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37061“…We could not find enough studies for other adverse health outcomes to pool data for a Forest plot. CONCLUSIONS: The odds of low birth weight were found to be high in both asthma and cerebral palsy. …”
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37062por Sándor, Attila D., Milchev, Boyan, Takács, Nóra, Kontschán, Jenő, Szekeres, Sándor, Hornok, Sándor“…Also, the most important predictor for tick abundance was the effect of the extent of arable land (negative), while forests and grasslands contributed less, with no effect observed in case of urbanized areas and watercourses. …”
Publicado 2021
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37063por Murta, Felipe L. G., Marques, Leonardo L. G., Santos, Alicia P. C., Batista, Talita S. B., Mendes, Maxwell O., Silva, Elair D., Neto, Alexandre V. S., Fabiano, Marcio, Rodovalho, Sheila R., Monteiro, Wuelton M., Lacerda, Marcus V. G.“…Analysis of the interviews showed that gold miners were subjected to prejudice from the community due to forest diseases that they can transmit, and their activities are often associated with crime. …”
Publicado 2021
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37064por Gong, Yan-Feng, Zhu, Ling-Qian, Li, Yin-Long, Zhang, Li-Juan, Xue, Jing-Bo, Xia, Shang, Lv, Shan, Xu, Jing, Li, Shi-Zhu“…Seven models were built in three categories including information value (IV), three machine learning models [logistic regression (LR), random forest (RF), generalized boosted model (GBM)], and three coupled models (IV + LR, IV + RF, IV + GBM). …”
Publicado 2021
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37065por Choudhury, Burhan U., Ansari, Meraj A., Chakraborty, Mahasweta, Meetei, Thounaojam T.“…On conversion of evergreen forests (EF) to upland agriculture (Shifting—SC and Settled—SA) and plantation (PH), Mn, Cu, and Zn concentrations decreased significantly from 30.5, 1.74, and 2.13 mg kg(−1) to 6.44–17.8, 0.68–0.81, and 1.06–1.42 mg kg(−1), respectively. …”
Publicado 2021
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37066“…Several selection algorithms (i.e., Boruta, DALEX, genetic algorithm, least absolute shrinkage and selection operator, and recursive feature elimination) were used to select the variable sets useful for predicting SM, FW, and FN. Random forests, ridge regressions, and support vector machines were used to predict the yield using the top five selected variable sets. …”
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37067“…Next, we analyzed the correlation between clusters and clinical characteristics. The random forest (RF) algorithm was applied to select key m6A-related genes. …”
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37068por Aljouie, Abdulrhman Fahad, Almazroa, Ahmed, Bokhari, Yahya, Alawad, Mohammed, Mahmoud, Ebrahim, Alawad, Eman, Alsehawi, Ali, Rashid, Mamoon, Alomair, Lamya, Almozaai, Shahad, Albesher, Bedoor, Alomaish, Hassan, Daghistani, Rayyan, Alharbi, Naif Khalaf, Alaamery, Manal, Bosaeed, Mohammad, Alshaalan, Hesham“…For mortality endpoint, the top model yielded an AUC of 0.83 and a balanced accuracy of 0.80 using all features with balanced random forest. This indicates that with only routinely collected data our models can predict the outcome with good performance. …”
Publicado 2021
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37069por Joschtel, Barbara, Gomersall, Sjaan R., Tweedy, Sean, Petsky, Helen, Chang, Anne B., Trost, Stewart G.“…Raw accelerometer data were processed into daily time spent in sedentary activities, light-intensity activities and games, walking, running, and moderate-to-vigorous activities and games using a random forest (RF) PA classification algorithm specifically developed for children. …”
Publicado 2021
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37070“…Heterogeneity was assessed using I(2) statistics while publication was assessed through funnel plot. Forest plot were used to present the pooled prevalence with a 95% confidence interval (CI) using the random effect model. …”
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37071por Pietrantonio, Filippo, Lonardi, Sara, Corti, Francesca, Infante, Gabriele, Elez, Maria Elena, Fakih, Marwan, Jayachandran, Priya, Shah, Aakash Tushar, Salati, Massimiliano, Fenocchio, Elisabetta, Salvatore, Lisa, Curigliano, Giuseppe, Cremolini, Chiara, Ambrosini, Margherita, Ros, Javier, Intini, Rossana, Nappo, Floriana, Damian, Silvia, Morano, Federica, Fucà, Giovanni, Overman, Michael, Miceli, Rosalba“…A total of 23 putative prognostic factors were chosen and then selected using a random survival forest (RSF). The model performance in estimating PFS probability was evaluated by assessing calibration (internally—developing set and externally—validating set) and quantifying the discriminative ability (Harrell C index). …”
