,…,19,The information import module 11 of the epidemiology, biochemical and placental factors of the pregnant and lying-in women, when any input signal in the input signal value x'i exists, the corresponding output signal x"i value is 1, if not exist , the corresponding output signal x” i value is 0, i=1,2,3…i,…,19,

孕产妇产后出血的发病风险因素的阵列开关模块12,包括:孕产妇产后出血发病风险的流行病学和生化因素的阵列开关模块121和孕产妇产后出血发病风险的胎盘因素的阵列开关模块122,其中:The array switch module 12 of risk factors for postpartum hemorrhage in pregnant women includes: an array switch module 121 of epidemiological and biochemical factors for the risk of postpartum hemorrhage in pregnant women and an array switch module 122 of placental factors for the risk of postpartum hemorrhage in pregnant women, in:

孕产妇产后出血发病风险的流行病学和生化因素的阵列开关模块121,设有:13个流行病学信息输入端分别与所述的孕产妇的流行病学和生化因素信息导入模块111的13个孕产妇流行病学信息输出端相连,输入流行病学信息x”i,i=1,2…13;两个生化信息输入端,分别与所述的孕产妇的流行病学和生化因素信息导入模块111的两个生化信息输出端相连,输入生化因素信息x”i,i=14,15,The epidemiological and biochemical factor array switch module 121 of the risk of maternal postpartum hemorrhage is provided with: 13 epidemiological information input terminals respectively connected with 13 of the maternal epidemiological and biochemical factor information import module 111 Two maternal epidemiological information output terminals are connected, input epidemiological information x" i , i=1, 2...13; two biochemical information input terminals are respectively connected with the maternal epidemiological and biochemical factor information The two biochemical information output terminals of the import module 111 are connected, input biochemical factor information x" i , i=14,15,

孕产妇产后出血发病风险的胎盘因素的阵列开关模块122,设有:四个所述的胎盘因素信息输入端,分别与所述的孕产妇胎盘因素的信息导入模块112的对应输出端相连,输入胎盘因素信息x”i,i=16,17,18,19,The placental factor array switch module 122 of the risk of maternal postpartum hemorrhage is provided with: four input terminals of the placental factor information, respectively connected to the corresponding output terminals of the information import module 112 of the maternal placental factor, input Placental factor information x" i , i=16,17,18,19,

所述孕产妇产后出血发病风险的流行病学和生化因素的阵列开关模块121设有与输入的15个信息相对应的输出端,输出15个流行病学和生化因素的风险因素值x1~x15,当存在输入信号值x”i时,x”i=1,则输出的对应风险因素值x1~x15取值为1,不存在输入信号时x”i=0,则输出的风险因素值xi取值为0,i=1,2…15,The array switch module 121 of the epidemiological and biochemical factors of the risk of postpartum hemorrhage in pregnant women is provided with an output terminal corresponding to the input 15 pieces of information, and outputs 15 risk factor values of epidemiological and biochemical factors x 1 ~ x 15 , when there is an input signal value x” i , x” i = 1, then the output corresponding risk factor value x 1 ~ x 15 takes a value of 1, when there is no input signal x” i = 0, then the output The risk factor value x i takes the value of 0, i=1,2...15,

所述孕产妇产后出血发病风险的胎盘因素的阵列开关模块122设有与输入的4个胎盘因素信息相对应的输出端,输出4个胎盘风险因素值x16~x19,当存在输入信号x”i时,x”i=1,则输出的对应风险因素值xi取值为1,若不存在输入信号时,x”i=0,则输出的对应风险因素值xi=0,i=16,17,18,19,The placental factor array switch module 122 of the risk of postpartum hemorrhage in pregnant women is provided with an output terminal corresponding to the input information of 4 placental factors, and outputs 4 placental risk factor values x 16 ~ x 19 , when there is an input signal x When " i ", x" i = 1, then the output corresponding risk factor value x i is 1, if there is no input signal, x" i = 0, then the output corresponding risk factor value x i =0, i =16,17,18,19,

所述19个输出信号xi,i=1,2…19,称为风险因素值,The 19 output signals x i , i=1, 2...19, are called risk factor values,

孕产妇产后出血的发病风险的逻辑回归值计算模块13,设有:流行病学危险数值pepidemiology生成模块131、生化因素危险数值pbiochemistry生成模块132、胎盘因素危险数值pplacenta生成模块133和产妇产后出血危险数值pPPH生成模块134,其中,The logistic regression value calculation module 13 of the incidence risk of postpartum hemorrhage in pregnant women is provided with: an epidemiological risk value p epidemiology generation module 131, a biochemical factor risk value p biochemistry generation module 132, a placental factor risk value p placenta generation module 133 and a puerpera Postpartum hemorrhage risk value p PPH generation module 134, wherein,

流行病学危险数值pepidemiology生成模块131,设有13个流行病学风险因素值输入端,与所述孕产妇产后出血发病风险的流行病学和生化因素的阵列开关模块121中的流行病学风险因素值的13个输出端相连,输入x1~x13共13个流行病学风险因素值xi,当xi存在时,xi=1,输出为流行病学风险数值Xi,Xi=1,若xi不存在时,xi=0,流行病学风险数值Xi=0,i=1,2,3…i,…,13,还设有:流行病学危险系数Ej,j=1,2,3…j,…,13,顺着序号与所述Xi对应,相乘得到13个流行病学危险数值EjXi,输出为pepidemiology=∑i,jEjXi,i=j=1,2…13,The epidemiology risk value p epidemiology generating module 131 is provided with 13 epidemiological risk factor value input terminals, and the epidemiology in the module 121 is switched with the array of epidemiological and biochemical factors of the incidence risk of maternal postpartum hemorrhage The 13 output terminals of the risk factor value are connected, input x 1 ~ x 13 , a total of 13 epidemiological risk factor values xi , when xi exists, xi = 1, the output is the epidemiological risk value X i , X i = 1, if xi does not exist, xi = 0, epidemiological risk value Xi = 0, i = 1, 2, 3...i,..., 13, also set: epidemiological risk coefficient E j , j=1,2,3...j,...,13, corresponding to the X i along the serial number, multiplied to obtain 13 epidemiological risk values E j X i , the output is epidemic = ∑ i, j E j X i , i=j=1,2...13,

生化因素危险数值pbiochemistry生成模块132,设有:2个生化风险因素值输入端,与所述孕产妇产后出血发病风险的流行病学和生化因素的阵列开关模块121中的生化风险因素值的xi中的对应的2个输出端相连,输入x14~x15共2个生化风险因素xi值,当xi存在时,xi=1,输出为生化风险数值Xi,Xi=1,若xi不存在时,xi=0,生化风险数值Xi=0,i=14,15,还设有:生化危险系数B1和B2,顺着序号与所述X14,X15分别对应,相乘得到2个生化危险数值B1X14和B2X15,输出pbiochemistry=B1X14+B2X15The biochemical risk value p biochemistry generation module 132 is provided with: 2 biochemical risk factor value input terminals, and the array switch module 121 of the biochemical risk factor value of the epidemiological and biochemical factors of the maternal postpartum hemorrhage risk The corresponding two output terminals in x i are connected, input x 14 ~ x 15 , a total of two biochemical risk factors x i values, when x i exists, x i =1, the output is biochemical risk value X i , Xi = 1. If x i does not exist, x i = 0, biochemical risk value Xi = 0, i = 14, 15, and also set: biochemical risk coefficients B 1 and B 2 , following the serial numbers and the said X 14 , X 15 corresponds to each other, multiplying them to get 2 biochemical hazard values B 1 X 14 and B 2 X 15 , output p biochemistry = B 1 X 14 +B 2 X 15 ,

