Abstract: A method of predicting overall survivability of a patient by a prediction system based on machine learning includes receiving, by the prediction system, first modality data and second modality data corresponding to the patient; generating, by the prediction system, a first intermediate feature vector and a second intermediate feature vector based on the first and second modality data; determining, by the prediction system, a first attention score and a second attention score based on the first and second intermediate feature vectors; generating, by the prediction system, an aggregate feature vector based on the first and second intermediate feature vectors and the first and second attention scores; and generating, by the prediction system, a survivability prediction corresponding to the patient based on the aggregate feature vector.

Abstract: Disclosed herein is a method for producing training data using a machine learning model trained with noisy annotated training data. The method includes receiving a plurality of anatomical images and corresponding molecular images, wherein each of a plurality of pairs of corresponding anatomical and molecular images captures a respective biological specimen. The method includes receiving at least one annotation on an anatomical image that is informed by its corresponding molecular image, wherein the at least one annotation identifies a functional unit of interest within the anatomical image. The method includes training a machine learning model using said annotated images, wherein the trained machine learning model is configured for multi-class functional unit segmentation.

Abstract: A growth-promoting bacterial agent capable of improving content of soybean oil, preparation method, and use thereof are provided. The growth-promoting bacterial agent is fermented by a DW1 strain, the classification name of the DW1 strain is Bacillus sp., the DW1 strain is deposited in the China Center for Type Culture Collection on Jul. 16, 2021, and the deposit number is CCTCC NO: M 2021889. The growth-promoting bacterial agent of the present disclosure has the ability to dissolve insoluble phosphorus and insoluble potassium and can increase content of readily available phosphorus and readily available potassium in the soil, which has an obvious promoting effect on the growth of soybean and improves soybean yield. The growth-promoting bacterial agent of the present disclosure promotes bacteria and can significantly improve the content of soybean oil. At the same time, it has an affinity of soybean agglutinin and can agglutinate with the soybean agglutinin.

Abstract: A growth-promoting bacterial agent capable of improving content of soybean oil, preparation method, and use thereof are provided. The growth-promoting bacterial agent is fermented by a DW1 strain, the classification name of the DW1 strain is Bacillus sp., the DW1 strain is deposited in the China Center for Type Culture Collection on Jul. 16, 2021, and the deposit number is CCTCC NO: M 2021889. The growth-promoting bacterial agent of the present disclosure has the ability to dissolve insoluble phosphorus and insoluble potassium and can increase content of readily available phosphorus and readily available potassium in the soil, which has an obvious promoting effect on the growth of soybean and improves soybean yield. The growth-promoting bacterial agent of the present disclosure promotes bacteria and can significantly improve the content of soybean oil. At the same time, it has an affinity of soybean agglutinin and can agglutinate with the soybean agglutinin.

Abstract: A phosphate-solubilizing microbial agent for maize is provided. The phosphate-solubilizing microbial agent is obtained by fermentation of a strain CR50; and the strain CR50 is Bacillus stratosphericus (B. stratosphericus), which was deposited in the China Center for Type Culture Collection (CCTCC) on Nov. 10, 2020, with a deposit number of CCTCC M 2020721. The phosphate-solubilizing microbial agent has the ability to solubilize insoluble inorganic phosphorus and insoluble organic phosphorus such as calcium phosphate and calcium phytate, which can increase an available phosphorus content in soil, significantly promote the growth of maize, and increase a maize yield. The phosphate-solubilizing strain also has the ability to produce indoleacetic acid (IAA) and siderophore, and can undergo an agglutination reaction with maize agglutinin due to maize agglutinin affinity. The strain CR50 can colonize at maize roots for a long time under the mediation of agglutinin and stably exert the growth-promoting effect.