Publicado 2021
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37072por Hur, Sujeong, Min, Ji Young, Yoo, Junsang, Kim, Kyunga, Chung, Chi Ryang, Dykes, Patricia C, Cha, Won Chul“…We developed a UE prediction model using machine learning algorithms, which included random forest (RF), logistic regression (LR), artificial neural network (ANN), and support vector machine (SVM). …”
Publicado 2021
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37073por Barnes, Bethany M., Nelson, Louisa, Tighe, Anthony, Burghel, George J., Lin, I-Hsuan, Desai, Sudha, McGrail, Joanne C., Morgan, Robert D., Taylor, Stephen S.“…Subtype designation of patient-derived models by a random forest transcriptional classifier aligned with prior diagnosis in 76% of unambiguous cases. …”
Publicado 2021
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37074por Moosavi, Seyed H., Eide, Peter W., Eilertsen, Ina A., Brunsell, Tuva H., Berg, Kaja C. G., Røsok, Bård I., Brudvik, Kristoffer W., Bjørnbeth, Bjørn A., Guren, Marianne G., Nesbakken, Arild, Lothe, Ragnhild A., Sveen, Anita“…A single randomly selected liver metastasis sample from each patient was used for unsupervised subtype discovery by nonnegative matrix factorization, and a random forest prediction model was trained to classify multi-metastatic samples, as well as liver metastases from two independent series of 308 additional patients. …”
Publicado 2021
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37075por Massini, Federico, Ebert, Lars, Ampanozi, Garyfalia, Franckenberg, Sabine, Benz, Lena, Sieberth, Till“…A substantial portion of the direct visual documentation showed only a partial overlap, especially for the items of size and color, thereby prohibiting the statistical comparison of these two items. A forest plot analysis of the remaining six items showed no significant difference between the methods. …”
Publicado 2021
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37076por Chen, Yan-Jie, Luo, Shu-Neng, Dong, Ling, Liu, Tao-Tao, Shen, Xi-Zhong, Zhang, Ning-Ping, Liang, Li“…Gene expression data (GSE17536 and GSE39582) were downloaded from the Gene Expression Omnibus as a validating set. A random forest algorithm was used to score the risk for every case. …”
Publicado 2021
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37077por Tang, Xin, Li, Yuan, Yan, Wei-feng, Qian, Wen-lei, Pang, Tong, Gong, You-ling, Yang, Zhi-gang“…We then performed machine learning-based analyses including random forest (RF), support vector machine (SVM), stepwise regression (SR) and LASSO regression with 5-fold cross-validation (CV) to establish the optimal radiomic model for predicting the progression-free survival (PFS) of osimertinib treatment. …”
Publicado 2021
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37078“…The expression differences based on various clinicopathological features were evaluated using subgroup analysis and forest map analysis. The regulatory mechanism of MKRN3 was further investigated using gene ontology and Kyoto Encyclopedia of Genes and Genomes analyses. …”
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37079por French, Nigel, Jones, Geoff, Heuer, Cord, Hope, Virginia, Jefferies, Sarah, Muellner, Petra, McNeill, Andrea, Haslett, Stephen, Priest, Patricia“…Data were analysed using Multiple Correspondence Analysis (MCA), automated search algorithms, Bayesian Latent Class Analysis, Decision Tree Analysis and Random Forest (RF) machine learning. RESULTS: Clinical criteria used to guide who should be tested by PCR were based on a set of mostly respiratory symptoms: a new or worsening cough, sore throat, shortness of breath, coryza, anosmia, with or without fever. …”
Publicado 2021
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37080por Wang, Suhuai, Li, Jingjie, Sun, Lin, Cai, Jianing, Wang, Shihui, Zeng, Linwen, Sun, Shaoqing“…Apply three machine learning algorithms: decision tree, random forest (RF), and artificial neural network (ANN) to learn the training set to build a model, then use the testing set to evaluate the prediction performance, and compare it with the model built by the Global Registry of Acute Coronary Events (GRACE) risk variable set. …”
Publicado 2021
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