胎盘因素危险数值pplacenta生成模块133,设有:4个胎盘风险因素值输入端,与所述孕产妇产后出血发病风险的胎盘因素的阵列开关模块122中的胎盘风险因素值的4个输出端相连,输入x16~x19共4个胎盘风险因素xi值,当xi存在时,xi=1,输出为胎盘风险数值Xi,Xi=1,若xi不存在时,xi=0,胎盘风险数值Xi=0,i=16,17,18,19,还设有:胎盘危险系数P1、P2、P3、P4,顺着序号与所述X16,X17,X18,X19分别对应,相乘得到4个胎盘危险数值P1X16、P2X17、P3X18、P4X19,输出pplacenta=P1X16+P2X17+P3X18+P4X19The placenta factor risk value p placenta generating module 133 is provided with: 4 placenta risk factor value input terminals, and 4 output terminals of the placenta risk factor value in the placenta factor array switching module 122 of the maternal postpartum hemorrhage risk Connected, input x 16 ~ x 19 a total of 4 placental risk factors x i values, when x i exists, x i = 1, the output is placental risk value X i , Xi = 1, if x i does not exist, x i i = 0, placental risk value X i = 0, i = 16, 17, 18, 19, also set: placental risk coefficients P 1 , P 2 , P 3 , P 4 , following the serial numbers and the X 16 , X 17 , X 18 , and X 19 correspond to each other, and multiply them to obtain four placental risk values P 1 X 16 , P 2 X 17 , P 3 X 18 , and P 4 X 19 , and output p placenta = P 1 X 16 +P 2 X 17 +P 3 X 18 +P 4 X 19 ,

孕产妇产后出血危险数值pPPH生成模块134,设有:三个输入端,分别输入流行病学危险数值pepidemiology、生化因素危险数值pbiochemistry和胎盘因素危险数值pplacenta,一个输出端,输出孕产妇产后出血发病危险数值pPPHMaternal postpartum hemorrhage risk value p PPH generation module 134 is provided with: three input terminals, respectively input epidemiological risk value p epidemiology , biochemical factor risk value p biochemistry and placental factor risk value p placenta , and one output terminal, output pregnancy Maternal postpartum hemorrhage risk value p PPH :

E、B、P是一种用逻辑回归系数表示的危险数值,是实验数据统计值,其中: E, B, and P are risk values represented by logistic regression coefficients, which are statistical values of experimental data, among which:

70>P1>P4>P3>P2>10,16>E7>E13>B2>E10>10,10>E3>E12>E9>E6>E1>E11>4,2.6>E4>E5>E2>B1>E8>1.8,“^”是幂运算符号,70>P 1 >P 4 >P 3 >P 2 >10, 16>E 7 >E 13 >B 2 >E 10 >10, 10>E 3 >E 12 >E 9 >E 6 >E 1 >E 11 >4, 2.6>E 4 >E 5 >E 2 >B 1 >E 8 >1.8, "^" is the exponentiation symbol,

孕产妇产后出血的发病危险报警模块14,包含:孕产妇产后出血的发病危险数值报警模块141和孕产妇产后出血的发病危险声音报警模块142;The onset risk alarm module 14 of maternal postpartum hemorrhage includes: the numerical alarm module 141 of the onset risk of maternal postpartum hemorrhage and the sound alarm module 142 of the onset risk of maternal postpartum hemorrhage;

孕产妇产后出血的发病危险数值报警模块141,输入端与所述孕产妇产后出血危险数值pPPH生成模块134的输出端相连,当所述孕产妇产后出血发病危险数值pPPH>A5时显示该孕产妇处于高危状态,反之,则处于非高危状态,A5=12,Maternal postpartum hemorrhage incidence risk value alarm module 141, the input terminal is connected to the output end of the maternal postpartum hemorrhage risk value p PPH generation module 134, when the maternal postpartum hemorrhage risk value p PPH > A5 , it will be displayed The pregnant woman is in a high-risk state, otherwise, it is in a non-high-risk state, A 5 =12,

孕产妇产后出血的发病危险声音报警模块142,输入端与所述LED发光二极管面板2上圆心中的光接收管的光电信号输出端相连,当所述LED发光二极管的总光强大于或等于A6时,所述蜂鸣报警器3被触发报警,A6=23.2cd;The dangerous sound alarm module 142 of postpartum hemorrhage in pregnant women, the input end is connected with the photoelectric signal output end of the light receiving tube in the center of the circle on the LED light emitting diode panel 2, when the total light intensity of the LED light emitting diode is greater than or equal to A At 6 o'clock, the buzzer 3 is triggered to alarm, A 6 =23.2cd;

LED发光二极管面板2,以一个所述的光接收管为圆心、圆周上以每帧18°递增、从0°到360°方向以不同半径值顺序分布且分别输入19个孕产妇产后出血发病危险数值EjXi,i=1,2…13,j=1,2…13,B1X14、B2X15、P1X16、P2X17、P3X18、P4X19的19个LED发光二极管,各所述LED发光二极管离所述圆心上的光接收管沿半径方向的距离R按下式计算:R=10×(1-Efactors/70)cm,Efactors代表19个所述孕产妇产后出血发病危险数值EjXi,i=j=1,2…13,B1X14、B2X15、P1X16、P2X17、P3X18、P4X19中的与所述LED发光二极管相应的一个,LED light-emitting diode panel 2, with one of the light-receiving tubes as the center of the circle, the circumference is incremented by 18° per frame, and the directions are distributed in different radius values from 0° to 360°, and 19 maternal postpartum hemorrhage risks are input respectively. Value E j X i , i=1,2...13, j=1,2...13, B 1 X 14 , B 2 X 15 , P 1 X 16 , P 2 X 17 , P 3 X 18 , P 4 X 19 of 19 LED light-emitting diodes, each of the LED light-emitting diodes is calculated from the distance R along the radial direction of the light receiving tube on the center of the circle: R=10×(1-E factors /70) cm, E factors Represents 19 maternal postpartum hemorrhage risk values E j X i , i=j=1, 2...13, B 1 X 14 , B 2 X 15 , P 1 X 16 , P 2 X 17 , P 3 X 18. One of P 4 X 19 corresponding to the LED light-emitting diode,

所述圆心上的光接收管接收到所述19个LED发光二极管中的一个或者多个所发光的光通量I时,I表示为I=constant2/R2,constant2是每个所述LED发光二极管所发光的标准光通量。When the light-receiving tube on the center of the circle receives the luminous flux I emitted by one or more of the 19 LED light-emitting diodes, I is expressed as I=constant2/R 2 , and constant2 is the light flux emitted by each of the LED light-emitting diodes. The standard luminous flux of the luminescence.

本发明提供的基于流行病学、生化和胎盘因素的产后出血预警系统包含孕产妇产后出血发病风险的多项高危因素,可将所述多项高危因素导入的同时点亮LED发光二极管面板中的与高危因素对应的LED灯,且根据不同高危因素对孕产妇产后出血发病风险的贡献值不同转化为所述高危因素的危险数值,对孕产妇产后出血发病风险进行数值报警,并通过LED发光二极管面板的总光通量触发蜂鸣报警器进行孕产妇产后出血发病风险的声音报警。The postpartum hemorrhage early warning system based on epidemiological, biochemical and placental factors provided by the present invention includes multiple high-risk factors of the risk of postpartum hemorrhage in pregnant women, and the multiple high-risk factors can be introduced into the LED light-emitting diode panel at the same time. The LED lights corresponding to the high-risk factors, and according to the different contribution values of different high-risk factors to the risk of postpartum hemorrhage in pregnant women, are converted into the risk values of the high-risk factors, and the numerical alarm is given to the risk of postpartum hemorrhage in pregnant women, and through LED light-emitting diodes The total luminous flux of the panel triggers a buzzer alarm to sound an alarm for the risk of maternal postpartum hemorrhage.

本发明可以比较全面、客观的评估产后出血各高危因素,能从整体预测疾病的发病风险,且又能具体的找到发病因素以便对症治疗,并在早期就可以预测产后出血的发生,尽早进行有针对性的干预,是对孕产妇整个孕期的一种监测方法。弥补了以往的评分方法只能用在妊娠晚期、甚至是临产时的估测,有助于分级制定产后出血预防、干预措施,规范产科医师对产后出血的认识,降低由于产后出血而导致的孕产妇死亡是有积极意义的。The present invention can comprehensively and objectively evaluate the high-risk factors of postpartum hemorrhage, can predict the risk of disease from the whole, and can specifically find the pathogenic factors for symptomatic treatment, and can predict the occurrence of postpartum hemorrhage at an early stage, and carry out effective treatment as soon as possible. Targeted intervention is a monitoring method for pregnant women throughout their pregnancy. It makes up for the previous scoring method that can only be used in the third trimester of pregnancy, or even in the estimation of labor, which is helpful to formulate prevention and intervention measures for postpartum hemorrhage, standardize obstetricians' understanding of postpartum hemorrhage, and reduce pregnancy loss caused by postpartum hemorrhage. Maternal deaths are positive.

附图说明Description of drawings

图1为基于流行病学、生化和胎盘因素的产后出血预警系统内部结构图,1-计算机,其中,11-孕产妇的流行病学、生化和胎盘因素的信息导入模块,其中,111-孕产妇的流行病学和生化因素信息导入模块,112-孕产妇胎盘因素的信息导入模块,12-孕产妇产后出血的发病风险因素的阵列开关模块,其中,121-孕产妇产后出血发病风险的流行病学和生化因素的阵列开关模块,122-孕产妇产后出血发病风险的胎盘因素的阵列开关模块,13-孕产妇产后出血的发病风险的逻辑回归值计算模块,14-孕产妇产后出血的发病危险报警模块,其中,141-孕产妇产后出血的发病危险数值报警模块,142-孕产妇产后出血的发病危险声音报警模块,2-LED发光二极管面板,3-蜂鸣报警器。Fig. 1 is the internal structure diagram of postpartum hemorrhage early warning system based on epidemiology, biochemistry and placenta factors, 1-computer, wherein, 11-the information import module of epidemiology, biochemistry and placenta factors of pregnant women, wherein, 111-pregnancy Maternal epidemiology and biochemical factors information import module, 112-maternal placenta factors information import module, 12-maternal postpartum hemorrhage incidence risk factor array switch module, among them, 121-maternal postpartum hemorrhage prevalence risk Pathology and biochemical factors array switch module, 122-maternal postpartum hemorrhage incidence risk of placental factors array switch module, 13-maternal postpartum hemorrhage incidence risk logistic regression value calculation module, 14-maternal postpartum hemorrhage incidence Danger alarm module, wherein, 141-maternal postpartum hemorrhage incidence risk numerical alarm module, 142-maternity postpartum hemorrhage incidence risk sound alarm module, 2-LED light-emitting diode panel, 3-buzzer alarm.

图2为孕产妇的流行病学、生化和胎盘因素的信息导入模块结构图,111-孕产妇的流行病学和生化因素信息导入模块,112-孕产妇胎盘因素的信息导入模块,表示信息的导入。Fig. 2 is the information import module structural diagram of the epidemiology, biochemical and placental factors of pregnant women, 111-the information import module of epidemiology and biochemical factors of pregnant women, 112-the information import module of placental factors of pregnant women, Indicates the import of information.

图3为孕产妇产后出血的发病风险因素的阵列开关模块结构图,121-孕产妇产后出血发病风险的流行病学和生化因素的阵列开关模块,122-孕产妇产后出血发病风险的胎盘因素的阵列开关模块。Figure 3 is a structural diagram of the array switch module of the risk factors of postpartum hemorrhage in pregnant women, the array switch module of 121-the epidemiological and biochemical factors of the risk of postpartum hemorrhage in pregnant women, and 122-the placental factors of the risk of postpartum hemorrhage in pregnant women Array switch module.

图4为孕产妇产后出血发病风险的逻辑回归值计算模块结构图。Figure 4 is a structural diagram of the logistic regression value calculation module for the risk of postpartum hemorrhage in pregnant women.

图5为LED发光二极管面板结构图。FIG. 5 is a structural diagram of an LED light-emitting diode panel.

具体实施方式detailed description

本发明主要提供是一种基于流行病学、生化和胎盘因素的产后出血预警系统,其特征在于,是一个由计算机、LED发光二极管面板和蜂鸣报警器组成的用于实时监测、预警孕产妇产后出血发病风险用的危险值计算及预警系统,如图1所示,其中:The present invention mainly provides an early warning system for postpartum hemorrhage based on epidemiological, biochemical and placental factors, which is characterized in that it is a computer, LED light-emitting diode panel and buzzer alarm system for real-time monitoring and early warning of pregnant and lying-in women. The risk value calculation and early warning system for the risk of postpartum hemorrhage is shown in Figure 1, where:

计算机1,设有:孕产妇的流行病学、生化和胎盘因素的信息导入模块11、孕产妇产后出血的发病风险因素的阵列开关模块12、孕产妇产后出血的发病风险的逻辑回归值计算模块13以及孕产妇产后出血的发病危险报警模块14,其中:The computer 1 is equipped with: an information import module 11 of epidemiology, biochemical and placental factors of pregnant women, an array switch module 12 of risk factors for postpartum hemorrhage in pregnant women, a logic regression value calculation module for the risk of postpartum hemorrhage in pregnant women 13 and the onset risk alarm module 14 of maternal postpartum hemorrhage, in which:

孕产妇的流行病学、生化和胎盘因素的信息导入模块11,如图2所示,包括:孕产妇的流行病学和生化因素信息导入模块111和孕产妇胎盘因素的信息导入模块112,其中:The information import module 11 of maternal epidemiology, biochemical and placental factors, as shown in Figure 2, comprises: the information import module 111 of maternal epidemiology and biochemical factors information import module 111 and maternal placental factors, wherein :

孕产妇的流行病学和生化因素信息导入模块111,设有:用x’1~x’13标志的共13个流行病学信息输入项,所述13个流行病学信息顺序依次为:年龄、孕期体重指数、多胎妊娠、高血压家族史、不良孕产史、腹部手术史、妊娠期高血压疾病、孕早期出血、巨大儿、羊水过多、子宫卵巢肌瘤、先兆早产和骨盆软产道异常,其中:Maternal epidemiology and biochemical factor information import module 111 is provided with: a total of 13 epidemiological information input items marked with x' 1 ~ x' 13 , and the order of the 13 epidemiological information is: age , pregnancy body mass index, multiple pregnancy, family history of hypertension, history of adverse pregnancy, history of abdominal surgery, hypertensive disorder of pregnancy, first trimester bleeding, macrosomia, polyhydramnios, uterine ovarian fibroids, threatened premature labor and pelvic soft birth canal exception, where:

年龄,大于或等于临界值A1时,输入信息x’1=1,年龄小于所述临界值A1时,x’1=0,A1=35岁,Age, when greater than or equal to the critical value A 1 , input information x' 1 =1, when the age is less than the critical value A 1 , x' 1 =0, A 1 =35 years old,

孕期体重指数,大于或等于临界值A2时,输入信息x’2=1,年龄小于所述临界值A2时,x’2=0,A2=25,When the body mass index during pregnancy is greater than or equal to the critical value A 2 , input information x' 2 =1; when the age is less than the critical value A 2 , x' 2 =0, A 2 =25,

其余11个信息依顺序用x’3~x’13表示,其中,有任何一个信息存在时,对应的流行病学输入信号值为1,不存在时对应的流行病学输入信号值为0;还设有用x’14~x’15标志的两个生化信息输入项,其中包括:血红蛋白信息x’14和血小板计数信息x’15,其中:The remaining 11 pieces of information are represented by x' 3 ~ x' 13 in sequence, among them, when any piece of information exists, the corresponding epidemiological input signal value is 1, and when it does not exist, the corresponding epidemiological input signal value is 0; There are also two biochemical information input items marked with x' 14 ~ x' 15 , including: hemoglobin information x' 14 and platelet count information x' 15 , wherein:

血红蛋白信息x’14,小于或等于临界值A3时,所述流行病学输入信号值为1,大于所述临界值A3时所述流行病学输入信号值为0,A3=100c1,c1为浓度单位,用克每升表示,When the hemoglobin information x' 14 is less than or equal to the critical value A 3 , the epidemiological input signal value is 1, and when it is greater than the critical value A 3 , the epidemiological input signal value is 0, A 3 =100c1, c1 is the concentration unit, expressed in grams per liter,

血小板计数信息x’15,小于临界值A4时,输入信号值为1,大于或等于所述临界值A4时,输入信号值为0,A4=100×109个/L;When the platelet count information x' 15 is less than the critical value A 4 , the input signal value is 1, and when it is greater than or equal to the critical value A 4 , the input signal value is 0, A 4 =100×10 9 /L;

孕产妇胎盘因素的信息导入模块112,设有:用x’16~x’19标志的4个胎盘因素信息的输入项,所述4个胎盘因素信息依顺序表示为:前置胎盘信息x’16、胎盘早剥信息x’17、胎盘滞留信息x’18和胎盘粘连信息x’19,其中:任何一个所述的胎盘因素信息存在时,其输入信号值为1,不存在时输入信号值为0,The information import module 112 of maternal placental factors is provided with: input items of 4 placental factor information marked with x' 16 ~ x' 19 , and the 4 placental factor information is expressed in sequence as: placenta previa information x' 16. Placental abruption information x' 17 , placental retention information x' 18 and placental adhesion information x' 19 , wherein: when any one of the placental factor information exists, its input signal value is 1, and if it does not exist, the input signal value is 0,

所述的孕产妇的流行病学、生化和胎盘因素的信息导入模块11,当输入信号值x’i中的任何一个输入信号存在时,对应的输出信号x”i值为1,若不存在时,对应的输出信号x”i值为0,i=1,2,3…i,…,19,The information import module 11 of the epidemiology, biochemical and placental factors of the pregnant and lying-in women, when any input signal in the input signal value x'i exists, the corresponding output signal x"i value is 1, if not exist , the corresponding output signal x” i value is 0, i=1,2,3…i,…,19,

孕产妇产后出血的发病风险因素的阵列开关模块12,如图3所示,包括:孕产妇产后出血发病风险的流行病学和生化因素的阵列开关模块121和孕产妇产后出血发病风险的胎盘因素的阵列开关模块122,其中:The array switch module 12 of risk factors for postpartum hemorrhage in pregnant women, as shown in FIG. The array switch module 122, wherein:

孕产妇产后出血发病风险的流行病学和生化因素的阵列开关模块121,设有:13个流行病学信息输入端分别与所述的孕产妇的流行病学和生化因素信息导入模块111的13个孕产妇流行病学信息输出端相连,输入流行病学信息x”i,i=1,2…13;两个生化信息输入端,分别与所述的孕产妇的流行病学和生化因素信息导入模块111的两个生化信息输出端相连,输入生化因素信息x”i,i=14,15,The epidemiological and biochemical factor array switch module 121 of the risk of maternal postpartum hemorrhage is provided with: 13 epidemiological information input terminals respectively connected with 13 of the maternal epidemiological and biochemical factor information import module 111 Two maternal epidemiological information output terminals are connected, input epidemiological information x" i , i=1, 2...13; two biochemical information input terminals are respectively connected with the maternal epidemiological and biochemical factor information The two biochemical information output terminals of the import module 111 are connected, input biochemical factor information x" i , i=14,15,

孕产妇产后出血发病风险的胎盘因素的阵列开关模块122,设有:四个所述的胎盘因素信息输入端,分别与所述的孕产妇胎盘因素的信息导入模块112的对应输出端相连,输入胎盘因素信息x”i,i=16,17,18,19,The placental factor array switch module 122 of the risk of maternal postpartum hemorrhage is provided with: four input terminals of the placental factor information, respectively connected to the corresponding output terminals of the information import module 112 of the maternal placental factor, input Placental factor information x" i , i=16,17,18,19,

所述孕产妇产后出血发病风险的流行病学和生化因素的阵列开关模块121设有与输入的15个信息相对应的输出端,输出15个流行病学和生化因素的风险因素值x1~x15,当存在输入信号值x”i时,x”i=1,则输出的对应风险因素值x1~x15取值为1,不存在输入信号时x”i=0,则输出的风险因素值xi取值为0,i=1,2…15,The array switch module 121 of the epidemiological and biochemical factors of the risk of postpartum hemorrhage in pregnant women is provided with an output terminal corresponding to the input 15 pieces of information, and outputs 15 risk factor values of epidemiological and biochemical factors x 1 ~ x 15 , when there is an input signal value x” i , x” i = 1, then the output corresponding risk factor value x 1 ~ x 15 takes a value of 1, when there is no input signal x” i = 0, then the output The risk factor value x i takes the value of 0, i=1,2...15,

所述孕产妇产后出血发病风险的胎盘因素的阵列开关模块122设有与输入的4个胎盘因素信息相对应的输出端,输出4个胎盘风险因素值x16~x19,当存在输入信号x”i时,x”i=1,则输出的对应风险因素值xi取值为1,若不存在输入信号时,x”i=0,则输出的对应风险因素值xi=0,i=16,17,18,19,The placental factor array switch module 122 of the risk of postpartum hemorrhage in pregnant women is provided with an output terminal corresponding to the input information of 4 placental factors, and outputs 4 placental risk factor values x 16 ~ x 19 , when there is an input signal x When " i ", x" i = 1, then the output corresponding risk factor value x i is 1, if there is no input signal, x" i = 0, then the output corresponding risk factor value x i =0, i =16,17,18,19,

所述19个输出信号xi,i=1,2…19,称为风险因素值,The 19 output signals x i , i=1, 2...19, are called risk factor values,

孕产妇产后出血的发病风险的逻辑回归值计算模块13,如图4所示,设有:流行病学危险数值pepidemiology生成模块131、生化因素危险数值pbiochemistry生成模块132、胎盘因素危险数值pplacenta生成模块133和产妇产后出血危险数值pPPH生成模块134,其中,The logistic regression value calculation module 13 of the risk of postpartum hemorrhage in pregnant women, as shown in Figure 4, is provided with: an epidemiological risk value p epidemiology generation module 131, a biochemical factor risk value p biochemistry generation module 132, and a placental factor risk value p placenta generation module 133 and maternal postpartum hemorrhage risk value p PPH generation module 134, wherein,

流行病学危险数值pepidemiology生成模块131,设有13个流行病学风险因素值输入端,与所述孕产妇产后出血发病风险的流行病学和生化因素的阵列开关模块121中的流行病学风险因素值的13个输出端相连,输入x1~x13共13个流行病学风险因素值xi,当xi存在时,xi=1,输出为流行病学风险数值Xi,Xi=1,若xi不存在时,xi=0,流行病学风险数值Xi=0,i=1,2,3…i,…,13,还设有:流行病学危险系数Ej,j=1,2,3…j,…,13,顺着序号与所述Xi对应,相乘得到13个流行病学危险数值EjXi,输出为pepidemiology=∑i,jEjXi,i=j=1,2…13,The epidemiology risk value p epidemiology generating module 131 is provided with 13 epidemiological risk factor value input terminals, and the epidemiology in the module 121 is switched with the array of epidemiological and biochemical factors of the incidence risk of maternal postpartum hemorrhage The 13 output terminals of the risk factor value are connected, input x 1 ~ x 13 , a total of 13 epidemiological risk factor values xi , when xi exists, xi = 1, the output is the epidemiological risk value X i , X i = 1, if xi does not exist, xi = 0, epidemiological risk value Xi = 0, i = 1, 2, 3...i,..., 13, also set: epidemiological risk coefficient E j , j=1,2,3...j,...,13, corresponding to the X i along the serial number, multiplied to obtain 13 epidemiological risk values E j X i , the output is epidemic = ∑ i, j E j X i , i=j=1,2...13,

生化因素危险数值pbiochemistry生成模块132,设有:2个生化风险因素值输入端,与所述孕产妇产后出血发病风险的流行病学和生化因素的阵列开关模块121中的生化风险因素值的xi中的对应的2个输出端相连,输入x14~x15共2个生化风险因素xi值,当xi存在时,xi=1,输出为生化风险数值Xi,Xi=1,若xi不存在时,xi=0,生化风险数值Xi=0,i=14,15,还设有:生化危险系数B1和B2,顺着序号与所述X14,X15分别对应,相乘得到2个生化危险数值B1X14和B2X15,输出pbiochemistry=B1X14+B2X15The biochemical risk value p biochemistry generation module 132 is provided with: 2 biochemical risk factor value input terminals, and the array switch module 121 of the biochemical risk factor value of the epidemiological and biochemical factors of the maternal postpartum hemorrhage risk The corresponding two output terminals in x i are connected, input x 14 ~ x 15 , a total of two biochemical risk factors x i values, when x i exists, x i =1, the output is biochemical risk value X i , Xi = 1. If x i does not exist, x i = 0, biochemical risk value Xi = 0, i = 14, 15, and also set: biochemical risk coefficients B 1 and B 2 , following the serial numbers and the said X 14 , X 15 corresponds to each other, multiplying them to get 2 biochemical hazard values B 1 X 14 and B 2 X 15 , output p biochemistry = B 1 X 14 +B 2 X 15 ,

胎盘因素危险数值pplacenta生成模块133,设有:4个胎盘风险因素值输入端,与所述孕产妇产后出血发病风险的胎盘因素的阵列开关模块122中的胎盘风险因素值的4个输出端相连,输入x16~x19共4个胎盘风险因素xi值,当xi存在时,xi=1,输出为胎盘风险数值Xi,Xi=1,若xi不存在时,xi=0,胎盘风险数值Xi=0,i=16,17,18,19,还设有:胎盘危险系数P1、P2、P3、P4,顺着序号与所述X16,X17,X18,X19分别对应,相乘得到4个胎盘危险数值P1X16、P2X17、P3X18、P4X19,输出pplacenta=P1X16+P2X17+P3X18+P4X19The placenta factor risk value p placenta generating module 133 is provided with: 4 placenta risk factor value input terminals, and 4 output terminals of the placenta risk factor value in the placenta factor array switching module 122 of the maternal postpartum hemorrhage risk Connected, input x 16 ~ x 19 a total of 4 placental risk factors x i values, when x i exists, x i = 1, the output is placental risk value X i , Xi = 1, if x i does not exist, x i i = 0, placental risk value X i = 0, i = 16, 17, 18, 19, also set: placental risk coefficients P 1 , P 2 , P 3 , P 4 , following the serial numbers and the X 16 , X 17 , X 18 , and X 19 correspond to each other, and multiply them to obtain four placental risk values P 1 X 16 , P 2 X 17 , P 3 X 18 , and P 4 X 19 , and output p placenta = P 1 X 16 +P 2 X 17 +P 3 X 18 +P 4 X 19 ,

孕产妇产后出血危险数值pPPH生成模块134,设有:三个输入端,分别输入流行病学危险数值pepidemiology、生化因素危险数值pbiochemistry和胎盘因素危险数值pplacenta,一个输出端,输出孕产妇产后出血发病危险数值pPPHMaternal postpartum hemorrhage risk value p PPH generation module 134 is provided with: three input terminals, respectively input epidemiological risk value p epidemiology , biochemical factor risk value p biochemistry and placental factor risk value p placenta , and one output terminal, output pregnancy Maternal postpartum hemorrhage risk value p PPH :

E、B、P是一种用逻辑回归系数表示的危险数值,是实验数据统计值,其中: E, B, and P are risk values represented by logistic regression coefficients, which are statistical values of experimental data, among which:

70>P1>P4>P3>P2>10,16>E7>E13>B2>E10>10,10>E3>E12>E9>E6>E1>E11>4,2.6>E4>E5>E2>B1>E8>1.8,“^”是幂运算符号,其中:70>P 1 >P 4 >P 3 >P 2 >10, 16>E 7 >E 13 >B 2 >E 10 >10, 10>E 3 >E 12 >E 9 >E 6 >E 1 >E 11 >4, 2.6>E 4 >E 5 >E 2 >B 1 >E 8 >1.8, "^" is the exponentiation symbol, where:

P1是前置胎盘危险系数、P4是胎盘粘连危险系数、P3是胎盘滞留危险系数、P2是胎盘早剥危险系数;P 1 is the risk factor of placenta previa, P 4 is the risk factor of placenta adhesion, P 3 is the risk factor of retained placenta, P 2 is the risk factor of placental abruption;

E7是妊娠期高血压疾病危险系数、E13是骨盆软产道异常危险系数、B2是血小板计数小于100×109个/L危险系数、E10是羊水过多危险系数;E 7 is the risk factor of hypertensive disorders during pregnancy, E 13 is the risk factor of abnormal pelvic soft birth canal, B 2 is the risk factor of platelet count less than 100×10 9 /L, E 10 is the risk factor of polyhydramnios;

E3是多胎妊娠危险系数、E12是先兆早产危险系数、E9是巨大儿危险系数、E6是腹部手术史危险系数、E1是年龄大于或等于35岁危险系数、E11是子宫卵巢肌瘤危险系数;E 3 is the risk factor of multiple pregnancy, E 12 is the risk factor of threatened preterm birth, E 9 is the risk factor of macrosomia, E 6 is the risk factor of abdominal surgery history, E 1 is the risk factor of age greater than or equal to 35 years old, E 11 is the risk factor of uterus and ovary fibroid risk factor;

E4是高血压家族史危险系数、E5是不良孕产史危险系数、E2是孕期体重指数大于或等于25危险系数、B1是血红蛋白小于或等于100cl危险系数、E8是孕早期出血危险系数,E 4 is the risk factor of family history of hypertension, E 5 is the risk factor of adverse pregnancy and childbirth history, E 2 is the risk factor of BMI greater than or equal to 25 during pregnancy, B 1 is the risk factor of hemoglobin less than or equal to 100cl, E 8 is bleeding in the first trimester risk factor,

孕产妇产后出血的发病危险报警模块14,包含:孕产妇产后出血的发病危险数值报警模块141和孕产妇产后出血的发病危险声音报警模块142;The onset risk alarm module 14 of maternal postpartum hemorrhage includes: the numerical alarm module 141 of the onset risk of maternal postpartum hemorrhage and the sound alarm module 142 of the onset risk of maternal postpartum hemorrhage;

孕产妇产后出血的发病危险数值报警模块141,输入端与所述孕产妇产后出血危险数值pPPH生成模块134的输出端相连,当所述孕产妇产后出血发病危险数值pPPH>A5时显示该孕产妇处于高危状态,反之,则处于非高危状态,A5=12,Maternal postpartum hemorrhage incidence risk value alarm module 141, the input terminal is connected to the output end of the maternal postpartum hemorrhage risk value p PPH generation module 134, when the maternal postpartum hemorrhage risk value p PPH > A5 , it will be displayed The pregnant woman is in a high-risk state, otherwise, it is in a non-high-risk state, A 5 =12,

孕产妇产后出血的发病危险声音报警模块142,输入端与所述LED发光二极管面板2上圆心中的光接收管的光电信号输出端相连,当所述LED发光二极管的总光强大于或等于A6时,所述蜂鸣报警器3被触发报警,A6=23.2cd;The dangerous sound alarm module 142 of postpartum hemorrhage in pregnant women, the input end is connected with the photoelectric signal output end of the light receiving tube in the center of the circle on the LED light emitting diode panel 2, when the total light intensity of the LED light emitting diode is greater than or equal to A At 6 o'clock, the buzzer 3 is triggered to alarm, A 6 =23.2cd;

LED发光二极管面板2,如图5所示,以一个所述的光接收管为圆心、圆周上以每帧18°递增、从0°到360°方向以不同半径值顺序分布且分别输入19个孕产妇产后出血发病危险数值EjXi,i=j=1,2…13,B1X14、B2X15、P1X16、P2X17、P3X18、P4X19的19个LED发光二极管,各所述LED发光二极管离所述圆心上的光接收管沿半径方向的距离R按下式计算:R=10×(1-Efactors/70)cm,Efactors代表19个所述孕产妇产后出血发病危险数值EjXi,i=1,2…13,j=1,2…13,B1X14、B2X15、P1X16、P2X17、P3X18、P4X19中的与所述LED发光二极管相应的一个,LED light-emitting diode panel 2, as shown in Figure 5, takes one of the light-receiving tubes as the center of the circle, increments by 18° per frame on the circumference, and distributes in order of different radius values from 0° to 360°, and input 19 respectively. Maternal postpartum hemorrhage risk value E j X i , i=j=1,2…13, B 1 X 14 , B 2 X 15 , P 1 X 16 , P 2 X 17 , P 3 X 18 , P 4 X 19 of 19 LED light-emitting diodes, each of the LED light-emitting diodes is calculated from the distance R along the radial direction of the light receiving tube on the center of the circle: R=10×(1-E factors /70) cm, E factors Represents 19 maternal postpartum hemorrhage risk values E j X i , i=1,2...13, j=1,2...13, B 1 X 14 , B 2 X 15 , P 1 X 16 , P 2 One of X 17 , P 3 X 18 , and P 4 X 19 corresponding to the LED light-emitting diode,

所述圆心上的光接收管接收到的所述19个LED发光二极管中的一个或者多个所发光的光通量I时,I表示为I=constant2/R2,constant2是每个所述LED发光二极管所发光的标准光通量。When the light-receiving tube on the center of the circle receives the luminous flux I emitted by one or more of the 19 LED light-emitting diodes, I is expressed as I=constant2/R 2 , and constant2 is each of the LED light-emitting diodes The standard luminous flux emitted.

Claims (1)

1.基于流行病学、生化和胎盘因素的产后出血预警系统,其特征在于,是一个由计算机、LED发光二极管面板和蜂鸣报警器组成的用于实时监测、预警孕产妇产后出血发病风险用的危险值计算及预警系统,其中:1. The early warning system for postpartum hemorrhage based on epidemiology, biochemical and placental factors is characterized in that it is a system for real-time monitoring and early warning of the risk of postpartum hemorrhage in pregnant and lying-in women that is composed of a computer, LED light-emitting diode panel and buzzer alarm. Dangerous value calculation and early warning system, among which: 计算机(1),设有:孕产妇的流行病学、生化和胎盘因素的信息导入模块(11)、孕产妇产后出血的发病风险因素的阵列开关模块(12)、孕产妇产后出血的发病风险的逻辑回归值计算模块(13)以及孕产妇产后出血的发病危险报警模块(14),其中:The computer (1) is equipped with: an information import module (11) of epidemiology, biochemical and placental factors of pregnant women, an array switch module (12) of risk factors for postpartum hemorrhage in pregnant women, and a risk factor for postpartum hemorrhage in pregnant women The logistic regression value calculation module (13) and the incidence risk alarm module (14) of maternal postpartum hemorrhage, wherein: 孕产妇的流行病学、生化和胎盘因素的信息导入模块(11),包括:孕产妇的流行病学和生化因素信息导入模块(111)和孕产妇胎盘因素的信息导入模块(112),其中:The information import module (11) of maternal epidemiology, biochemical and placental factors, including: the information import module (111) of maternal epidemiology and biochemical factors and the information import module (112) of maternal placental factors, wherein : 孕产妇的流行病学和生化因素信息导入模块(111),设有:用x’1~x’13标志的共13个流行病学信息输入项,所述13个流行病学信息顺序依次为:年龄、孕期体重指数、多胎妊娠、高血压家族史、不良孕产史、腹部手术史、妊娠期高血压疾病、孕早期出血、巨大儿、羊水过多、子宫卵巢肌瘤、先兆早产和骨盆软产道异常,其中:The maternal epidemiology and biochemical factor information import module (111), is provided with: a total of 13 epidemiological information input items marked with x' 1 ~ x' 13 , and the order of the 13 epidemiological information is as follows: : Age, gestational body mass index, multiple pregnancy, family history of hypertension, history of adverse pregnancy, history of abdominal surgery, hypertensive disorders of pregnancy, first trimester bleeding, macrosomia, polyhydramnios, uterine and ovarian fibroids, threatened preterm labor and pelvic Abnormalities of the soft birth canal, in which: 年龄,大于或等于临界值A1时,输入信息x’1=1,年龄小于所述临界值A1时,x’1=0,A1=35岁,Age, when greater than or equal to the critical value A 1 , input information x' 1 =1, when the age is less than the critical value A 1 , x' 1 =0, A 1 =35 years old, 孕期体重指数,大于或等于临界值A2时,输入信息x’2=1,年龄小于所述临界值A2时,x’2=0,A2=25,When the body mass index during pregnancy is greater than or equal to the critical value A 2 , input information x' 2 =1; when the age is less than the critical value A 2 , x' 2 =0, A 2 =25, 其余11个信息依顺序用x’3~x’13表示,其中,有任何一个信息存在时,对应的流行病学输入信号值为1,不存在时对应的流行病学输入信号值为0;还设有用x’14~x’15标志的两个生化信息输入项,其中包括:血红蛋白信息x’14和血小板计数信息x’15,其中:The remaining 11 pieces of information are represented by x' 3 ~ x' 13 in sequence, among them, when any piece of information exists, the corresponding epidemiological input signal value is 1, and when it does not exist, the corresponding epidemiological input signal value is 0; There are also two biochemical information input items marked with x' 14 ~ x' 15 , including: hemoglobin information x' 14 and platelet count information x' 15 , wherein: 血红蛋白信息x’14,小于或等于临界值A3时,对应的流行病学输入信号值为1,大于所述临界值A3时所述流行病学输入信号值为0,A3=100c1,c1为浓度单位,用克每升表示,When the hemoglobin information x' 14 is less than or equal to the critical value A 3 , the corresponding epidemiological input signal value is 1, and when it is greater than the critical value A 3 , the epidemiological input signal value is 0, A 3 =100c1, c1 is the concentration unit, expressed in grams per liter, 血小板计数信息x’15,小于临界值A4时,对应的流行病学输入信号值为1,大于或等于所述临界值A4时,所述流行病学输入信号值为0,A4=100×109个/L;When the platelet count information x' 15 is less than the critical value A 4 , the corresponding epidemiological input signal value is 1, and when it is greater than or equal to the critical value A 4 , the epidemiological input signal value is 0, A 4 = 100×10 9 pieces/L; 孕产妇胎盘因素的信息导入模块(112),设有:用x’16~x’19标志的4个胎盘因素信息的输入项,所述4个胎盘因素信息依顺序表示为:前置胎盘信息x’16、胎盘早剥信息x’17、胎盘滞留信息x’18和胎盘粘连信息x’19,其中:任何一个所述的胎盘因素信息存在时,其输入信号值为1,不存在时输入信号值为0,The information import module (112) of maternal placental factors is provided with: input items of 4 placental factor information marked with x' 16 ~ x' 19 , and the information of the 4 placental factors is expressed in sequence as: placenta previa information x' 16 , placental abruption information x' 17 , placental retention information x' 18 and placental adhesion information x' 19 , wherein: when any of the placental factor information exists, its input signal value is 1, and if it does not exist, input Signal value is 0, 所述的孕产妇的流行病学、生化和胎盘因素的信息导入模块(11),当输入信号值x’i中的任何一个输入信号存在时,对应的输出信号x”i值为1,若不存在时,对应的输出信号x”i值为0,i=1,2,3…i,…,19,The information import module (11) of the epidemiology, biochemical and placental factors of the pregnant and lying-in women, when any input signal in the input signal value x'i exists, the corresponding output signal x"i value is 1, if When it does not exist, the corresponding output signal x” i value is 0, i=1,2,3…i,…,19, 孕产妇产后出血的发病风险因素的阵列开关模块(12),包括:孕产妇产后出血发病风险的流行病学和生化因素的阵列开关模块(121)和孕产妇产后出血发病风险的胎盘因素的阵列开关模块(122),其中:The array switch module (12) of risk factors for the incidence of maternal postpartum hemorrhage, including: the array switch module of epidemiological and biochemical factors for the incidence risk of maternal postpartum hemorrhage (121) and the array of placental factors for the incidence risk of maternal postpartum hemorrhage A switch module (122), wherein: 孕产妇产后出血发病风险的流行病学和生化因素的阵列开关模块(121),设有:13个流行病学信息输入端分别与所述的孕产妇的流行病学和生化因素信息导入模块(111)的13个孕产妇流行病学信息输出端相连,输入流行病学信息x”i,i=1,2…13;两个生化信息输入端,分别与所述的孕产妇的流行病学和生化因素信息导入模块(111)的两个生化信息输出端相连,输入生化因素信息x”i,i=14,15,The epidemiological and biochemical factor array switch module (121) of the risk of maternal postpartum hemorrhage is provided with: 13 epidemiological information input terminals are respectively connected with the maternal epidemiological and biochemical factor information import module ( 111) are connected to 13 maternal epidemiological information output terminals, and input epidemiological information x" i , i=1, 2...13; two biochemical information input terminals are respectively connected to the maternal epidemiological information Be connected with two biochemical information output ends of biochemical factor information import module (111), input biochemical factor information x " i , i=14,15, 孕产妇产后出血发病风险的胎盘因素的阵列开关模块(122),设有:四个所述的胎盘因素信息输入端,分别与所述的孕产妇胎盘因素的信息导入模块(112)的对应输出端相连,输入胎盘因素信息x”i,i=16,17,18,19,The placenta factor array switch module (122) of the risk of maternal postpartum hemorrhage is provided with: four placenta factor information input terminals, corresponding to the corresponding output of the maternal placenta factor information import module (112) connected to each other, input placental factor information x" i , i=16,17,18,19, 所述孕产妇产后出血发病风险的流行病学和生化因素的阵列开关模块(121)设有与输入的15个信息相对应的输出端,输出15个流行病学和生化因素的风险因素值x1~x15,当存在输入信号值x”i时,x”i=1,则输出的对应风险因素值x1~x15取值为1,不存在输入信号时x”i=0,则输出的风险因素值xi取值为0,i=1,2…15,The array switch module (121) of the epidemiological and biochemical factors of the risk of postpartum hemorrhage in pregnant women is provided with an output terminal corresponding to the input 15 pieces of information, and outputs the risk factor value x of 15 epidemiological and biochemical factors 1 ~x 15 , when there is an input signal value x” i , x” i = 1, then the output corresponding risk factor value x 1 ~ x 15 takes a value of 1, and when there is no input signal x” i = 0, then The output risk factor value x i takes the value of 0, i=1,2...15, 所述孕产妇产后出血发病风险的胎盘因素的阵列开关模块(122)设有与输入的4个胎盘因素信息相对应的输出端,输出4个胎盘风险因素值x16~x19,当存在输入信号x”i时,x”i=1,则输出的对应风险因素值xi取值为1,若不存在输入信号时,x”i=0,则输出的对应风险因素值xi=0,i=16,17,18,19,The placental factor array switch module (122) of the risk of postpartum hemorrhage in pregnant women is provided with an output terminal corresponding to the input 4 placental factor information, and outputs 4 placental risk factor values x 16 ~ x 19 , when there is an input When the signal is x" i , x" i = 1, then the output corresponding risk factor value x i is 1, if there is no input signal, x" i =0, then the output corresponding risk factor value x i =0 , i=16,17,18,19, 所述19个输出信号xi,i=1,2…19,称为风险因素值,The 19 output signals x i , i=1, 2...19, are called risk factor values, 孕产妇产后出血的发病风险的逻辑回归值计算模块(13),设有:流行病学危险数值pepidemiology生成模块(131)、生化因素危险数值pbiochemistry生成模块(132)、胎盘因素危险数值pplacenta生成模块(133)和产妇产后出血危险数值pPPH生成模块(134),其中,The logistic regression value calculation module (13) for the risk of postpartum hemorrhage in pregnant women includes: an epidemiological risk value p epidemiology generation module (131), a biochemical factor risk value p biochemistry generation module (132), and a placental factor risk value p placenta generation module (133) and maternal postpartum hemorrhage risk value p PPH generation module (134), wherein, 流行病学危险数值pepidemiology生成模块(131),设有13个流行病学风险因素值输入端,与所述孕产妇产后出血发病风险的流行病学和生化因素的阵列开关模块(121)中的流行病学风险因素值的13个输出端相连,输入x1~x13共13个流行病学风险因素值xi,当xi存在时,xi=1,输出为流行病学风险数值Xi,Xi=1,若xi不存在时,xi=0,流行病学风险数值Xi=0,i=1,2,3…i,…,13,还设有:流行病学危险系数Ej,j=1,2,3…j,…,13,顺着序号与所述Xi对应,相乘得到13个流行病学危险数值EjXi,输出为pepidemiology=∑i,jEjXi,i=j=1,2…13,The epidemiology risk value p epidemiology generating module (131) is provided with 13 epidemiological risk factor value input terminals, and the array switch module (121) of the epidemiological and biochemical factors of the maternal postpartum hemorrhage risk The 13 output terminals of the epidemiological risk factor value are connected, input x 1 ~ x 13 a total of 13 epidemiological risk factor values xi , when xi exists, xi = 1, the output is the epidemiological risk value Xi, Xi = 1, if x i does not exist, x i = 0, epidemiological risk value Xi = 0, i = 1,2,3...i,...,13, there is also: epidemiological Epidemiology risk coefficient E j , j=1,2,3...j,...,13, corresponding to the X i along the serial number, multiplied to obtain 13 epidemiological risk values E j X i , the output is epidemic = ∑ i, j E j X i , i=j=1,2...13, 生化因素危险数值pbiochemistry生成模块(132),设有:2个生化风险因素值输入端,与所述孕产妇产后出血发病风险的流行病学和生化因素的阵列开关模块(121)中的生化风险因素值的xi中的对应的2个输出端相连,输入x14~x15共2个生化风险因素xi值,当xi存在时,xi=1,输出为生化风险数值Xi,Xi=1,若xi不存在时,xi=0,生化风险数值Xi=0,i=14,15,还设有:生化危险系数B1和B2,顺着序号与所述X14,X15分别对应,相乘得到2个生化危险数值B1X14和B2X15,输出pbiochemistry=B1X14+B2X15The biochemical factor risk value p biochemistry generation module (132) is provided with: 2 biochemical risk factor value input terminals, and the array switch module (121) of the epidemiology and biochemical factors of the maternal postpartum hemorrhage risk The corresponding two output terminals in x i of the risk factor value are connected, input x 14 ~ x 15 , a total of 2 biochemical risk factor x i values, when x i exists, x i = 1, and the output is biochemical risk value X i , Xi = 1, if x i does not exist, x i = 0, biochemical risk value Xi = 0, i = 14, 15, also set: biochemical risk coefficients B 1 and B 2 , follow the serial number and all Said X 14 and X 15 correspond to each other, multiplying them to obtain two biochemical hazard values B 1 X 14 and B 2 X 15 , output p biochemistry = B 1 X 14 +B 2 X 15 , 胎盘因素危险数值pplacenta生成模块(133),设有:4个胎盘风险因素值输入端,与所述孕产妇产后出血发病风险的胎盘因素的阵列开关模块(122)中的胎盘风险因素值的4个输出端相连,输入x16~x19共4个胎盘风险因素xi值,当xi存在时,xi=1,输出为胎盘风险数值Xi,Xi=1,若xi不存在时,xi=0,胎盘风险数值Xi=0,i=16,17,18,19,还设有:胎盘危险系数P1、P2、P3、P4,顺着序号与所述X16,X17,X18,X19分别对应,相乘得到4个胎盘危险数值P1X16、P2X17、P3X18、P4X19,输出pplacenta=P1X16+P2X17+P3X18+P4X19The placenta factor risk value p placenta generating module (133) is provided with: 4 placenta risk factor value input ends, and the placenta risk factor value in the array switch module (122) of the placenta factor of the maternal postpartum hemorrhage risk The 4 output terminals are connected, input x 16 ~ x 19 , a total of 4 placental risk factors xi values, when xi exists, xi = 1, the output is the placental risk value X i , Xi = 1, if xi is not When it exists, x i = 0, placental risk value Xi = 0, i = 16, 17, 18, 19, there are also: placental risk coefficients P 1 , P 2 , P 3 , P 4 X 16 , X 17 , X 18 , and X 19 respectively correspond to each other, and multiply to obtain four placental risk values P 1 X 16 , P 2 X 17 , P 3 X 18 , and P 4 X 19 , and output p placenta = P 1 X 16 +P 2 X 17 +P 3 X 18 +P 4 X 19 , 孕产妇产后出血危险数值pPPH生成模块(134),设有:三个输入端,分别输入流行病学危险数值pepidemiology、生化因素危险数值pbiochemistry和胎盘因素危险数值pplacenta,一个输出端,输出孕产妇产后出血发病危险数值pPPHMaternal postpartum hemorrhage risk value p PPH generation module (134), equipped with: three input terminals, respectively input epidemiological risk value p epidemiology , biochemical factor risk value p biochemistry and placental factor risk value p placenta , an output terminal, Output the risk value p PPH of postpartum hemorrhage in pregnant women: E、B、P是一种用逻辑回归系数表示的危险数值,是实验数据统计值,其中: E, B, and P are risk values represented by logistic regression coefficients, which are statistical values of experimental data, among which: 70>P1>P4>P3>P2>10,16>E7>E13>B2>E10>10,10>E3>E12>E9>E6>E1>E11>4,2.6>E4>E5>E2>B1>E8>1.8,“^”是幂运算符号,70>P 1 >P 4 >P 3 >P 2 >10, 16>E 7 >E 13 >B 2 >E 10 >10, 10>E 3 >E 12 >E 9 >E 6 >E 1 >E 11 >4, 2.6>E 4 >E 5 >E 2 >B 1 >E 8 >1.8, "^" is the exponentiation symbol, 孕产妇产后出血的发病危险报警模块(14),包含:孕产妇产后出血的发病危险数值报警模块(141)和孕产妇产后出血的发病危险声音报警模块(142);The onset risk alarm module (14) of maternal postpartum hemorrhage includes: the numerical alarm module (141) of the onset risk of maternal postpartum hemorrhage and the sound alarm module (142) of the onset risk of maternal postpartum hemorrhage; 孕产妇产后出血的发病危险数值报警模块(141),输入端与所述孕产妇产后出血危险数值pPPH生成模块(134)的输出端相连,当所述孕产妇产后出血发病危险数值pPPH>A5时显示该孕产妇处于高危状态,反之,则处于非高危状态,A5=12,In the maternal postpartum hemorrhage risk value alarm module (141), the input terminal is connected to the output terminal of the maternal postpartum hemorrhage risk value p PPH generation module (134), when the maternal postpartum hemorrhage risk value p PPH > A 5 indicates that the pregnant woman is in a high-risk state, otherwise, it is in a non-high-risk state, A 5 =12, 孕产妇产后出血的发病危险声音报警模块(142),输入端与所述LED发光二极管面板(2)上圆心中的光接收管的光电信号输出端相连,当所述LED发光二极管的总光强大于或等于A6时,所述蜂鸣报警器(3)被触发报警,A6=23.2cd;The risk sound alarm module (142) for postpartum hemorrhage in pregnant women, the input end is connected with the photoelectric signal output end of the light receiving tube in the upper circle center of the LED light emitting diode panel (2), when the total light of the LED light emitting diode is strong When it is equal to or equal to A6, the buzzer ( 3 ) is triggered to alarm, A6= 23.2cd ; LED发光二极管面板(2),以一个所述的光接收管为圆心、圆周上以每帧18°递增、从0°到360°方向以不同半径值顺序分布且分别输入19个孕产妇产后出血发病危险数值EjXi,i=j=1,2…13,B1X14、B2X15、P1X16、P2X17、P3X18、P4X19的19个LED发光二极管,各所述LED发光二极管离所述圆心上的光接收管沿半径方向的距离R按下式计算:R=10×(1-Efactors/70)cm,Efactors代表19个所述孕产妇产后出血发病危险数值EjXi,i=j=1,2…13,B1X14、B2X15、P1X16、P2X17、P3X18、P4X19中的与所述LED发光二极管相应的一个,LED light-emitting diode panel (2), with one of the light-receiving tubes as the center of the circle, the circumference is incremented by 18° per frame, and the directions are distributed in different radius values from 0° to 360°, and 19 maternal postpartum hemorrhage are respectively input Risk value E j X i , i=j=1,2...13, 19 of B 1 X 14 , B 2 X 15 , P 1 X 16 , P 2 X 17 , P 3 X 18 , P 4 X 19 LED light-emitting diodes, the distance R of each of the LED light-emitting diodes along the radial direction from the light receiving tube on the center of the circle is calculated as follows: R=10×(1-E factors /70) cm, and E factors represent 19 of them. Describe the risk value of postpartum hemorrhage E j X i , i=j=1,2...13, B 1 X 14 , B 2 X 15 , P 1 X 16 , P 2 X 17 , P 3 X 18 , P 4 One of X 19 corresponding to the LED light-emitting diode, 所述圆心上的光接收管接收到的所述19个LED发光二极管中的一个或者多个所发光的光通量I时,I表示为I=constant2/R2,constant2是每个所述LED发光二极管所发光的标准光通量。When the light-receiving tube on the center of the circle receives the luminous flux I emitted by one or more of the 19 LED light-emitting diodes, I is expressed as I=constant2/R 2 , and constant2 is each of the LED light-emitting diodes The standard luminous flux emitted.
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Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US12167905B2 (en) 2015-12-28 2024-12-17 Cerner Innovation, Inc. Methods and system for hemorrhage-specific determinations

Families Citing this family (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104063583B (en) * 2014-06-06 2017-06-20 北京工业大学 The gestational diabetes risk monitoring system of of science and chemical factors based on goer
CN110534184B (en) * 2019-08-29 2022-07-15 中国人民解放军陆军军医大学第一附属医院 Obstetrical surgery resource allocation prediction system
CN111863257B (en) * 2020-07-22 2024-09-27 广州医科大学附属第三医院(广州重症孕产妇救治中心、广州柔济医院) Serious postpartum hemorrhage risk prediction system and construction method thereof

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101554322A (en) * 2008-04-09 2009-10-14 陈敦金 System for estimating state of critically ill patient in obstetrical department

Family Cites Families (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
BRPI0417217A (en) * 2003-12-02 2007-03-13 Shraga Rottem artificial intelligence and device for diagnosis, selection, prevention and treatment of maternal and fetal conditions
FR2934767B1 (en) * 2008-08-06 2011-11-25 Assist Publ Hopitaux De Paris NEW PROGNOSTIC METHOD ASSOCIATED WITH POSTPARTUM HEMORRHAGIA.

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101554322A (en) * 2008-04-09 2009-10-14 陈敦金 System for estimating state of critically ill patient in obstetrical department

Non-Patent Citations (3)

* Cited by examiner, † Cited by third party
Title
产后出血的临床预警信息分析;颜建英;《现代妇产科进展》;20130930;第22卷(第9期);734-737 *
产后出血预后预测评估系统的建立;沈宇清;《中国优秀硕士学位论文全文数据库医药卫生科技辑》;20100715;E068-28 *
基于模糊理论的产后大出血风险预测;焦军彩等;《数学的实践与认识》;20121231;第42卷(第23期);129-137 *

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US12167905B2 (en) 2015-12-28 2024-12-17 Cerner Innovation, Inc. Methods and system for hemorrhage-specific determinations

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